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/.github/workflows/nightly_python_sdk_release.yml b/.github/workflows/nightly_python_sdk_release.yml
index e350ccd3f9f..6c758360d56 100644
--- a/.github/workflows/nightly_python_sdk_release.yml
+++ b/.github/workflows/nightly_python_sdk_release.yml
@@ -55,11 +55,14 @@ jobs:
             set -e
             echo "$SEMANTIC_OUTPUT"
 
-            BASE_VERSION=$(echo "$SEMANTIC_OUTPUT" | grep 'The next release version is' | sed -E 's/.* ([[:digit:].]+)$/\1/' | tail -n 1)
+            BASE_VERSION=$(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: ${SEMANTIC_STATUS}); falling back to next patch after latest stable tag."
-              source infra/scripts/setup-common-functions.sh
-              LATEST_TAG=$(get_tag_release -s)
+              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))"
diff --git a/.github/workflows/pr_integration_tests.yml b/.github/workflows/pr_integration_tests.yml
index 936b2777f1d..88d5c102250 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:
diff --git a/.github/workflows/pr_registration_integration_tests.yml b/.github/workflows/pr_registration_integration_tests.yml
index 76cbe701cf4..81801b643b6 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:
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_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/unit_tests.yml b/.github/workflows/unit_tests.yml
index 70a99c0ed05..1dee7f79963 100644
--- a/.github/workflows/unit_tests.yml
+++ b/.github/workflows/unit_tests.yml
@@ -79,9 +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:
@@ -103,6 +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 e7126304069..57fa3236f27 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": [
@@ -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": [
@@ -957,7 +957,7 @@
         "filename": "infra/feast-operator/api/v1/featurestore_types.go",
         "hashed_secret": "44e17306b837162269a410204daaa5ecee4ec22c",
         "is_verified": false,
-        "line_number": 906
+        "line_number": 937
       }
     ],
     "infra/feast-operator/api/v1/zz_generated.deepcopy.go": [
@@ -980,7 +980,7 @@
         "filename": "infra/feast-operator/api/v1/zz_generated.deepcopy.go",
         "hashed_secret": "c2028031c154bbe86fd69bef740855c74b927dcf",
         "is_verified": false,
-        "line_number": 1528
+        "line_number": 1570
       }
     ],
     "infra/feast-operator/api/v1alpha1/featurestore_types.go": [
@@ -989,7 +989,7 @@
         "filename": "infra/feast-operator/api/v1alpha1/featurestore_types.go",
         "hashed_secret": "44e17306b837162269a410204daaa5ecee4ec22c",
         "is_verified": false,
-        "line_number": 649
+        "line_number": 651
       }
     ],
     "infra/feast-operator/api/v1alpha1/zz_generated.deepcopy.go": [
@@ -1172,7 +1172,7 @@
         "filename": "infra/feast-operator/internal/controller/services/services.go",
         "hashed_secret": "36dc326eb15c7bdd8d91a6b87905bcea20b637d1",
         "is_verified": false,
-        "line_number": 180
+        "line_number": 183
       }
     ],
     "infra/feast-operator/internal/controller/services/tls_test.go": [
@@ -1555,5 +1555,5 @@
       }
     ]
   },
-  "generated_at": "2026-06-11T15:45:28Z"
+  "generated_at": "2026-07-17T12:34:13Z"
 }
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 e628e8ea7a3..38b88ae86df 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,147 @@
 # 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)
 
 
diff --git a/Makefile b/Makefile
index e277295e84c..2ede6f769e5 100644
--- a/Makefile
+++ b/Makefile
@@ -112,7 +112,7 @@ install-python-dependencies-ci: ## Install Python CI dependencies using uv pip s
 	# 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; \
@@ -150,6 +150,7 @@ 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 $(ver) --no-strip-extras pyproject.toml --extra minimal-sdist-build \
 			--no-emit-package milvus-lite \
+			--no-emit-package pymilvus \
 			--generate-hashes --output-file sdk/python/requirements/py$(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 && \
@@ -171,6 +172,9 @@ 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)") \
+		--cov=feast \
+		--cov-report=xml \
+		--cov-report=term-missing \
 		sdk/python/tests/unit
 
 # Fast unit tests only
@@ -813,13 +817,12 @@ 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..0ea5b0a135a 100644
--- a/README.md
+++ b/README.md
@@ -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/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 c94dd88708d..d35dbf1652b 100644
--- a/docs/SUMMARY.md
+++ b/docs/SUMMARY.md
@@ -57,7 +57,6 @@
   * [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)
@@ -164,6 +163,7 @@
   * [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)
@@ -205,7 +205,7 @@
 * [\[Beta\] 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)
+* [Data Quality Monitoring](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)
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/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/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/compute-engine.md b/docs/getting-started/components/compute-engine.md
index d115ec5debb..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.
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-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/genai.md b/docs/getting-started/genai.md
index f65aeac85e2..dfd9c41954a 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
diff --git a/docs/getting-started/quickstart.md b/docs/getting-started/quickstart.md
index aa56d09b1d8..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.
 	
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/feature-monitoring.md b/docs/how-to-guides/feature-monitoring.md
index ba8652ec003..aca36167323 100644
--- a/docs/how-to-guides/feature-monitoring.md
+++ b/docs/how-to-guides/feature-monitoring.md
@@ -462,3 +462,11 @@ The monitoring page is always accessible in the sidebar. To see actual data:
 
 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 b280fe53cff..f10d7bff8c8 100644
--- a/docs/how-to-guides/online-server-performance-tuning.md
+++ b/docs/how-to-guides/online-server-performance-tuning.md
@@ -278,6 +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 |
@@ -305,6 +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:**
@@ -467,6 +469,34 @@ 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:
@@ -700,6 +730,7 @@ 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 |
 
diff --git a/docs/reference/alpha-vector-database.md b/docs/reference/alpha-vector-database.md
index 861c3fcb114..28d0bf0098e 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 +31,7 @@ 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.
 
 ## Examples
 
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/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/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/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/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/online-stores/README.md b/docs/reference/online-stores/README.md
index 6f31993f896..39294966170 100644
--- a/docs/reference/online-stores/README.md
+++ b/docs/reference/online-stores/README.md
@@ -58,6 +58,10 @@ 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..a7f6b7392c9 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
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..6c2e462877b 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 +38,99 @@ 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",
+)
+```
+
 ## 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 +139,6 @@ 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/openlineage.md b/docs/reference/openlineage.md
index 78438082d44..bf9e18750ed 100644
--- a/docs/reference/openlineage.md
+++ b/docs/reference/openlineage.md
@@ -186,6 +186,12 @@ Captures materialization run metadata:
 
 ## Lineage Visualization
 
+### Option 1: Feast UI (Built-in)
+
+Feast includes a built-in OpenLineage consumer that can receive, store, and visualize lineage from **all** OpenLineage producers (Airflow, Spark, dbt, Feast itself, etc.) directly in the Feast UI. See the [OpenLineage Consumer](#openlineage-consumer) section below.
+
+### Option 2: Marquez
+
 Use [Marquez](https://marquezproject.ai/) to visualize your Feast lineage:
 
 ```bash
@@ -216,3 +222,257 @@ Then access the Marquez UI at http://localhost:3000 to see your feature lineage.
 | Entity | InputDataset |
 | FeatureService | OutputDataset |
 | Materialization | RunEvent (START/COMPLETE/FAIL) |
+
+---
+
+## 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 when you want to visualize cross-system data lineage alongside your feature store.
+
+### 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 — no tabs are added.
+
+### Enabling the Consumer
+
+Add the `consumer` section under `openlineage` in your `feature_store.yaml`:
+
+```yaml
+project: my_project
+registry:
+  registry_type: sql
+  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:
+      airflow_ns: my_project
+      spark_ns: my_project
+```
+
+Or via environment variables:
+
+```bash
+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://...
+```
+
+### 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 OpenLineage namespaces to Feast projects for RBAC scoping |
+
+### Consumer API Endpoints
+
+When the consumer is enabled, the following endpoints are available on the Feast REST registry server:
+
+#### Event Receiver (Producer-facing)
+
+| Endpoint | Method | Description |
+|----------|--------|-------------|
+| `/api/v1/lineage` | `POST` | Receive a single OpenLineage event (or array of events) |
+| `/api/v1/lineage/batch` | `POST` | Receive a batch of OpenLineage events |
+
+Both endpoints require the `X-API-Key` header (or `Authorization: Bearer <key>`) if `consumer.api_key` is configured.
+
+#### Admin Endpoints
+
+| Endpoint | Method | Description |
+|----------|--------|-------------|
+| `/lineage/openlineage/reset` | `DELETE` | Purge all OpenLineage data. Accepts optional `?namespace=X` to delete only a specific namespace. Requires API key. |
+
+#### OpenLineage Query Endpoints (UI-facing)
+
+| Endpoint | Method | Description |
+|----------|--------|-------------|
+| `/lineage/openlineage/graph` | `GET` | Full lineage graph with all nodes, edges, and symlinks |
+| `/lineage/openlineage/graph/{node_type}/{namespace}/{name}` | `GET` | Lineage graph centered on a specific node |
+| `/lineage/openlineage/events` | `GET` | Browse stored events with filtering |
+| `/lineage/openlineage/jobs` | `GET` | List all known OpenLineage jobs |
+| `/lineage/openlineage/datasets` | `GET` | List all known OpenLineage datasets |
+| `/lineage/openlineage/runs` | `GET` | List runs with optional `?job_namespace=X&job_name=Y` filtering |
+| `/lineage/openlineage/runs/{run_id}` | `GET` | Single run detail with input/output datasets |
+
+#### Registry Query Endpoints
+
+| Endpoint | Method | Description |
+|----------|--------|-------------|
+| `/lineage/registry` | `GET` | Feast registry lineage (entities, feature views, services) |
+| `/lineage/registry/all` | `GET` | All registry objects with full metadata |
+| `/lineage/objects/{object_type}/{object_name}` | `GET` | Detail for a specific registry object |
+| `/lineage/complete` | `GET` | Complete registry lineage with relationships |
+| `/lineage/complete/all` | `GET` | Complete registry lineage for all objects |
+
+### Configuring Producers to Send Events to Feast
+
+Configure any OpenLineage producer to send events to your Feast instance:
+
+#### Airflow
+
+```python
+# In airflow.cfg or environment
+OPENLINEAGE_URL = "http://feast-registry:8080/api"
+OPENLINEAGE_API_KEY = "change-me"  # pragma: allowlist secret
+```
+
+#### Spark
+
+```properties
+spark.openlineage.transport.type=http
+spark.openlineage.transport.url=http://feast-registry:8080/api
+spark.openlineage.transport.endpoint=/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-registry:8080/api"
+OPENLINEAGE_API_KEY: "change-me"  # pragma: allowlist secret
+```
+
+#### Feast (Self-reporting)
+
+When both the OpenLineage producer and consumer are enabled, Feast's own events (from `feast apply`, materialization, etc.) are automatically ingested into the local consumer store — no HTTP transport is needed.
+
+```yaml
+# In feature_store.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 shows two tabs:
+
+**Lineage tab**
+
+- **OpenLineage Graph** (default) — shows lineage from all OpenLineage producers with cross-producer connectivity. Nodes are color-coded by producer (colors generated dynamically). The graph supports filtering by type, producer, and object name. Clicking a node opens a **detail panel** showing description, schema, tags, features, entities, data quality metrics, data source info, other facets, and **run history** (for job nodes — see [Per-Run Lineage](#per-run-lineage-run-history)).
+- **Feast Only Lineage** (checkbox) — switches to the original Feast registry view (DataSource → FeatureView → FeatureService) powered entirely by the Feast registry.
+
+**Events tab**
+
+- Browse individual OpenLineage events with filtering by event type, job name, and run ID. Expand any event to inspect the full JSON payload.
+
+### Cross-Producer Lineage Connectivity
+
+The consumer automatically links datasets across different producers when they refer to the same physical data. Linking mechanisms:
+
+1. **Shared namespace + name** — If Airflow writes to `s3://bucket/path` and Spark reads from the same `s3://bucket/path`, the graph connects them automatically.
+2. **SymlinksDatasetFacet** — Producers can declare aliases. For example, Feast can declare that its internal `driver_hourly_stats` is a symlink to the Spark output at `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.
+
+Compatible producers include Airflow, Spark, dbt, Flink, Feast, and Dagster.
+
+### RBAC for Lineage
+
+The OpenLineage consumer integrates with Feast's existing RBAC:
+
+- **Write access** (producers sending events): Authenticated via API key in the `X-API-Key` header
+- **Read access** (UI viewing lineage): Namespace-based filtering maps OpenLineage namespaces to Feast projects. Users see only lineage data for namespaces they have access to via the `namespace_mapping` configuration
+
+### Lineage Cleanup / Reset
+
+Over time the OpenLineage store accumulates historical data. Two mechanisms are provided for cleanup:
+
+#### Admin Reset Endpoint
+
+Use the `DELETE /lineage/openlineage/reset` endpoint to purge lineage data. The endpoint requires the same API key used for event ingestion.
+
+```bash
+# Purge ALL OpenLineage data
+curl -X DELETE -H "X-API-Key: your-key" \
+  http://localhost:8080/api/v1/lineage/openlineage/reset
+
+# Purge only a specific namespace
+curl -X DELETE -H "X-API-Key: your-key" \
+  "http://localhost:8080/api/v1/lineage/openlineage/reset?namespace=airflow://prod-cluster"
+```
+
+A full purge deletes data from all seven `openlineage_*` tables. A namespace-scoped purge deletes jobs, datasets, runs, events, edges, and symlinks associated with that namespace, leaving other namespaces intact.
+
+#### Feast Teardown Hook
+
+When you run `feast teardown`, Feast automatically cleans up OpenLineage data for the project's namespace (if the consumer is configured). This ensures that tearing down a Feast project doesn't leave orphaned lineage data behind.
+
+```bash
+# Tears down the Feast project AND its OpenLineage lineage
+feast teardown
+```
+
+### Per-Run Lineage (Run History)
+
+The consumer tracks individual pipeline runs in the `openlineage_runs` table. 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: truncated run ID, status badge (COMPLETE, FAIL, RUNNING, ABORT), start time, and duration
+- Click any run to expand its **inputs and outputs** — the specific datasets that run consumed and produced
+
+#### Run History API
+
+```bash
+# List runs for a specific job
+curl "http://localhost:8080/api/v1/lineage/openlineage/runs?job_namespace=spark://emr-cluster&job_name=feature_engineering"
+
+# Get a single run with its I/O datasets
+curl "http://localhost:8080/api/v1/lineage/openlineage/runs/{run_id}"
+```
+
+The run detail response includes `inputs` and `outputs` arrays, each containing the dataset namespace, name, and any I/O facets recorded by the producer.
+
+### 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 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 |
+
+By default these tables are created in the **same database** as the SQL registry (hybrid storage). Set `consumer.connection_string` to store them in a separate database instead.
diff --git a/docs/reference/registries/sql.md b/docs/reference/registries/sql.md
index ef9993c8753..8b4ff19ab11 100644
--- a/docs/reference/registries/sql.md
+++ b/docs/reference/registries/sql.md
@@ -83,7 +83,84 @@ If you are running Feast in Kubernetes, set the `image.repository` and
 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.
+- 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/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/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/infra/charts/feast-feature-server/Chart.yaml b/infra/charts/feast-feature-server/Chart.yaml
index fd31828aa05..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: 0.64.0
+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 595a9bf9ead..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 `0.64.0`
+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 | `"0.64.0"` | 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 03a2f1f0b1d..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: 0.64.0
+  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 881c595ba97..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: 0.64.0
+version: 0.65.0
 keywords:
   - machine learning
   - big data
diff --git a/infra/charts/feast/README.md b/infra/charts/feast/README.md
index afa964c7656..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 `0.64.0`
+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) | 0.64.0 |
-| https://feast-helm-charts.storage.googleapis.com | transformation-service(transformation-service) | 0.64.0 |
+| 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 7b6e40c3da0..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: 0.64.0
-appVersion: v0.64.0
+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 04714b14ed2..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: 0.64.0](https://img.shields.io/badge/Version-0.64.0-informational?style=flat-square) ![AppVersion: v0.64.0](https://img.shields.io/badge/AppVersion-v0.64.0-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 | `"0.64.0"` | 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 0051f028279..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: 0.64.0
+  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 ca053c674bc..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: 0.64.0
-appVersion: v0.64.0
+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 f6e39356eee..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: 0.64.0](https://img.shields.io/badge/Version-0.64.0-informational?style=flat-square) ![AppVersion: v0.64.0](https://img.shields.io/badge/AppVersion-v0.64.0-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 | `"0.64.0"` | 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 af34cfa486d..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: 0.64.0
+  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 8f610567ded..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: 0.64.0
+  version: 0.65.0
   condition: feature-server.enabled
   repository: https://feast-helm-charts.storage.googleapis.com
 - name: transformation-service
   alias: transformation-service
-  version: 0.64.0
+  version: 0.65.0
   condition: transformation-service.enabled
   repository: https://feast-helm-charts.storage.googleapis.com
 - name: redis
diff --git a/infra/feast-operator/Makefile b/infra/feast-operator/Makefile
index 5b470437397..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 ?= 0.64.0
+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")
diff --git a/infra/feast-operator/api/feastversion/version.go b/infra/feast-operator/api/feastversion/version.go
index 742ede75fd5..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 = "0.64.0"
+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 3dd68311245..271ae1fe6b1 100644
--- a/infra/feast-operator/api/v1/featurestore_types.go
+++ b/infra/feast-operator/api/v1/featurestore_types.go
@@ -111,6 +111,35 @@ 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"`
 }
 
 // FeatureStoreSpec defines the desired state of FeatureStore
@@ -597,7 +626,7 @@ 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"`
@@ -623,6 +652,8 @@ var ValidOnlineStoreDBStorePersistenceTypes = []string{
 	"milvus",
 	"hybrid",
 	"mongodb",
+	"aerospike",
+	"scylladb",
 }
 
 // LocalRegistryConfig configures the registry service
diff --git a/infra/feast-operator/api/v1/zz_generated.deepcopy.go b/infra/feast-operator/api/v1/zz_generated.deepcopy.go
index 9402f95e34a..2a6b6a69266 100644
--- a/infra/feast-operator/api/v1/zz_generated.deepcopy.go
+++ b/infra/feast-operator/api/v1/zz_generated.deepcopy.go
@@ -1043,6 +1043,11 @@ 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.
@@ -1055,6 +1060,43 @@ 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
diff --git a/infra/feast-operator/api/v1alpha1/featurestore_types.go b/infra/feast-operator/api/v1alpha1/featurestore_types.go
index 87d13003805..11e201dd0d6 100644
--- a/infra/feast-operator/api/v1alpha1/featurestore_types.go
+++ b/infra/feast-operator/api/v1alpha1/featurestore_types.go
@@ -373,7 +373,7 @@ 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 +399,8 @@ var ValidOnlineStoreDBStorePersistenceTypes = []string{
 	"milvus",
 	"hybrid",
 	"mongodb",
+	"aerospike",
+	"scylladb",
 }
 
 // LocalRegistryConfig configures the registry service
diff --git a/infra/feast-operator/bundle/manifests/feast-operator.clusterserviceversion.yaml b/infra/feast-operator/bundle/manifests/feast-operator.clusterserviceversion.yaml
index 82e1bc57b36..19af99046e9 100644
--- a/infra/feast-operator/bundle/manifests/feast-operator.clusterserviceversion.yaml
+++ b/infra/feast-operator/bundle/manifests/feast-operator.clusterserviceversion.yaml
@@ -147,10 +147,10 @@ metadata:
         }
       ]
     capabilities: Basic Install
-    createdAt: "2026-06-13T11:22:06Z"
+    createdAt: "2026-07-20T13:27:58Z"
     operators.operatorframework.io/builder: operator-sdk-v1.41.0
     operators.operatorframework.io/project_layout: go.kubebuilder.io/v4
-  name: feast-operator.v0.64.0
+  name: feast-operator.v0.65.0
   namespace: placeholder
 spec:
   apiservicedefinitions: {}
@@ -180,11 +180,11 @@ spec:
           resources:
           - configmaps
           - persistentvolumeclaims
-          - serviceaccounts
           - services
           verbs:
           - create
           - delete
+          - deletecollection
           - get
           - list
           - update
@@ -193,18 +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:
@@ -246,6 +273,14 @@ spec:
           - patch
           - update
           - watch
+        - apiGroups:
+          - config.openshift.io
+          resources:
+          - apiservers
+          verbs:
+          - get
+          - list
+          - watch
         - apiGroups:
           - feast.dev
           resources:
@@ -321,6 +356,14 @@ spec:
           - list
           - update
           - watch
+        - apiGroups:
+          - sparkoperator.k8s.io
+          resources:
+          - sparkapplications
+          verbs:
+          - create
+          - delete
+          - get
         - apiGroups:
           - authentication.k8s.io
           resources:
@@ -364,13 +407,13 @@ spec:
                 - /manager
                 env:
                 - name: RELATED_IMAGE_FEATURE_SERVER
-                  value: quay.io/feastdev/feature-server:0.64.0
+                  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:0.64.0
+                image: quay.io/feastdev/feast-operator:0.65.0
                 livenessProbe:
                   httpGet:
                     path: /healthz
@@ -460,8 +503,8 @@ spec:
     name: Feast Community
     url: https://lf-aidata.atlassian.net/wiki/spaces/FEAST/
   relatedImages:
-  - image: quay.io/feastdev/feature-server:0.64.0
+  - image: quay.io/feastdev/feature-server:0.65.0
     name: feature-server
   - image: quay.io/openshift/origin-cli:4.17
     name: cron-job
-  version: 0.64.0
+  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 d8791ae8a26..338dc75bd63 100644
--- a/infra/feast-operator/bundle/manifests/feast.dev_featurestores.yaml
+++ b/infra/feast-operator/bundle/manifests/feast.dev_featurestores.yaml
@@ -161,8 +161,9 @@ 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 +212,35 @@ 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 +316,7 @@ 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 +501,6 @@ spec:
                                           type.
                                         type: string
                                     required:
-                                    - status
                                     - type
                                     type: object
                                   type: array
@@ -564,8 +593,9 @@ 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: |-
@@ -614,6 +644,35 @@ 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
@@ -689,7 +748,7 @@ 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
@@ -793,6 +852,59 @@ 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
@@ -1761,8 +1873,9 @@ 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: |-
@@ -1811,6 +1924,36 @@ 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
@@ -1887,7 +2030,7 @@ 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
@@ -2256,6 +2399,8 @@ spec:
                                 - milvus
                                 - hybrid
                                 - mongodb
+                                - aerospike
+                                - scylladb
                                 type: string
                             required:
                             - secretRef
@@ -2274,8 +2419,9 @@ 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: |-
@@ -2324,6 +2470,36 @@ 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
@@ -2400,7 +2576,7 @@ 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
@@ -2904,8 +3080,9 @@ 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: |-
@@ -2955,6 +3132,36 @@ 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
@@ -3033,8 +3240,7 @@ 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
@@ -4209,8 +4415,9 @@ 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: |-
@@ -4259,6 +4466,35 @@ 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
@@ -4334,7 +4570,7 @@ 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
@@ -5228,9 +5464,8 @@ 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: |-
@@ -5643,6 +5878,52 @@ 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
@@ -6160,8 +6441,9 @@ 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: |-
@@ -6210,6 +6492,36 @@ 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
@@ -6286,7 +6598,7 @@ 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
@@ -6473,7 +6785,6 @@ spec:
                                               condition type.
                                             type: string
                                         required:
-                                        - status
                                         - type
                                         type: object
                                       type: array
@@ -6568,8 +6879,9 @@ 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: |-
@@ -6618,6 +6930,36 @@ 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
@@ -6694,7 +7036,7 @@ 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
@@ -6799,6 +7141,59 @@ 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
@@ -7778,8 +8173,9 @@ 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: |-
@@ -7829,6 +8225,36 @@ 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
@@ -7907,8 +8333,7 @@ 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
@@ -8281,6 +8706,8 @@ spec:
                                     - milvus
                                     - hybrid
                                     - mongodb
+                                    - aerospike
+                                    - scylladb
                                     type: string
                                 required:
                                 - secretRef
@@ -8300,8 +8727,9 @@ 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: |-
@@ -8351,6 +8779,36 @@ 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
@@ -8429,8 +8887,7 @@ 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
@@ -8945,8 +9402,9 @@ 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: |-
@@ -8997,6 +9455,36 @@ 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
@@ -9077,7 +9565,6 @@ 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
@@ -10268,8 +10755,9 @@ 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: |-
@@ -10310,12 +10798,42 @@ 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:
@@ -10394,7 +10912,7 @@ 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
@@ -11296,9 +11814,8 @@ 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: |-
@@ -11715,6 +12232,52 @@ 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
@@ -12313,8 +12876,9 @@ 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: |-
@@ -12363,6 +12927,35 @@ 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
@@ -12438,7 +13031,7 @@ 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
@@ -12623,7 +13216,6 @@ spec:
                                           type.
                                         type: string
                                     required:
-                                    - status
                                     - type
                                     type: object
                                   type: array
@@ -12706,8 +13298,9 @@ 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: |-
@@ -12756,6 +13349,35 @@ 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
@@ -12831,7 +13453,7 @@ 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
@@ -13083,8 +13705,9 @@ 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: |-
@@ -13133,6 +13756,36 @@ 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
@@ -13209,7 +13862,7 @@ 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
@@ -13578,6 +14231,8 @@ spec:
                                 - milvus
                                 - hybrid
                                 - mongodb
+                                - aerospike
+                                - scylladb
                                 type: string
                             required:
                             - secretRef
@@ -13596,8 +14251,9 @@ 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: |-
@@ -13646,6 +14302,36 @@ 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
@@ -13722,7 +14408,7 @@ 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
@@ -14127,8 +14813,9 @@ 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: |-
@@ -14178,6 +14865,36 @@ 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
@@ -14256,8 +14973,7 @@ 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
@@ -14701,8 +15417,9 @@ 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: |-
@@ -14751,6 +15468,35 @@ 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
@@ -14826,7 +15572,7 @@ 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
@@ -15720,9 +16466,8 @@ 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: |-
@@ -16135,6 +16880,52 @@ 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
@@ -16573,8 +17364,9 @@ 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: |-
@@ -16623,6 +17415,36 @@ 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
@@ -16699,7 +17521,7 @@ 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
@@ -16886,7 +17708,6 @@ spec:
                                               condition type.
                                             type: string
                                         required:
-                                        - status
                                         - type
                                         type: object
                                       type: array
@@ -16971,8 +17792,9 @@ 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: |-
@@ -17021,6 +17843,36 @@ 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
@@ -17097,7 +17949,7 @@ 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
@@ -17353,8 +18205,9 @@ 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: |-
@@ -17404,6 +18257,36 @@ 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
@@ -17482,8 +18365,7 @@ 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
@@ -17856,6 +18738,8 @@ spec:
                                     - milvus
                                     - hybrid
                                     - mongodb
+                                    - aerospike
+                                    - scylladb
                                     type: string
                                 required:
                                 - secretRef
@@ -17875,8 +18759,9 @@ 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: |-
@@ -17926,6 +18811,36 @@ 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
@@ -18004,8 +18919,7 @@ 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
@@ -18419,8 +19333,9 @@ 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: |-
@@ -18471,6 +19386,36 @@ 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
@@ -18551,7 +19496,6 @@ 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
@@ -19006,8 +19950,9 @@ 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: |-
@@ -19056,6 +20001,36 @@ 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
@@ -19132,7 +20107,7 @@ 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
@@ -20034,9 +21009,8 @@ 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: |-
@@ -20453,6 +21427,52 @@ 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/cmd/main.go b/infra/feast-operator/cmd/main.go
index 0e5565cce2b..0d833f1469b 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"
@@ -25,12 +26,16 @@ 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"
 	corev1 "k8s.io/api/core/v1"
 	policyv1 "k8s.io/api/policy/v1"
 	rbacv1 "k8s.io/api/rbac/v1"
+	apierrors "k8s.io/apimachinery/pkg/api/errors"
+	apimeta "k8s.io/apimachinery/pkg/api/meta"
 	"k8s.io/apimachinery/pkg/labels"
 	"k8s.io/apimachinery/pkg/runtime"
 	utilruntime "k8s.io/apimachinery/pkg/util/runtime"
@@ -61,6 +66,7 @@ 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))
@@ -95,7 +101,6 @@ func main() {
 	var enableLeaderElection bool
 	var probeAddr string
 	var secureMetrics bool
-	var enableHTTP2 bool
 	var featureStoreMetrics bool
 	var tlsOpts []func(*tls.Config)
 	flag.StringVar(&metricsAddr, "metrics-bind-address", "0", "The address the metrics endpoint binds to. "+
@@ -106,8 +111,6 @@ 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.")
@@ -119,21 +122,55 @@ 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)
+	tlsProfileFetched := false
+	tlsProfile, err := tlspkg.FetchAPIServerTLSProfile(context.Background(), bootstrapClient)
+	if err != nil {
+		switch {
+		case apimeta.IsNoMatchError(err):
+			setupLog.Info("TLS profile not available, using hardened defaults (non-OpenShift cluster)")
+		case apierrors.IsNotFound(err):
+			setupLog.Info("APIServer resource not found, using hardened defaults")
+		default:
+			setupLog.Error(err, "unable to read APIServer TLS profile, refusing to start with unknown TLS posture")
+			os.Exit(1)
+		}
+	} else {
+		tlsProfileFetched = true
+		tlsConfigFn, unsupported := tlspkg.NewTLSConfigFromProfile(tlsProfile)
+		if len(unsupported) > 0 {
+			setupLog.Info("TLS profile contains ciphers unsupported by Go", "unsupported", unsupported)
+		}
+		tlsOpts = append(tlsOpts, tlsConfigFn)
+	}
+
+	tlsAdherenceFetched := false
+	tlsAdherence, err := tlspkg.FetchAPIServerTLSAdherencePolicy(context.Background(), bootstrapClient)
+	if err != nil {
+		switch {
+		case apimeta.IsNoMatchError(err):
+			setupLog.Info("TLS adherence policy not available (non-OpenShift cluster)")
+		case apierrors.IsNotFound(err):
+			setupLog.Info("APIServer resource not found, skipping adherence policy")
+		default:
+			setupLog.Error(err, "unable to read APIServer TLS adherence policy, refusing to start")
+			os.Exit(1)
+		}
+	} else {
+		tlsAdherenceFetched = true
 	}
 
+	tlsOpts = append(tlsOpts, func(c *tls.Config) {
+		c.NextProtos = []string{"h2", "http/1.1"}
+	})
+
 	webhookServer := webhook.NewServer(webhook.Options{
 		TLSOpts: tlsOpts,
 	})
@@ -162,7 +199,7 @@ 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,
@@ -230,6 +267,32 @@ func main() {
 	}
 	// +kubebuilder:scaffold:builder
 
+	// Register SecurityProfileWatcher to restart on TLS profile changes
+	ctx, cancel := context.WithCancel(ctrl.SetupSignalHandler())
+	defer cancel()
+
+	if tlsProfileFetched {
+		watcher := &tlspkg.SecurityProfileWatcher{
+			Client:                mgr.GetClient(),
+			InitialTLSProfileSpec: tlsProfile,
+			OnProfileChange: func(_ context.Context, _, _ configv1.TLSProfileSpec) {
+				setupLog.Info("TLS profile changed, initiating shutdown to reload")
+				cancel()
+			},
+		}
+		if tlsAdherenceFetched {
+			watcher.InitialTLSAdherencePolicy = tlsAdherence
+			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)
@@ -240,7 +303,7 @@ 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/config/component_metadata.yaml b/infra/feast-operator/config/component_metadata.yaml
index 129d6029155..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: 0.64.0
+    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 0851b9abf96..b840d46a3b1 100644
--- a/infra/feast-operator/config/crd/bases/feast.dev_featurestores.yaml
+++ b/infra/feast-operator/config/crd/bases/feast.dev_featurestores.yaml
@@ -161,8 +161,9 @@ 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 +212,35 @@ 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 +316,7 @@ 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 +501,6 @@ spec:
                                           type.
                                         type: string
                                     required:
-                                    - status
                                     - type
                                     type: object
                                   type: array
@@ -564,8 +593,9 @@ 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: |-
@@ -614,6 +644,35 @@ 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
@@ -689,7 +748,7 @@ 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
@@ -793,6 +852,59 @@ 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
@@ -1761,8 +1873,9 @@ 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: |-
@@ -1811,6 +1924,36 @@ 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
@@ -1887,7 +2030,7 @@ 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
@@ -2256,6 +2399,8 @@ spec:
                                 - milvus
                                 - hybrid
                                 - mongodb
+                                - aerospike
+                                - scylladb
                                 type: string
                             required:
                             - secretRef
@@ -2274,8 +2419,9 @@ 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: |-
@@ -2324,6 +2470,36 @@ 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
@@ -2400,7 +2576,7 @@ 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
@@ -2904,8 +3080,9 @@ 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: |-
@@ -2955,6 +3132,36 @@ 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
@@ -3033,8 +3240,7 @@ 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
@@ -4209,8 +4415,9 @@ 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: |-
@@ -4259,6 +4466,35 @@ 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
@@ -4334,7 +4570,7 @@ 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
@@ -5228,9 +5464,8 @@ 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: |-
@@ -5643,6 +5878,52 @@ 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
@@ -6160,8 +6441,9 @@ 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: |-
@@ -6210,6 +6492,36 @@ 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
@@ -6286,7 +6598,7 @@ 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
@@ -6473,7 +6785,6 @@ spec:
                                               condition type.
                                             type: string
                                         required:
-                                        - status
                                         - type
                                         type: object
                                       type: array
@@ -6568,8 +6879,9 @@ 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: |-
@@ -6618,6 +6930,36 @@ 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
@@ -6694,7 +7036,7 @@ 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
@@ -6799,6 +7141,59 @@ 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
@@ -7778,8 +8173,9 @@ 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: |-
@@ -7829,6 +8225,36 @@ 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
@@ -7907,8 +8333,7 @@ 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
@@ -8281,6 +8706,8 @@ spec:
                                     - milvus
                                     - hybrid
                                     - mongodb
+                                    - aerospike
+                                    - scylladb
                                     type: string
                                 required:
                                 - secretRef
@@ -8300,8 +8727,9 @@ 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: |-
@@ -8351,6 +8779,36 @@ 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
@@ -8429,8 +8887,7 @@ 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
@@ -8945,8 +9402,9 @@ 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: |-
@@ -8997,6 +9455,36 @@ 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
@@ -9077,7 +9565,6 @@ 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
@@ -10268,8 +10755,9 @@ 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: |-
@@ -10310,12 +10798,42 @@ 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:
@@ -10394,7 +10912,7 @@ 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
@@ -11296,9 +11814,8 @@ 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: |-
@@ -11715,6 +12232,52 @@ 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
@@ -12313,8 +12876,9 @@ 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: |-
@@ -12363,6 +12927,35 @@ 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
@@ -12438,7 +13031,7 @@ 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
@@ -12623,7 +13216,6 @@ spec:
                                           type.
                                         type: string
                                     required:
-                                    - status
                                     - type
                                     type: object
                                   type: array
@@ -12706,8 +13298,9 @@ 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: |-
@@ -12756,6 +13349,35 @@ 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
@@ -12831,7 +13453,7 @@ 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
@@ -13083,8 +13705,9 @@ 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: |-
@@ -13133,6 +13756,36 @@ 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
@@ -13209,7 +13862,7 @@ 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
@@ -13578,6 +14231,8 @@ spec:
                                 - milvus
                                 - hybrid
                                 - mongodb
+                                - aerospike
+                                - scylladb
                                 type: string
                             required:
                             - secretRef
@@ -13596,8 +14251,9 @@ 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: |-
@@ -13646,6 +14302,36 @@ 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
@@ -13722,7 +14408,7 @@ 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
@@ -14127,8 +14813,9 @@ 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: |-
@@ -14178,6 +14865,36 @@ 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
@@ -14256,8 +14973,7 @@ 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
@@ -14701,8 +15417,9 @@ 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: |-
@@ -14751,6 +15468,35 @@ 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
@@ -14826,7 +15572,7 @@ 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
@@ -15720,9 +16466,8 @@ 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: |-
@@ -16135,6 +16880,52 @@ 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
@@ -16573,8 +17364,9 @@ 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: |-
@@ -16623,6 +17415,36 @@ 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
@@ -16699,7 +17521,7 @@ 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
@@ -16886,7 +17708,6 @@ spec:
                                               condition type.
                                             type: string
                                         required:
-                                        - status
                                         - type
                                         type: object
                                       type: array
@@ -16971,8 +17792,9 @@ 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: |-
@@ -17021,6 +17843,36 @@ 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
@@ -17097,7 +17949,7 @@ 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
@@ -17353,8 +18205,9 @@ 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: |-
@@ -17404,6 +18257,36 @@ 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
@@ -17482,8 +18365,7 @@ 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
@@ -17856,6 +18738,8 @@ spec:
                                     - milvus
                                     - hybrid
                                     - mongodb
+                                    - aerospike
+                                    - scylladb
                                     type: string
                                 required:
                                 - secretRef
@@ -17875,8 +18759,9 @@ 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: |-
@@ -17926,6 +18811,36 @@ 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
@@ -18004,8 +18919,7 @@ 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
@@ -18419,8 +19333,9 @@ 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: |-
@@ -18471,6 +19386,36 @@ 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
@@ -18551,7 +19496,6 @@ 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
@@ -19006,8 +19950,9 @@ 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: |-
@@ -19056,6 +20001,36 @@ 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
@@ -19132,7 +20107,7 @@ 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
@@ -20034,9 +21009,8 @@ 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: |-
@@ -20453,6 +21427,52 @@ 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 4e314795de2..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:0.64.0
+          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 c713f0fe470..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: 0.64.0
+  newTag: 0.65.0
diff --git a/infra/feast-operator/config/overlays/odh/params.env b/infra/feast-operator/config/overlays/odh/params.env
index 49bbac59c71..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:0.64.0
-RELATED_IMAGE_FEATURE_SERVER=quay.io/feastdev/feature-server:0.64.0
+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/rhoai/params.env b/infra/feast-operator/config/overlays/rhoai/params.env
index 92e02fb51b3..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:0.64.0
-RELATED_IMAGE_FEATURE_SERVER=quay.io/feastdev/feature-server:0.64.0
+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/rbac/role.yaml b/infra/feast-operator/config/rbac/role.yaml
index 0c1bd7be84b..a79dca283ed 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:
@@ -150,3 +185,11 @@ rules:
   - list
   - update
   - watch
+- apiGroups:
+  - sparkoperator.k8s.io
+  resources:
+  - sparkapplications
+  verbs:
+  - create
+  - delete
+  - get
diff --git a/infra/feast-operator/config/samples/v1_featurestore_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/dist/install.yaml b/infra/feast-operator/dist/install.yaml
index a6453c3e6a3..854d625bff5 100644
--- a/infra/feast-operator/dist/install.yaml
+++ b/infra/feast-operator/dist/install.yaml
@@ -169,8 +169,9 @@ 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 +220,35 @@ 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 +324,7 @@ 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 +509,6 @@ spec:
                                           type.
                                         type: string
                                     required:
-                                    - status
                                     - type
                                     type: object
                                   type: array
@@ -572,8 +601,9 @@ 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: |-
@@ -622,6 +652,35 @@ 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
@@ -697,7 +756,7 @@ 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
@@ -801,6 +860,59 @@ 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
@@ -1769,8 +1881,9 @@ 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: |-
@@ -1819,6 +1932,36 @@ 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
@@ -1895,7 +2038,7 @@ 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
@@ -2264,6 +2407,8 @@ spec:
                                 - milvus
                                 - hybrid
                                 - mongodb
+                                - aerospike
+                                - scylladb
                                 type: string
                             required:
                             - secretRef
@@ -2282,8 +2427,9 @@ 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: |-
@@ -2332,6 +2478,36 @@ 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
@@ -2408,7 +2584,7 @@ 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
@@ -2912,8 +3088,9 @@ 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: |-
@@ -2963,6 +3140,36 @@ 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
@@ -3041,8 +3248,7 @@ 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
@@ -4217,8 +4423,9 @@ 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: |-
@@ -4267,6 +4474,35 @@ 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
@@ -4342,7 +4578,7 @@ 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
@@ -5236,9 +5472,8 @@ 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: |-
@@ -5651,6 +5886,52 @@ 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
@@ -6168,8 +6449,9 @@ 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: |-
@@ -6218,6 +6500,36 @@ 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
@@ -6294,7 +6606,7 @@ 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
@@ -6481,7 +6793,6 @@ spec:
                                               condition type.
                                             type: string
                                         required:
-                                        - status
                                         - type
                                         type: object
                                       type: array
@@ -6576,8 +6887,9 @@ 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: |-
@@ -6626,6 +6938,36 @@ 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
@@ -6702,7 +7044,7 @@ 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
@@ -6807,6 +7149,59 @@ 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
@@ -7786,8 +8181,9 @@ 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: |-
@@ -7837,6 +8233,36 @@ 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
@@ -7915,8 +8341,7 @@ 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
@@ -8289,6 +8714,8 @@ spec:
                                     - milvus
                                     - hybrid
                                     - mongodb
+                                    - aerospike
+                                    - scylladb
                                     type: string
                                 required:
                                 - secretRef
@@ -8308,8 +8735,9 @@ 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: |-
@@ -8359,6 +8787,36 @@ 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
@@ -8437,8 +8895,7 @@ 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
@@ -8953,8 +9410,9 @@ 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: |-
@@ -9005,20 +9463,50 @@ spec:
                                               - fieldPath
                                               type: object
                                               x-kubernetes-map-type: atomic
-                                            resourceFieldRef:
+                                            fileKeyRef:
                                               description: |-
-                                                Selects a resource of the container: only resources limits and requests
-                                                (limits.cpu, limits.memory, limits.
+                                                FileKeyRef selects a key of the env file.
+                                                Requires the EnvFiles feature gate to be enabled.
                                               properties:
-                                                containerName:
-                                                  description: 'Container name: required
-                                                    for volumes, optional for env
-                                                    vars'
+                                                key:
+                                                  description: The key within the
+                                                    env file. An invalid key will
+                                                    prevent the pod from starting.
                                                   type: string
-                                                divisor:
-                                                  anyOf:
-                                                  - type: integer
-                                                  - 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
+                                                (limits.cpu, limits.memory, limits.
+                                              properties:
+                                                containerName:
+                                                  description: 'Container name: required
+                                                    for volumes, optional for env
+                                                    vars'
+                                                  type: string
+                                                divisor:
+                                                  anyOf:
+                                                  - type: integer
+                                                  - type: string
                                                   description: Specifies the output
                                                     format of the exposed resources,
                                                     defaults to "1"
@@ -9085,7 +9573,6 @@ 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
@@ -10276,8 +10763,9 @@ 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: |-
@@ -10326,6 +10814,36 @@ 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
@@ -10402,7 +10920,7 @@ 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
@@ -11304,9 +11822,8 @@ 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: |-
@@ -11723,6 +12240,52 @@ 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
@@ -12321,8 +12884,9 @@ 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: |-
@@ -12371,6 +12935,35 @@ 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
@@ -12446,7 +13039,7 @@ 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
@@ -12631,7 +13224,6 @@ spec:
                                           type.
                                         type: string
                                     required:
-                                    - status
                                     - type
                                     type: object
                                   type: array
@@ -12714,8 +13306,9 @@ 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: |-
@@ -12764,6 +13357,35 @@ 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
@@ -12839,7 +13461,7 @@ 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
@@ -13091,8 +13713,9 @@ 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: |-
@@ -13141,6 +13764,36 @@ 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
@@ -13217,7 +13870,7 @@ 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
@@ -13586,6 +14239,8 @@ spec:
                                 - milvus
                                 - hybrid
                                 - mongodb
+                                - aerospike
+                                - scylladb
                                 type: string
                             required:
                             - secretRef
@@ -13604,8 +14259,9 @@ 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: |-
@@ -13654,6 +14310,36 @@ 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
@@ -13730,7 +14416,7 @@ 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
@@ -14135,8 +14821,9 @@ 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: |-
@@ -14186,6 +14873,36 @@ 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
@@ -14264,8 +14981,7 @@ 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
@@ -14709,8 +15425,9 @@ 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: |-
@@ -14759,6 +15476,35 @@ 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
@@ -14834,7 +15580,7 @@ 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
@@ -15728,9 +16474,8 @@ 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: |-
@@ -16143,6 +16888,52 @@ 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
@@ -16581,8 +17372,9 @@ 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: |-
@@ -16631,6 +17423,36 @@ 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
@@ -16707,7 +17529,7 @@ 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
@@ -16894,7 +17716,6 @@ spec:
                                               condition type.
                                             type: string
                                         required:
-                                        - status
                                         - type
                                         type: object
                                       type: array
@@ -16979,8 +17800,9 @@ 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: |-
@@ -17029,6 +17851,36 @@ 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
@@ -17105,7 +17957,7 @@ 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
@@ -17361,8 +18213,9 @@ 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: |-
@@ -17412,6 +18265,36 @@ 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
@@ -17490,8 +18373,7 @@ 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
@@ -17864,6 +18746,8 @@ spec:
                                     - milvus
                                     - hybrid
                                     - mongodb
+                                    - aerospike
+                                    - scylladb
                                     type: string
                                 required:
                                 - secretRef
@@ -17883,8 +18767,9 @@ 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: |-
@@ -17934,6 +18819,36 @@ 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
@@ -18012,8 +18927,7 @@ 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
@@ -18427,8 +19341,9 @@ 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: |-
@@ -18479,6 +19394,36 @@ 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
@@ -18559,7 +19504,6 @@ 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
@@ -19014,8 +19958,9 @@ 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: |-
@@ -19064,6 +20009,36 @@ 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
@@ -19140,7 +20115,7 @@ 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
@@ -20042,9 +21017,8 @@ 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: |-
@@ -20461,6 +21435,52 @@ 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
@@ -21017,11 +22037,11 @@ rules:
   resources:
   - configmaps
   - persistentvolumeclaims
-  - serviceaccounts
   - services
   verbs:
   - create
   - delete
+  - deletecollection
   - get
   - list
   - update
@@ -21030,18 +22050,45 @@ 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:
@@ -21083,6 +22130,14 @@ rules:
   - patch
   - update
   - watch
+- apiGroups:
+  - config.openshift.io
+  resources:
+  - apiservers
+  verbs:
+  - get
+  - list
+  - watch
 - apiGroups:
   - feast.dev
   resources:
@@ -21158,6 +22213,14 @@ rules:
   - list
   - update
   - watch
+- apiGroups:
+  - sparkoperator.k8s.io
+  resources:
+  - sparkapplications
+  verbs:
+  - create
+  - delete
+  - get
 ---
 apiVersion: rbac.authorization.k8s.io/v1
 kind: ClusterRole
@@ -21293,14 +22356,14 @@ spec:
         - /manager
         env:
         - name: RELATED_IMAGE_FEATURE_SERVER
-          value: quay.io/feastdev/feature-server:0.64.0
+          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:0.64.0
+        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 cb65e549ff8..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 dd7acf55fb3..0a7782feb2a 100644
--- a/infra/feast-operator/docs/api/markdown/ref.md
+++ b/infra/feast-operator/docs/api/markdown/ref.md
@@ -726,6 +726,31 @@ 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
diff --git a/infra/feast-operator/go.mod b/infra/feast-operator/go.mod
index 021e1a1b020..ab19a1de20a 100644
--- a/infra/feast-operator/go.mod
+++ b/infra/feast-operator/go.mod
@@ -3,25 +3,28 @@ module github.com/feast-dev/feast/infra/feast-operator
 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
-	github.com/prometheus/client_golang v1.22.0
-	github.com/prometheus/client_model v0.6.1
-	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 v0.25.1 // 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
@@ -31,8 +34,8 @@ 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/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
@@ -40,41 +43,44 @@ require (
 	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/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 v1.2.1 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.58.0 // 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 v1.33.0 // indirect
-	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.33.0 // 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 v1.4.0 // 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/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
@@ -88,16 +94,15 @@ require (
 	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 v4.12.0 // 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 6c80ee96e61..b642252f7d3 100644
--- a/infra/feast-operator/go.sum
+++ b/infra/feast-operator/go.sum
@@ -1,5 +1,7 @@
 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=
 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=
@@ -23,10 +25,16 @@ github.com/evanphx/json-patch/v5 v5.9.11 h1:/8HVnzMq13/3x9TPvjG08wUGqBTmZBsCWzjT
 github.com/evanphx/json-patch/v5 v5.9.11/go.mod h1:3j+LviiESTElxA4p3EMKAB9HXj3/XEtnUf6OZxqIQTM=
 github.com/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg=
 github.com/felixge/httpsnoop v1.0.4/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U=
-github.com/fsnotify/fsnotify v1.7.0 h1:8JEhPFa5W2WU7YfeZzPNqzMP6Lwt7L2715Ggo0nosvA=
-github.com/fsnotify/fsnotify v1.7.0/go.mod h1:40Bi/Hjc2AVfZrqy+aj+yEI+/bRxZnMJyTJwOpGvigM=
-github.com/fxamacker/cbor/v2 v2.8.0 h1:fFtUGXUzXPHTIUdne5+zzMPTfffl3RD5qYnkY40vtxU=
-github.com/fxamacker/cbor/v2 v2.8.0/go.mod h1:vM4b+DJCtHn+zz7h3FFp/hDAI9WNWCsZj23V5ytsSxQ=
+github.com/fsnotify/fsnotify v1.9.0 h1:2Ml+OJNzbYCTzsxtv8vKSFD9PbJjmhYF14k/jKC7S9k=
+github.com/fsnotify/fsnotify v1.9.0/go.mod h1:8jBTzvmWwFyi3Pb8djgCCO5IBqzKJ/Jwo8TRcHyHii0=
+github.com/fxamacker/cbor/v2 v2.9.0 h1:NpKPmjDBgUfBms6tr6JZkTHtfFGcMKsw3eGcmD/sapM=
+github.com/fxamacker/cbor/v2 v2.9.0/go.mod h1:vM4b+DJCtHn+zz7h3FFp/hDAI9WNWCsZj23V5ytsSxQ=
+github.com/gkampitakis/ciinfo v0.3.2 h1:JcuOPk8ZU7nZQjdUhctuhQofk7BGHuIy0c9Ez8BNhXs=
+github.com/gkampitakis/ciinfo v0.3.2/go.mod h1:1NIwaOcFChN4fa/B0hEBdAb6npDlFL8Bwx4dfRLRqAo=
+github.com/gkampitakis/go-diff v1.3.2 h1:Qyn0J9XJSDTgnsgHRdz9Zp24RaJeKMUHg2+PDZZdC4M=
+github.com/gkampitakis/go-diff v1.3.2/go.mod h1:LLgOrpqleQe26cte8s36HTWcTmMEur6OPYerdAAS9tk=
+github.com/gkampitakis/go-snaps v0.5.15 h1:amyJrvM1D33cPHwVrjo9jQxX8g/7E2wYdZ+01KS3zGE=
+github.com/gkampitakis/go-snaps v0.5.15/go.mod h1:HNpx/9GoKisdhw9AFOBT1N7DBs9DiHo/hGheFGBZ+mc=
 github.com/go-logr/logr v1.2.2/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A=
 github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
 github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
@@ -42,36 +50,35 @@ github.com/go-openapi/swag v0.23.1 h1:lpsStH0n2ittzTnbaSloVZLuB5+fvSY/+hnagBjSNZ
 github.com/go-openapi/swag v0.23.1/go.mod h1:STZs8TbRvEQQKUA+JZNAm3EWlgaOBGpyFDqQnDHMef0=
 github.com/go-task/slim-sprig/v3 v3.0.0 h1:sUs3vkvUymDpBKi3qH1YSqBQk9+9D/8M2mN1vB6EwHI=
 github.com/go-task/slim-sprig/v3 v3.0.0/go.mod h1:W848ghGpv3Qj3dhTPRyJypKRiqCdHZiAzKg9hl15HA8=
-github.com/gogo/protobuf v1.3.2 h1:Ov1cvc58UF3b5XjBnZv7+opcTcQFZebYjWzi34vdm4Q=
-github.com/gogo/protobuf v1.3.2/go.mod h1:P1XiOD3dCwIKUDQYPy72D8LYyHL2YPYrpS2s69NZV8Q=
+github.com/goccy/go-yaml v1.18.0 h1:8W7wMFS12Pcas7KU+VVkaiCng+kG8QiFeFwzFb+rwuw=
+github.com/goccy/go-yaml v1.18.0/go.mod h1:XBurs7gK8ATbW4ZPGKgcbrY1Br56PdM69F7LkFRi1kA=
 github.com/golang/protobuf v1.5.4 h1:i7eJL8qZTpSEXOPTxNKhASYpMn+8e5Q6AdndVa1dWek=
 github.com/golang/protobuf v1.5.4/go.mod h1:lnTiLA8Wa4RWRcIUkrtSVa5nRhsEGBg48fD6rSs7xps=
 github.com/google/btree v1.1.3 h1:CVpQJjYgC4VbzxeGVHfvZrv1ctoYCAI8vbl07Fcxlyg=
 github.com/google/btree v1.1.3/go.mod h1:qOPhT0dTNdNzV6Z/lhRX0YXUafgPLFUh+gZMl761Gm4=
-github.com/google/cel-go v0.23.2 h1:UdEe3CvQh3Nv+E/j9r1Y//WO0K0cSyD7/y0bzyLIMI4=
-github.com/google/cel-go v0.23.2/go.mod h1:52Pb6QsDbC5kvgxvZhiL9QX1oZEkcUF/ZqaPx1J5Wwo=
-github.com/google/gnostic-models v0.6.9 h1:MU/8wDLif2qCXZmzncUQ/BOfxWfthHi63KqpoNbWqVw=
-github.com/google/gnostic-models v0.6.9/go.mod h1:CiWsm0s6BSQd1hRn8/QmxqB6BesYcbSZxsz9b0KuDBw=
-github.com/google/go-cmp v0.5.9/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY=
+github.com/google/cel-go v0.26.0 h1:DPGjXackMpJWH680oGY4lZhYjIameYmR+/6RBdDGmaI=
+github.com/google/cel-go v0.26.0/go.mod h1:A9O8OU9rdvrK5MQyrqfIxo1a0u4g3sF8KB6PUIaryMM=
+github.com/google/gnostic-models v0.7.0 h1:qwTtogB15McXDaNqTZdzPJRHvaVJlAl+HVQnLmJEJxo=
+github.com/google/gnostic-models v0.7.0/go.mod h1:whL5G0m6dmc5cPxKc5bdKdEN3UjI7OUGxBlw57miDrQ=
 github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8=
 github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU=
 github.com/google/gofuzz v1.0.0/go.mod h1:dBl0BpW6vV/+mYPU4Po3pmUjxk6FQPldtuIdl/M65Eg=
 github.com/google/gofuzz v1.2.0 h1:xRy4A+RhZaiKjJ1bPfwQ8sedCA+YS2YcCHW6ec7JMi0=
 github.com/google/gofuzz v1.2.0/go.mod h1:dBl0BpW6vV/+mYPU4Po3pmUjxk6FQPldtuIdl/M65Eg=
-github.com/google/pprof v0.0.0-20241210010833-40e02aabc2ad h1:a6HEuzUHeKH6hwfN/ZoQgRgVIWFJljSWa/zetS2WTvg=
-github.com/google/pprof v0.0.0-20241210010833-40e02aabc2ad/go.mod h1:vavhavw2zAxS5dIdcRluK6cSGGPlZynqzFM8NdvU144=
+github.com/google/pprof v0.0.0-20260115054156-294ebfa9ad83 h1:z2ogiKUYzX5Is6zr/vP9vJGqPwcdqsWjOt+V8J7+bTc=
+github.com/google/pprof v0.0.0-20260115054156-294ebfa9ad83/go.mod h1:MxpfABSjhmINe3F1It9d+8exIHFvUqtLIRCdOGNXqiI=
 github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
-github.com/grpc-ecosystem/grpc-gateway/v2 v2.24.0 h1:TmHmbvxPmaegwhDubVz0lICL0J5Ka2vwTzhoePEXsGE=
-github.com/grpc-ecosystem/grpc-gateway/v2 v2.24.0/go.mod h1:qztMSjm835F2bXf+5HKAPIS5qsmQDqZna/PgVt4rWtI=
+github.com/grpc-ecosystem/grpc-gateway/v2 v2.26.3 h1:5ZPtiqj0JL5oKWmcsq4VMaAW5ukBEgSGXEN89zeH1Jo=
+github.com/grpc-ecosystem/grpc-gateway/v2 v2.26.3/go.mod h1:ndYquD05frm2vACXE1nsccT4oJzjhw2arTS2cpUD1PI=
 github.com/inconshreveable/mousetrap v1.1.0 h1:wN+x4NVGpMsO7ErUn/mUI3vEoE6Jt13X2s0bqwp9tc8=
 github.com/inconshreveable/mousetrap v1.1.0/go.mod h1:vpF70FUmC8bwa3OWnCshd2FqLfsEA9PFc4w1p2J65bw=
 github.com/josharian/intern v1.0.0 h1:vlS4z54oSdjm0bgjRigI+G1HpF+tI+9rE5LLzOg8HmY=
 github.com/josharian/intern v1.0.0/go.mod h1:5DoeVV0s6jJacbCEi61lwdGj/aVlrQvzHFFd8Hwg//Y=
+github.com/joshdk/go-junit v1.0.0 h1:S86cUKIdwBHWwA6xCmFlf3RTLfVXYQfvanM5Uh+K6GE=
+github.com/joshdk/go-junit v1.0.0/go.mod h1:TiiV0PqkaNfFXjEiyjWM3XXrhVyCa1K4Zfga6W52ung=
 github.com/json-iterator/go v1.1.12 h1:PV8peI4a0ysnczrg+LtxykD8LfKY9ML6u2jnxaEnrnM=
 github.com/json-iterator/go v1.1.12/go.mod h1:e30LSqwooZae/UwlEbR2852Gd8hjQvJoHmT4TnhNGBo=
-github.com/kisielk/errcheck v1.5.0/go.mod h1:pFxgyoBC7bSaBwPgfKdkLd5X25qrDl4LWUI2bnpBCr8=
-github.com/kisielk/gotool v1.0.0/go.mod h1:XhKaO+MFFWcvkIS/tQcRk01m1F5IRFswLeQ+oQHNcck=
 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/kr/pretty v0.3.1 h1:flRD4NNwYAUpkphVc1HcthR4KEIFJ65n8Mw5qdRn3LE=
@@ -82,42 +89,53 @@ github.com/kylelemons/godebug v1.1.0 h1:RPNrshWIDI6G2gRW9EHilWtl7Z6Sb1BR0xunSBf0
 github.com/kylelemons/godebug v1.1.0/go.mod h1:9/0rRGxNHcop5bhtWyNeEfOS8JIWk580+fNqagV/RAw=
 github.com/mailru/easyjson v0.9.0 h1:PrnmzHw7262yW8sTBwxi1PdJA3Iw/EKBa8psRf7d9a4=
 github.com/mailru/easyjson v0.9.0/go.mod h1:1+xMtQp2MRNVL/V1bOzuP3aP8VNwRW55fQUto+XFtTU=
+github.com/maruel/natural v1.1.1 h1:Hja7XhhmvEFhcByqDoHz9QZbkWey+COd9xWfCfn1ioo=
+github.com/maruel/natural v1.1.1/go.mod h1:v+Rfd79xlw1AgVBjbO0BEQmptqb5HvL/k9GRHB7ZKEg=
+github.com/mfridman/tparse v0.18.0 h1:wh6dzOKaIwkUGyKgOntDW4liXSo37qg5AXbIhkMV3vE=
+github.com/mfridman/tparse v0.18.0/go.mod h1:gEvqZTuCgEhPbYk/2lS3Kcxg1GmTxxU7kTC8DvP0i/A=
 github.com/modern-go/concurrent v0.0.0-20180228061459-e0a39a4cb421/go.mod h1:6dJC0mAP4ikYIbvyc7fijjWJddQyLn8Ig3JB5CqoB9Q=
 github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd h1:TRLaZ9cD/w8PVh93nsPXa1VrQ6jlwL5oN8l14QlcNfg=
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-github.com/modern-go/reflect2 v1.0.2 h1:xBagoLtFs94CBntxluKeaWgTMpvLxC4ur3nMaC9Gz0M=
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@@ -131,20 +149,26 @@ github.com/stretchr/testify v1.8.0/go.mod h1:yNjHg4UonilssWZ8iaSj1OCr/vHnekPRkoO
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@@ -153,57 +177,38 @@ go.opentelemetry.io/otel/sdk/metric v1.44.0 h1:3LlKgI+VjbVsjNRFZJZAJ30WjXC5VkNRk
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 golang.org/x/oauth2 v0.34.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
-golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
-golang.org/x/sync v0.0.0-20190911185100-cd5d95a43a6e/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
-golang.org/x/sync v0.0.0-20201020160332-67f06af15bc9/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.20.0 h1:e0PTpb7pjO8GAtTs2dQ6jYa5BWYlMuX047Dco/pItO4=
 golang.org/x/sync v0.20.0/go.mod h1:9xrNwdLfx4jkKbNva9FpL6vEN7evnE43NNNJQ2LF3+0=
-golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
-golang.org/x/sys v0.0.0-20190412213103-97732733099d/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
-golang.org/x/sys v0.0.0-20200930185726-fdedc70b468f/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.45.0 h1:dO4czNzziLiiXplLQgBCEpCvXQ3dnkn0SdaZSYdQ+FY=
 golang.org/x/sys v0.45.0/go.mod h1:4GL1E5IUh+htKOUEOaiffhrAeqysfVGipDYzABqnCmw=
 golang.org/x/term v0.43.0 h1:S4RLU2sB31O/NCl+zFN9Aru9A/Cq2aqKpTZJ6B+DwT4=
 golang.org/x/term v0.43.0/go.mod h1:lrhlHNdQJHO+1qVYiHfFKVuVioJIheAc3fBSMFYEIsk=
-golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
-golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.37.0 h1:Cqjiwd9eSg8e0QAkyCaQTNHFIIzWtidPahFWR83rTrc=
 golang.org/x/text v0.37.0/go.mod h1:a5sjxXGs9hsn/AJVwuElvCAo9v8QYLzvavO5z2PiM38=
 golang.org/x/time v0.11.0 h1:/bpjEDfN9tkoN/ryeYHnv5hcMlc8ncjMcM4XBk5NWV0=
 golang.org/x/time v0.11.0/go.mod h1:CDIdPxbZBQxdj6cxyCIdrNogrJKMJ7pr37NYpMcMDSg=
-golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
-golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
-golang.org/x/tools v0.0.0-20200619180055-7c47624df98f/go.mod h1:EkVYQZoAsY45+roYkvgYkIh4xh/qjgUK9TdY2XT94GE=
-golang.org/x/tools v0.0.0-20210106214847-113979e3529a/go.mod h1:emZCQorbCU4vsT4fOWvOPXz4eW1wZW4PmDk9uLelYpA=
 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 v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
-golang.org/x/xerrors v0.0.0-20191011141410-1b5146add898/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
-golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
-golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 gomodules.xyz/jsonpatch/v2 v2.4.0 h1:Ci3iUJyx9UeRx7CeFN8ARgGbkESwJK+KB9lLcWxY/Zw=
 gomodules.xyz/jsonpatch/v2 v2.4.0/go.mod h1:AH3dM2RI6uoBZxn3LVrfvJ3E0/9dG4cSrbuBJT4moAY=
 gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=
@@ -219,41 +224,40 @@ google.golang.org/protobuf v1.36.10/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j
 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=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q=
-gopkg.in/evanphx/json-patch.v4 v4.12.0 h1:n6jtcsulIzXPJaxegRbvFNNrZDjbij7ny3gmSPG+6V4=
-gopkg.in/evanphx/json-patch.v4 v4.12.0/go.mod h1:p8EYWUEYMpynmqDbY58zCKCFZw8pRWMG4EsWvDvM72M=
+gopkg.in/evanphx/json-patch.v4 v4.13.0 h1:czT3CmqEaQ1aanPc5SdlgQrrEIb8w/wwCvWWnfEbYzo=
+gopkg.in/evanphx/json-patch.v4 v4.13.0/go.mod h1:p8EYWUEYMpynmqDbY58zCKCFZw8pRWMG4EsWvDvM72M=
 gopkg.in/inf.v0 v0.9.1 h1:73M5CoZyi3ZLMOyDlQh031Cx6N9NDJ2Vvfl76EDAgDc=
 gopkg.in/inf.v0 v0.9.1/go.mod h1:cWUDdTG/fYaXco+Dcufb5Vnc6Gp2YChqWtbxRZE0mXw=
 gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
-k8s.io/api v0.33.1 h1:tA6Cf3bHnLIrUK4IqEgb2v++/GYUtqiu9sRVk3iBXyw=
-k8s.io/api v0.33.1/go.mod h1:87esjTn9DRSRTD4fWMXamiXxJhpOIREjWOSjsW1kEHw=
-k8s.io/apiextensions-apiserver v0.33.1 h1:N7ccbSlRN6I2QBcXevB73PixX2dQNIW0ZRuguEE91zI=
-k8s.io/apiextensions-apiserver v0.33.1/go.mod h1:uNQ52z1A1Gu75QSa+pFK5bcXc4hq7lpOXbweZgi4dqA=
-k8s.io/apimachinery v0.33.1 h1:mzqXWV8tW9Rw4VeW9rEkqvnxj59k1ezDUl20tFK/oM4=
-k8s.io/apimachinery v0.33.1/go.mod h1:BHW0YOu7n22fFv/JkYOEfkUYNRN0fj0BlvMFWA7b+SM=
-k8s.io/apiserver v0.33.1 h1:yLgLUPDVC6tHbNcw5uE9mo1T6ELhJj7B0geifra3Qdo=
-k8s.io/apiserver v0.33.1/go.mod h1:VMbE4ArWYLO01omz+k8hFjAdYfc3GVAYPrhP2tTKccs=
-k8s.io/client-go v0.33.1 h1:ZZV/Ks2g92cyxWkRRnfUDsnhNn28eFpt26aGc8KbXF4=
-k8s.io/client-go v0.33.1/go.mod h1:JAsUrl1ArO7uRVFWfcj6kOomSlCv+JpvIsp6usAGefA=
-k8s.io/component-base v0.33.1 h1:EoJ0xA+wr77T+G8p6T3l4efT2oNwbqBVKR71E0tBIaI=
-k8s.io/component-base v0.33.1/go.mod h1:guT/w/6piyPfTgq7gfvgetyXMIh10zuXA6cRRm3rDuY=
+k8s.io/api v0.35.2 h1:tW7mWc2RpxW7HS4CoRXhtYHSzme1PN1UjGHJ1bdrtdw=
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+k8s.io/apiextensions-apiserver v0.35.1/go.mod h1:2CN4fe1GZ3HMe4wBr25qXyJnJyZaquy4nNlNmb3R7AQ=
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+k8s.io/apimachinery v0.35.2/go.mod h1:jQCgFZFR1F4Ik7hvr2g84RTJSZegBc8yHgFWKn//hns=
+k8s.io/apiserver v0.35.1 h1:potxdhhTL4i6AYAa2QCwtlhtB1eCdWQFvJV6fXgJzxs=
+k8s.io/apiserver v0.35.1/go.mod h1:BiL6Dd3A2I/0lBnteXfWmCFobHM39vt5+hJQd7Lbpi4=
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+k8s.io/component-base v0.35.1/go.mod h1:HI/6jXlwkiOL5zL9bqA3en1Ygv60F03oEpnuU1G56Bs=
 k8s.io/klog/v2 v2.130.1 h1:n9Xl7H1Xvksem4KFG4PYbdQCQxqc/tTUyrgXaOhHSzk=
 k8s.io/klog/v2 v2.130.1/go.mod h1:3Jpz1GvMt720eyJH1ckRHK1EDfpxISzJ7I9OYgaDtPE=
-k8s.io/kube-openapi v0.0.0-20250318190949-c8a335a9a2ff h1:/usPimJzUKKu+m+TE36gUyGcf03XZEP0ZIKgKj35LS4=
-k8s.io/kube-openapi v0.0.0-20250318190949-c8a335a9a2ff/go.mod h1:5jIi+8yX4RIb8wk3XwBo5Pq2ccx4FP10ohkbSKCZoK8=
-k8s.io/utils v0.0.0-20250502105355-0f33e8f1c979 h1:jgJW5IePPXLGB8e/1wvd0Ich9QE97RvvF3a8J3fP/Lg=
-k8s.io/utils v0.0.0-20250502105355-0f33e8f1c979/go.mod h1:OLgZIPagt7ERELqWJFomSt595RzquPNLL48iOWgYOg0=
+k8s.io/kube-openapi v0.0.0-20250910181357-589584f1c912 h1:Y3gxNAuB0OBLImH611+UDZcmKS3g6CthxToOb37KgwE=
+k8s.io/kube-openapi v0.0.0-20250910181357-589584f1c912/go.mod h1:kdmbQkyfwUagLfXIad1y2TdrjPFWp2Q89B3qkRwf/pQ=
+k8s.io/utils v0.0.0-20260210185600-b8788abfbbc2 h1:AZYQSJemyQB5eRxqcPky+/7EdBj0xi3g0ZcxxJ7vbWU=
+k8s.io/utils v0.0.0-20260210185600-b8788abfbbc2/go.mod h1:xDxuJ0whA3d0I4mf/C4ppKHxXynQ+fxnkmQH0vTHnuk=
 sigs.k8s.io/apiserver-network-proxy/konnectivity-client v0.31.2 h1:jpcvIRr3GLoUoEKRkHKSmGjxb6lWwrBlJsXc+eUYQHM=
 sigs.k8s.io/apiserver-network-proxy/konnectivity-client v0.31.2/go.mod h1:Ve9uj1L+deCXFrPOk1LpFXqTg7LCFzFso6PA48q/XZw=
-sigs.k8s.io/controller-runtime v0.21.0 h1:CYfjpEuicjUecRk+KAeyYh+ouUBn4llGyDYytIGcJS8=
-sigs.k8s.io/controller-runtime v0.21.0/go.mod h1:OSg14+F65eWqIu4DceX7k/+QRAbTTvxeQSNSOQpukWM=
-sigs.k8s.io/json v0.0.0-20241014173422-cfa47c3a1cc8 h1:gBQPwqORJ8d8/YNZWEjoZs7npUVDpVXUUOFfW6CgAqE=
-sigs.k8s.io/json v0.0.0-20241014173422-cfa47c3a1cc8/go.mod h1:mdzfpAEoE6DHQEN0uh9ZbOCuHbLK5wOm7dK4ctXE9Tg=
-sigs.k8s.io/randfill v0.0.0-20250304075658-069ef1bbf016/go.mod h1:XeLlZ/jmk4i1HRopwe7/aU3H5n1zNUcX6TM94b3QxOY=
+sigs.k8s.io/controller-runtime v0.23.3 h1:VjB/vhoPoA9l1kEKZHBMnQF33tdCLQKJtydy4iqwZ80=
+sigs.k8s.io/controller-runtime v0.23.3/go.mod h1:B6COOxKptp+YaUT5q4l6LqUJTRpizbgf9KSRNdQGns0=
+sigs.k8s.io/json v0.0.0-20250730193827-2d320260d730 h1:IpInykpT6ceI+QxKBbEflcR5EXP7sU1kvOlxwZh5txg=
+sigs.k8s.io/json v0.0.0-20250730193827-2d320260d730/go.mod h1:mdzfpAEoE6DHQEN0uh9ZbOCuHbLK5wOm7dK4ctXE9Tg=
 sigs.k8s.io/randfill v1.0.0 h1:JfjMILfT8A6RbawdsK2JXGBR5AQVfd+9TbzrlneTyrU=
 sigs.k8s.io/randfill v1.0.0/go.mod h1:XeLlZ/jmk4i1HRopwe7/aU3H5n1zNUcX6TM94b3QxOY=
-sigs.k8s.io/structured-merge-diff/v4 v4.7.0 h1:qPeWmscJcXP0snki5IYF79Z8xrl8ETFxgMd7wez1XkI=
-sigs.k8s.io/structured-merge-diff/v4 v4.7.0/go.mod h1:dDy58f92j70zLsuZVuUX5Wp9vtxXpaZnkPGWeqDfCps=
-sigs.k8s.io/yaml v1.4.0 h1:Mk1wCc2gy/F0THH0TAp1QYyJNzRm2KCLy3o5ASXVI5E=
-sigs.k8s.io/yaml v1.4.0/go.mod h1:Ejl7/uTz7PSA4eKMyQCUTnhZYNmLIl+5c2lQPGR2BPY=
+sigs.k8s.io/structured-merge-diff/v6 v6.3.2-0.20260122202528-d9cc6641c482 h1:2WOzJpHUBVrrkDjU4KBT8n5LDcj824eX0I5UKcgeRUs=
+sigs.k8s.io/structured-merge-diff/v6 v6.3.2-0.20260122202528-d9cc6641c482/go.mod h1:M3W8sfWvn2HhQDIbGWj3S099YozAsymCo/wrT5ohRUE=
+sigs.k8s.io/yaml v1.6.0 h1:G8fkbMSAFqgEFgh4b1wmtzDnioxFCUgTZhlbj5P9QYs=
+sigs.k8s.io/yaml v1.6.0/go.mod h1:796bPqUfzR/0jLAl6XjHl3Ck7MiyVv8dbTdyT3/pMf4=
diff --git a/infra/feast-operator/internal/controller/featurestore_controller.go b/infra/feast-operator/internal/controller/featurestore_controller.go
index ae877447ddb..b94808c0df5 100644
--- a/infra/feast-operator/internal/controller/featurestore_controller.go
+++ b/infra/feast-operator/internal/controller/featurestore_controller.go
@@ -60,14 +60,19 @@ type FeatureStoreReconciler struct {
 	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=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;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=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
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/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 454dd5b234a..5df6bba3fbc 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
 		}
@@ -342,6 +342,7 @@ 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 {
@@ -362,6 +363,12 @@ 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,
@@ -466,6 +473,54 @@ 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
 }
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 5ae22a795f6..89941c6beb5 100644
--- a/infra/feast-operator/internal/controller/services/repo_config_test.go
+++ b/infra/feast-operator/internal/controller/services/repo_config_test.go
@@ -673,6 +673,72 @@ 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()
diff --git a/infra/feast-operator/internal/controller/services/services.go b/infra/feast-operator/internal/controller/services/services.go
index c6271c28d3a..4d5429bbbde 100644
--- a/infra/feast-operator/internal/controller/services/services.go
+++ b/infra/feast-operator/internal/controller/services/services.go
@@ -79,6 +79,9 @@ 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
 	}
diff --git a/infra/feast-operator/internal/controller/services/services_types.go b/infra/feast-operator/internal/controller/services/services_types.go
index 366f0c8d765..098362af96b 100644
--- a/infra/feast-operator/internal/controller/services/services_types.go
+++ b/infra/feast-operator/internal/controller/services/services_types.go
@@ -362,12 +362,22 @@ 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"`
 }
 
 // OfflineStoreConfig is the configuration that relates to reading from and writing to the Feast offline store.
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-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
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@@ -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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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 4654d87c349..bdb8978974f 100644
--- a/java/pom.xml
+++ b/java/pom.xml
@@ -35,7 +35,7 @@
     </modules>
 
     <properties>
-        <revision>0.64.0</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 4aee7c1ca70..a7c7d4a852f 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -11,20 +11,20 @@ environments:
       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-2026.5.20-hbd8a1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.6.17-hbd8a1cb_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-2.8.1-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_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-3.53.2-h0c1763c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.42.1-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-6.6-hdb14827_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.2-h35e630c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.14.5-habeac84_100_cp314.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/noarch/python_abi-3.14-8_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
@@ -32,40 +32,38 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
       - pypi: https://files.pythonhosted.org/packages/1e/d3/26bf1008eb3d2daa8ef4cacc7f3bfdc11818d111f7e2d0201bc6e3b49d45/annotated_doc-0.0.4-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/da/42/e921fccf5015463e32a3cf6ee7f980a6ed0f395ceeaa45060b61d86486c2/anyio-4.13.0-py3-none-any.whl
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+  sha256: 0e8203d2fbd5c6254692ef0a72c740d75b2f3c7ca345404f4c1a4604813c77c0
   requires_dist:
   - 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'
@@ -6829,10 +6937,10 @@ packages:
   - typing-extensions!=3.10.0.1 ; extra == 'aiosqlite'
   - sqlcipher3-binary ; extra == 'sqlcipher'
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/70/a9/812a775bd8c1af0966d660238d005baf25e9bced1f038c8e71f00aa637a7/sqlalchemy-2.0.50-cp310-cp310-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/b1/49/a739be2e1d02a96a658eb71ab45d921c874249252358ad24a5bffdd02525/sqlalchemy-2.0.51-cp314-cp314-macosx_11_0_arm64.whl
   name: sqlalchemy
-  version: 2.0.50
-  sha256: 7af6eeb84985bf840ba779018ff9424d61ff69b52e66b8789d3c8da7bf5341b2
+  version: 2.0.51
+  sha256: 6ea306caaae6bd5afd0a46050003c88f6bf33227377a49298c498c3cb88ff491
   requires_dist:
   - 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'
@@ -6867,10 +6975,10 @@ packages:
   - typing-extensions!=3.10.0.1 ; extra == 'aiosqlite'
   - sqlcipher3-binary ; extra == 'sqlcipher'
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/81/55/b260d8df2adc9bb0bf294f67b5f802ff0d84d99442b536b9efd0ea72d447/sqlalchemy-2.0.50-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/dd/a1/e77854cb5336fd37dc3c6ae3b71de242c98caac5725120be0b526b31cbd0/sqlalchemy-2.0.51-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
   name: sqlalchemy
-  version: 2.0.50
-  sha256: e8e1b0f6a4dcd9b4839e2320afb5df37a6981cbc20ff9c423ae11c5537bdbd21
+  version: 2.0.51
+  sha256: 4004ada0aafe8ae1991b2cd1d99c6d9146126e123bd6f883c260d974aa012e54
   requires_dist:
   - 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'
@@ -6905,10 +7013,10 @@ packages:
   - typing-extensions!=3.10.0.1 ; extra == 'aiosqlite'
   - sqlcipher3-binary ; extra == 'sqlcipher'
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/d0/10/f7220e9b784d295d241c86ed99aeb537f92afcd469a64861f2717e9bb077/sqlalchemy-2.0.50-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/e2/22/dbf013a12ec759e54a34a119e9e217435b3f71b2dd5c61a7ade0a25dae87/sqlalchemy-2.0.51-py3-none-any.whl
   name: sqlalchemy
-  version: 2.0.50
-  sha256: 92064363517a3ff8212b5a93b8c62876579d8dfd1ca5b561335f30152d884fa9
+  version: 2.0.51
+  sha256: bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5
   requires_dist:
   - 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'
@@ -6943,10 +7051,10 @@ packages:
   - typing-extensions!=3.10.0.1 ; extra == 'aiosqlite'
   - sqlcipher3-binary ; extra == 'sqlcipher'
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/df/32/10ac51b4be7cdecd7e93d069251c86dfbf70b7adbd7c67b48ccea6c49e1c/sqlalchemy-2.0.50-cp314-cp314-macosx_11_0_arm64.whl
+- 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: 2.0.50
-  sha256: c966932507a4d7d0a37314927dbfcd89720e3f37d2a1e3352e7ae7939fa8e8a0
+  version: 2.0.51
+  sha256: 2e54ff2dd657f2e3e0fbf2b097db1182f7bfea263eca4353f00065bae2a67c3d
   requires_dist:
   - 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'
@@ -6981,13 +7089,13 @@ packages:
   - typing-extensions!=3.10.0.1 ; extra == 'aiosqlite'
   - sqlcipher3-binary ; extra == 'sqlcipher'
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/13/4c/41b222c130950a077e1a0ba311df84a29b818db7c136ecc1aafbfad42e26/sqlglot-30.9.0-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/db/9e/82a390ecc85f066ff80affa01d195f744e3de60ad4d695b8de31c9a66da3/sqlglot-30.12.0-py3-none-any.whl
   name: sqlglot
-  version: 30.9.0
-  sha256: 59b5f74f4d391e32e6980e8cd23cca8d47beac3c0140b711ead9ed05a824a8b5
+  version: 30.12.0
+  sha256: 86cccc610073c645c03e72b55b60ae0518aa3253a7fc3bd56551370d003c6554
   requires_dist:
   - duckdb>=0.6 ; extra == 'dev'
-  - sqlglot-mypy>=2.1.0.post2 ; python_full_version >= '3.10' and extra == 'dev'
+  - sqlglot-mypy>=2.1.0.post3 ; python_full_version >= '3.10' and extra == 'dev'
   - mypy ; python_full_version < '3.10' and extra == 'dev'
   - setuptools-scm ; extra == 'dev'
   - pandas ; extra == 'dev'
@@ -7001,17 +7109,18 @@ packages:
   - types-pytz ; extra == 'dev'
   - typing-extensions ; extra == 'dev'
   - pyperf ; extra == 'dev'
-  - sqlglotc==30.9.0 ; python_full_version >= '3.10' and extra == 'c'
+  - sqlglotc==30.12.0 ; python_full_version >= '3.10' and extra == 'c'
   - sqlglotrs==0.13.0 ; extra == 'rs'
-  - sqlglotc==30.9.0 ; python_full_version >= '3.10' and extra == 'rs'
+  - sqlglotc==30.12.0 ; python_full_version >= '3.10' and extra == 'rs'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/1c/54/196d0c1db10af76baa4f64894448505d60d3cdf70ef92cbb35f46a4e4c71/starlette-1.2.1-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/ec/bb/2799cc2ede3ed41131f8975621e7213dfc7ef4acbbaadfa440f32500c370/starlette-1.3.1-py3-none-any.whl
   name: starlette
-  version: 1.2.1
-  sha256: 4de0082d08c8f6764a85a54cf1120d6939507a19905c7768acad2a9f875d2b89
+  version: 1.3.1
+  sha256: c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
   requires_dist:
   - anyio>=3.6.2,<5
   - typing-extensions>=4.10.0 ; python_full_version < '3.13'
+  - httpx2>=2.0.0 ; extra == 'full'
   - httpx>=0.27.0,<0.29.0 ; extra == 'full'
   - itsdangerous ; extra == 'full'
   - jinja2 ; extra == 'full'
@@ -7036,10 +7145,10 @@ packages:
   - tornado>=4.5 ; extra == 'test'
   - typeguard ; extra == 'test'
   requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/1f/f5/5983f2e45474660a0c90976d23d23cdfeedef28283f9ddd62f1d7ceb0d1d/testcontainers-4.15.0rc3-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/4c/5a/cbf9ac6fb58bfbdbd331f98be56ffd02e5c51c015086cf6aa8b08ad1fe2e/testcontainers-4.15.0rc4-py3-none-any.whl
   name: testcontainers
-  version: 4.15.0rc3
-  sha256: 2a9dad9a10ef1aff91c3df43b7387768ed16616d83bc591b92cefd54d3426faf
+  version: 4.15.0rc4
+  sha256: bf1be1f33b7e20d1d515c10d0df03ddb23fe35a208cb25cef131d80f1799da2b
   requires_dist:
   - docker
   - python-dotenv
@@ -7148,18 +7257,12 @@ packages:
   version: 1.1.0
   sha256: 15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/c2/51/ab57af723f38a041c5027040fc6fa93a9a066ca7294fc380c1c0810813b2/tqdm-4.68.0-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/d8/8e/bb97bb0c71802080bfc8952937d174e49cfc50de5c951dd47b2496f0dcdb/tqdm-4.68.3-py3-none-any.whl
   name: tqdm
-  version: 4.68.0
-  sha256: b79a3ae57db4c870a55352e43abb33b329557cd75b1483028909286ff22a2c03
+  version: 4.68.3
+  sha256: 39832cc2def2789a6f29df83f172db7416cea70052c0907a57801c5f2fdccb03
   requires_dist:
   - colorama ; sys_platform == 'win32'
-  - importlib-metadata ; python_full_version < '3.8'
-  - pytest>=6 ; extra == 'dev'
-  - pytest-cov ; extra == 'dev'
-  - pytest-timeout ; extra == 'dev'
-  - pytest-asyncio>=0.24 ; extra == 'dev'
-  - nbval ; extra == 'dev'
   - requests ; extra == 'discord'
   - envwrap ; extra == 'discord'
   - slack-sdk ; extra == 'slack'
@@ -7167,7 +7270,7 @@ packages:
   - requests ; extra == 'telegram'
   - envwrap ; extra == 'telegram'
   - ipywidgets>=6 ; extra == 'notebook'
-  requires_python: '>=3.7'
+  requires_python: '>=3.8'
 - pypi: https://files.pythonhosted.org/packages/5b/29/74eeb4d3f3ae61ca096b018ad486b3b3c74b17bec09ab4edab721cbefec3/typeguard-4.5.2-py3-none-any.whl
   name: typeguard
   version: 4.5.2
@@ -7424,44 +7527,44 @@ packages:
   version: '16.0'
   sha256: daa3b6ff70a9241cf6c7fc9e949d41232d9d7d26fd3522b1ad2b4d62487e9904
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/94/c2/3d186944aae923631d1def58f4c4ff8f0b6309906afc0b6978de3e69b3e0/wrapt-2.2.1-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/23/1b/545eee1c18f3af4cf140bb5822b6ef81ebe569df0a63ac109973103a30a5/wrapt-2.2.2-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
   name: wrapt
-  version: 2.2.1
-  sha256: 036dfb40128819a751c6f451c6b9c10172c49e4c401aebcdb8ecf2aec1683598
+  version: 2.2.2
+  sha256: 656593bb3f5529f03d27af4136c4d7b11990e470bcbc6fefa5ef218695bece55
   requires_dist:
   - pytest ; extra == 'dev'
   - setuptools ; extra == 'dev'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/b4/8b/84bc1ea68b620fe0e2696a8cff07e82f4b962d952ab14efee8955997bb70/wrapt-2.2.1-cp310-cp310-macosx_10_9_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/94/dc/66c61aca927230c9cf97a3cb005c803971a1076ff9f7d61085d035c20085/wrapt-2.2.2-cp310-cp310-macosx_11_0_arm64.whl
   name: wrapt
-  version: 2.2.1
-  sha256: 0f68f478004475d97906686e702ddbddeaf717c0b68ad2794384308f2dc713ae
+  version: 2.2.2
+  sha256: 8374eb6b1a58809211e84ff835a182bb17ab2807a5bfef23204c8cff38178a00
   requires_dist:
   - pytest ; extra == 'dev'
   - setuptools ; extra == 'dev'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/f3/8f/64ec81194a0bc708d9720174c998c8a32116e82b5b32c04e20a7fe01176c/wrapt-2.2.1-cp310-cp310-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/e1/8b/59781d0fe7b0adfbea37f600857de4be68921e454aeecf1a11bda35cdccc/wrapt-2.2.2-cp310-cp310-macosx_10_9_x86_64.whl
   name: wrapt
-  version: 2.2.1
-  sha256: e422b2d647a65d6b080cad5accd09055d3809bdff00c76fba8dca00ca935572a
+  version: 2.2.2
+  sha256: 055e6fcfaa28e58c6a8c247d48b92be9d56f818b7068aa4f22b15b3343a09931
   requires_dist:
   - pytest ; extra == 'dev'
   - setuptools ; extra == 'dev'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/07/61/40f0155b0b09988eb6cdbfc52652f2f371810b0c58163208cb05667757bd/xxhash-3.7.0-cp310-cp310-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/4f/d1/36cdfc7d9a5cdcebb2ff3eeeaebae2c51a7aca50de27a44520af4d6923fa/xxhash-3.8.0-cp310-cp310-macosx_10_9_x86_64.whl
   name: xxhash
-  version: 3.7.0
-  sha256: 85f5c0e26d945b5bb475e0a3d95193117498130baa7619357bdc7869c2391b5a
+  version: 3.8.0
+  sha256: a2289857ab90ebb2408d4ac2b7cf7e9ff29bba9d2cb21020c9d11fbbaef78eea
   requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/92/49/e4b575b4ed170a7f640c8bd69cfadfa81c7b700191fde5e72228762b9f73/xxhash-3.7.0-cp310-cp310-macosx_10_9_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/86/e6/d80a2fcbd80f024d8e74a579aad538c5a24c6b672e6ce8180a9a8bfc2231/xxhash-3.8.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
   name: xxhash
-  version: 3.7.0
-  sha256: cd8ab85c916a58d5c8656ea15e3ce9df836fe2f120a74c296e01d69fab2614b4
+  version: 3.8.0
+  sha256: d5a7fdfde5022f5000c8e6565db954580d19a8aa497ef80875f461e4546ed182
   requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/a4/db/268012153eb7f6bf2c8a0491fdcde11e093f166990821a2ab754fe95537d/xxhash-3.7.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/8e/37/f3439475537ca4c59e9b8cbc2b934672d1965b13b6e5fb32b1796c76e517/xxhash-3.8.0-cp310-cp310-macosx_11_0_arm64.whl
   name: xxhash
-  version: 3.7.0
-  sha256: 12c249621af6d50a05d9f10af894b404157b15819878e18f75fcbb0213a77d07
+  version: 3.8.0
+  sha256: d211cfa927a107df09359d1f31070883a11121ddc88fd6dd27eda3a497a88f3d
   requires_python: '>=3.8'
 - pypi: https://files.pythonhosted.org/packages/02/ad/0b9cc9f38a7324a7eb1d80f834eaa5283d17e9271bbda3186e598dddaeac/yarl-1.24.2-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
   name: yarl
diff --git a/protos/feast/core/DataSource.proto b/protos/feast/core/DataSource.proto
index 2889fba042f..fe04e9ffc3e 100644
--- a/protos/feast/core/DataSource.proto
+++ b/protos/feast/core/DataSource.proto
@@ -36,7 +36,7 @@ message DataSource {
   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 +51,7 @@ message DataSource {
     BATCH_TRINO = 10;
     BATCH_SPARK = 11;
     BATCH_ATHENA = 12;
+    BATCH_ICEBERG = 13;
   }
 
   // Unique name of data source within the project
diff --git a/protos/feast/registry/RegistryServer.proto b/protos/feast/registry/RegistryServer.proto
index 1dfb766b8ea..cd60d47939f 100644
--- a/protos/feast/registry/RegistryServer.proto
+++ b/protos/feast/registry/RegistryServer.proto
@@ -67,6 +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) {}
@@ -285,6 +291,7 @@ message ListAllFeatureViewsRequest {
     string data_source = 7;
     PaginationParams pagination = 8;
     SortingParams sorting = 9;
+    google.protobuf.Timestamp updated_since = 10;
 }
 
 message ListAllFeatureViewsResponse {
@@ -423,6 +430,71 @@ 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 {
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 25bef64ccfa..2ce3d5130e5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,17 +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; extra != 'flink'",
-    "pyarrow>=16.1.0,<21.0.0; extra == 'flink'",
+    "pyarrow>=16.1.0",
     "pydantic>=2.10.6",
     "pygments>=2.12.0,<3",
     "PyYAML>=5.4.0,<7",
@@ -48,6 +47,9 @@ dependencies = [
 ]
 
 [project.optional-dependencies]
+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",
@@ -56,7 +58,7 @@ azure = [
     "pyodbc>=4.0.30",
     "pymssql<2.3.3"
 ]
-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"]
@@ -64,7 +66,7 @@ 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"]
+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",
@@ -95,8 +97,8 @@ image = [
     "scikit-learn>=1.0.0",
 ]
 milvus = [
-    "pymilvus>=2.5,<3",
-    "milvus-lite==2.4.12",
+    "pymilvus>=2.5",
+    "milvus-lite>=2.4.12",
     "feast[setuptools]"
 ]
 mongodb = [
@@ -109,6 +111,7 @@ 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"]
 # psycopg[c] install requires a system with a C compiler, python dev headers, & postgresql client dev headers
@@ -130,6 +133,7 @@ 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",
@@ -143,6 +147,7 @@ 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",
@@ -158,7 +163,7 @@ 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, mlflow, 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",
@@ -335,3 +340,28 @@ 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/feast/api/registry/rest/__init__.py b/sdk/python/feast/api/registry/rest/__init__.py
index 24d755386a6..899829bf927 100644
--- a/sdk/python/feast/api/registry/rest/__init__.py
+++ b/sdk/python/feast/api/registry/rest/__init__.py
@@ -1,5 +1,9 @@
+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
@@ -14,6 +18,12 @@
 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, store=None):
     app.include_router(get_entity_router(grpc_handler))
@@ -25,10 +35,123 @@ def register_all_routes(app: FastAPI, grpc_handler, server=None, store=None):
     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))
+
+    _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.
+        try:
+            if feast_store and hasattr(feast_store, "_openlineage_emitter"):
+                emitter = feast_store._openlineage_emitter
+                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")
+        except Exception as wire_err:
+            logger.debug(f"Could not wire emitter to local processor: {wire_err}")
+
+        consumer_router = get_consumer_router(
+            config=ol_config,
+            store=ol_store,
+            processor=processor,
+        )
+
+        app.include_router(consumer_router)
+        logger.info("OpenLineage consumer endpoints registered")
+
+    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/feature_views.py b/sdk/python/feast/api/registry/rest/feature_views.py
index 1f6e6604c80..0e46e921c48 100644
--- a/sdk/python/feast/api/registry/rest/feature_views.py
+++ b/sdk/python/feast/api/registry/rest/feature_views.py
@@ -1,8 +1,10 @@
 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
 
@@ -266,10 +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,
@@ -280,6 +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", [])
diff --git a/sdk/python/feast/api/registry/rest/monitoring.py b/sdk/python/feast/api/registry/rest/monitoring.py
index e4b614d5e52..a10f3ab47f6 100644
--- a/sdk/python/feast/api/registry/rest/monitoring.py
+++ b/sdk/python/feast/api/registry/rest/monitoring.py
@@ -64,6 +64,12 @@ def _get_monitoring_service():
                     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)
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/rest_registry_server.py b/sdk/python/feast/api/registry/rest/rest_registry_server.py
index 02454b263ff..bcd86984a95 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
@@ -78,7 +78,7 @@ def __init__(self, store: FeatureStore):
 
         registry_cfg = getattr(store.config, "registry", None)
         mcp_cfg = getattr(registry_cfg, "mcp", None)
-        if mcp_cfg and getattr(mcp_cfg, "enabled", False):
+        if mcp_cfg and getattr(mcp_cfg, "enabled", False) is True:
             try:
                 from fastapi_mcp import FastApiMCP
 
diff --git a/sdk/python/feast/api/registry/rest/rest_utils.py b/sdk/python/feast/api/registry/rest/rest_utils.py
index d0c7029500b..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(
diff --git a/sdk/python/feast/api/registry/rest/saved_datasets.py b/sdk/python/feast/api/registry/rest/saved_datasets.py
index 972988d7877..4509c65f53d 100644
--- a/sdk/python/feast/api/registry/rest/saved_datasets.py
+++ b/sdk/python/feast/api/registry/rest/saved_datasets.py
@@ -1,6 +1,8 @@
-from typing import Dict
+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 +16,54 @@
     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__)
+
+
+class RegisterDatasetRequest(BaseModel):
+    name: str
+    project: str
+    features: List[str] = []
+    join_keys: List[str] = []
+    storage_path: Optional[str] = None
+    storage_type: str = "file"
+    tags: Dict[str, str] = {}
+    full_feature_names: bool = False
+    feature_service_name: Optional[str] = None
+    allow_override: bool = False
+
+
+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 = ""
+    tags: Dict[str, str] = {}
+    allow_overwrite: bool = False
+
 
 def get_saved_dataset_router(grpc_handler) -> APIRouter:
     router = APIRouter()
@@ -45,6 +93,88 @@ def list_saved_datasets_all(
             include_relationships=include_relationships,
         )
 
+    @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 +193,6 @@ 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
         if include_relationships:
             relationships = get_object_relationships(
                 grpc_handler, "savedDataset", name, project, allow_cache
@@ -131,4 +259,186 @@ 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)
+            )
+        elif payload.storage_type == "athena":
+            storage_proto.athena_storage.CopyFrom(
+                DataSourceProto.AthenaOptions(table=path)
+            )
+        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,
+        )
+        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/data_source.py b/sdk/python/feast/data_source.py
index e14f2a49383..a84c0d0bf9b 100644
--- a/sdk/python/feast/data_source.py
+++ b/sdk/python/feast/data_source.py
@@ -157,6 +157,7 @@ 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",
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..3a5b617caf4
--- /dev/null
+++ b/sdk/python/feast/dataset_utils.py
@@ -0,0 +1,139 @@
+"""
+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):
+    """Build a SavedDatasetStorage object from type string and path/table reference.
+
+    Supports: file (default), bigquery, snowflake, redshift.
+    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",
+        ),
+    ]:
+        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)
+    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/feature_server_utils.py b/sdk/python/feast/feature_server_utils.py
index 7d714ada3d0..946fae8a9b4 100644
--- a/sdk/python/feast/feature_server_utils.py
+++ b/sdk/python/feast/feature_server_utils.py
@@ -99,6 +99,11 @@ def _value_to_native(v: Value) -> Optional[Any]:
             "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]
@@ -109,6 +114,20 @@ def _value_to_native(v: Value) -> Optional[Any]:
         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.
 
diff --git a/sdk/python/feast/feature_store.py b/sdk/python/feast/feature_store.py
index 3dcd4189d3c..ba110c1e0a4 100644
--- a/sdk/python/feast/feature_store.py
+++ b/sdk/python/feast/feature_store.py
@@ -18,6 +18,8 @@
 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 (
@@ -143,6 +145,14 @@ def _get_track_materialization():
 _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:
     """
     A FeatureStore object is used to define, create, and retrieve features.
@@ -205,6 +215,9 @@ def __init__(
         self._registry = None
         self._provider = None
         self._openlineage_emitter = None
+        self._current_project: ContextVar[Optional[str]] = ContextVar(
+            "current_project", default=None
+        )
 
         # Initialize feature service cache for performance optimization
         self._feature_service_cache = {}
@@ -410,8 +423,14 @@ 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:
@@ -424,6 +443,163 @@ 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.
+        """
+        previous_state = getattr(feature_view, "state", None)
+        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)
+        previous_states[feature_view.name] = previous_state
+
+    def _submit_and_process_materialization_jobs(
+        self,
+        provider,
+        tasks: list,
+        regular_fvs: list,
+        previous_states: dict,
+        date_range: "_MaterializationDateRange",
+    ) -> 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()
+        try:
+            jobs = provider.batch_engine.materialize(self.registry, tasks)
+        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,
+    ) -> 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,
+            )
+
     @property
     def openlineage_emitter(self) -> Optional[Any]:
         """Gets the OpenLineage emitter of this feature store."""
@@ -1130,9 +1306,10 @@ def _get_feature_views_to_materialize(
                         f"Enable it before materializing."
                     )
                 if hasattr(feature_view, "online") and not feature_view.online:
-                    raise ValueError(
-                        f"FeatureView {feature_view.name} is not configured to be served 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
@@ -1675,6 +1852,28 @@ def teardown(self):
 
         self._get_provider().teardown_infra(self.project, tables, entities)  # type: ignore[arg-type]
         self.registry.teardown()
+        self._teardown_openlineage()
+
+    def _teardown_openlineage(self):
+        """Clean up OpenLineage data for this project's namespace during teardown."""
+        try:
+            if (
+                hasattr(self.config, "openlineage")
+                and self.config.openlineage is not None
+                and self.config.openlineage.enabled
+            ):
+                ol_config = self.config.openlineage.to_openlineage_config()
+                consumer_cfg = getattr(ol_config, "consumer", None)
+                if consumer_cfg and getattr(consumer_cfg, "enabled", False):
+                    conn_str = getattr(consumer_cfg, "connection_string", None)
+                    if conn_str:
+                        from feast.openlineage.store import OpenLineageStore
+
+                        ol_store = OpenLineageStore(connection_string=conn_str)
+                        namespace = f"{self.project}/{self.project}"
+                        ol_store.purge_namespace(namespace)
+        except Exception as e:
+            warnings.warn(f"Failed to clean up OpenLineage data during teardown: {e}")
 
     def get_historical_features(
         self,
@@ -1913,10 +2112,32 @@ 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,
@@ -1968,6 +2189,75 @@ 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,
@@ -2136,7 +2426,15 @@ def materialize_incremental(
 
         _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:
@@ -2182,78 +2480,86 @@ 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()
-
-                # Transition state to MATERIALIZING before starting.
-                # Only enforce when the state machine is active (not STATE_UNSPECIFIED).
-                previous_state = getattr(feature_view, "state", None)
-                if (
-                    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
-                    # Roll back state to previous value on failure.
+                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,
+                )
+            else:
+                for feature_view, start_date in regular_fvs_with_dates:
+                    # Transition state to MATERIALIZING before starting.
+                    # Only enforce when the state machine is active (not STATE_UNSPECIFIED).
+                    previous_state = getattr(feature_view, "state", None)
                     if (
                         hasattr(feature_view, "state")
-                        and previous_state is not None
-                        and previous_state != FeatureViewState.STATE_UNSPECIFIED
+                        and feature_view.state != FeatureViewState.STATE_UNSPECIFIED
                     ):
-                        feature_view.state = previous_state
+                        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
                         )
-                    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,
                         )
+                    except Exception:
+                        fv_success = False
+                        # Roll back state to previous value on failure.
+                        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,
+                            )
 
-                if not isinstance(feature_view, OnDemandFeatureView):
                     self.registry.apply_materialization(
                         feature_view,
                         self.project,
                         start_date,
-                        end_date,
+                        end_date_tz,
                     )
 
             materialized_fv_names = [
@@ -2346,7 +2652,15 @@ def materialize(
 
         _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:
@@ -2360,77 +2674,86 @@ 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)
-
-                start_date = utils.make_tzaware(start_date)
-                end_date = utils.make_tzaware(end_date)
-
-                # Transition state to MATERIALIZING before starting.
-                # Only enforce when the state machine is active (not STATE_UNSPECIFIED).
-                previous_state = getattr(feature_view, "state", None)
-                if (
-                    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
-                    )
+                regular_fvs_with_dates.append((feature_view, start_date))
 
-                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
-                    # Roll back state to previous value on failure.
+            # 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,
+                )
+            else:
+                for feature_view, fv_start in regular_fvs_with_dates:
+                    # Transition state to MATERIALIZING before starting.
+                    # Only enforce when the state machine is active (not STATE_UNSPECIFIED).
+                    previous_state = getattr(feature_view, "state", None)
                     if (
                         hasattr(feature_view, "state")
-                        and previous_state is not None
-                        and previous_state != FeatureViewState.STATE_UNSPECIFIED
+                        and feature_view.state != FeatureViewState.STATE_UNSPECIFIED
                     ):
-                        feature_view.state = previous_state
+                        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
                         )
-                    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
+                        # Roll back state to previous value on failure.
+                        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
diff --git a/sdk/python/feast/infra/compute_engines/base.py b/sdk/python/feast/infra/compute_engines/base.py
index 360cf95a044..a99907a82b2 100644
--- a/sdk/python/feast/infra/compute_engines/base.py
+++ b/sdk/python/feast/infra/compute_engines/base.py
@@ -85,6 +85,21 @@ 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,
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_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..d5fbf7493ce
--- /dev/null
+++ b/sdk/python/feast/infra/compute_engines/spark_application/compute.py
@@ -0,0 +1,516 @@
+import logging
+import time
+import uuid
+from typing import 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]
+
+        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)
+            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)
+            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.
+        """
+        if len(tasks) <= 1:
+            return [job for _ in tasks]
+
+        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) -> 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"]
+                )
+
+        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 {}),
+                **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..ef05585b061
--- /dev/null
+++ b/sdk/python/feast/infra/compute_engines/spark_application/job.py
@@ -0,0 +1,164 @@
+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
+
+    def status(self) -> MaterializationJobStatus:
+        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)
+        return result
+
+    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:
+                    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/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..757033865f9
--- /dev/null
+++ b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/iceberg_source.py
@@ -0,0 +1,306 @@
+# 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.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,
+    ):
+        _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,
+        )
+        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,
+        )
+
+    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..f286c6b8d81
--- /dev/null
+++ b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/unity_catalog_source.py
@@ -0,0 +1,188 @@
+# 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.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,
+    ):
+        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,
+        )
+        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,
+        )
+
+    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/multicloud/requirements.txt b/sdk/python/feast/infra/feature_servers/multicloud/requirements.txt
index 7f5af66bf68..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] == 0.64.0
+feast[minimal] == 0.65.0
diff --git a/sdk/python/feast/infra/offline_stores/bigquery.py b/sdk/python/feast/infra/offline_stores/bigquery.py
index 77c9a17de87..dc5eaf40cac 100644
--- a/sdk/python/feast/infra/offline_stores/bigquery.py
+++ b/sdk/python/feast/infra/offline_stores/bigquery.py
@@ -10,11 +10,13 @@
     ContextManager,
     Dict,
     Iterator,
+    KeysView,
     List,
     Literal,
     Optional,
     Tuple,
     Union,
+    cast,
 )
 
 import numpy as np
@@ -57,7 +59,7 @@
 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,
@@ -267,10 +269,11 @@ 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,
+        **kwargs: Any,
     ) -> RetrievalJob:
         # TODO: Add entity_df validation in order to fail before interacting with BigQuery
         assert isinstance(config.offline_store, BigQueryOfflineStoreConfig)
@@ -297,39 +300,52 @@ 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,
@@ -337,12 +353,39 @@ 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,
             )
@@ -350,7 +393,7 @@ def query_generator() -> Iterator[str]:
             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)
 
@@ -364,7 +407,7 @@ 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],
             ),
@@ -567,6 +610,62 @@ def clear_monitoring_baseline(
         )
 
 
+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)
 # ------------------------------------------------------------------ #
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 8c7e657b257..44590287ff6 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
@@ -89,7 +89,7 @@ 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):
@@ -177,10 +177,22 @@ def get_historical_features(
         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. "
@@ -191,6 +203,18 @@ 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.
@@ -275,7 +299,9 @@ 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 = [
@@ -284,11 +310,13 @@ 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
@@ -391,7 +419,6 @@ 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.",
@@ -402,6 +429,25 @@ 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)
@@ -1159,6 +1205,101 @@ 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:
@@ -1208,10 +1349,10 @@ 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 = (
@@ -1267,9 +1408,16 @@ 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
 
@@ -1284,11 +1432,41 @@ 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)
@@ -1304,12 +1482,9 @@ 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)
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 d94a14123c7..24dce0c4e0b 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
@@ -287,11 +287,17 @@ 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)
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_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/duckdb.py b/sdk/python/feast/infra/offline_stores/duckdb.py
index bac17217aa3..27940feeb2f 100644
--- a/sdk/python/feast/infra/offline_stores/duckdb.py
+++ b/sdk/python/feast/infra/offline_stores/duckdb.py
@@ -1,8 +1,15 @@
+from __future__ import annotations
+
 import json
 import os
 from datetime import date, datetime, timezone
 from pathlib import Path
-from typing import Any, Callable, Dict, List, Optional, Tuple, 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
@@ -42,6 +49,13 @@
 
 
 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) or (
@@ -57,6 +71,35 @@ def _read_data_source(data_source: DataSource, repo_path: str) -> Table:
         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,
diff --git a/sdk/python/feast/infra/offline_stores/offline_utils.py b/sdk/python/feast/infra/offline_stores/offline_utils.py
index fee87dde595..cd2b05a9a60 100644
--- a/sdk/python/feast/infra/offline_stores/offline_utils.py
+++ b/sdk/python/feast/infra/offline_stores/offline_utils.py
@@ -429,3 +429,12 @@ 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/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/milvus_online_store/milvus.py b/sdk/python/feast/infra/online_stores/milvus_online_store/milvus.py
index 94edfd8e376..19667de8c4b 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
@@ -235,6 +235,18 @@ def _get_or_create_collection(
                                 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"
             )
@@ -345,10 +357,13 @@ 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
+            # Ensure all required fields exist, setting missing ones to defaults
             for field in required_fields:
                 if field not in single_entity_record:
-                    single_entity_record[field] = ""
+                    if field == "_placeholder_vector":
+                        single_entity_record[field] = [float("nan")]
+                    else:
+                        single_entity_record[field] = ""
             # Store only the latest event timestamp per entity
             if (
                 entity_key_str not in unique_entities
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..51a22e07a76
--- /dev/null
+++ b/sdk/python/feast/infra/online_stores/scylladb_online_store/scylladb.py
@@ -0,0 +1,820 @@
+import logging
+import warnings
+from datetime import datetime
+from typing import (
+    Any,
+    Callable,
+    Dict,
+    Iterable,
+    List,
+    Literal,
+    Optional,
+    Sequence,
+    Tuple,
+)
+
+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.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,
+        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).
+            include_feature_view_version_metadata: Unused.
+
+        Returns:
+            List of ``(event_timestamp, entity_key_proto, feature_values)``
+            tuples ordered from most to least similar.
+        """
+        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 6bba852f0b8..74ddd030d57 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 (
@@ -353,10 +354,23 @@ 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,
diff --git a/sdk/python/feast/infra/provider.py b/sdk/python/feast/infra/provider.py
index cc0e60f43b4..705556623df 100644
--- a/sdk/python/feast/infra/provider.py
+++ b/sdk/python/feast/infra/provider.py
@@ -43,6 +43,7 @@
     "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",
 }
 
 
diff --git a/sdk/python/feast/infra/registry/base_registry.py b/sdk/python/feast/infra/registry/base_registry.py
index 09f47caac87..a0d98d5d2c2 100644
--- a/sdk/python/feast/infra/registry/base_registry.py
+++ b/sdk/python/feast/infra/registry/base_registry.py
@@ -567,6 +567,7 @@ def list_all_feature_views(
         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
@@ -576,6 +577,7 @@ def list_all_feature_views(
             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
diff --git a/sdk/python/feast/infra/registry/caching_registry.py b/sdk/python/feast/infra/registry/caching_registry.py
index d7a1f742d6e..6780a2ece69 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
 
@@ -23,7 +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__)
 
@@ -122,7 +122,11 @@ def get_any_feature_view(
 
     @abstractmethod
     def _list_all_feature_views(
-        self, project: str, tags: Optional[dict[str, str]], **kwargs: Any
+        self,
+        project: str,
+        tags: Optional[dict[str, str]],
+        updated_since: Optional[datetime] = None,
+        **kwargs: Any,
     ) -> List[BaseFeatureView]:
         pass
 
@@ -132,13 +136,27 @@ def list_all_feature_views(
         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(
+            feature_views = proto_registry_utils.list_all_feature_views(
                 self.cached_registry_proto, project, tags, skip_udf=skip_udf
             )
-        return self._list_all_feature_views(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 feature_views
 
     @abstractmethod
     def _get_feature_view(self, name: str, project: str) -> FeatureView:
diff --git a/sdk/python/feast/infra/registry/registry.py b/sdk/python/feast/infra/registry/registry.py
index b5066a51836..f09f05e971f 100644
--- a/sdk/python/feast/infra/registry/registry.py
+++ b/sdk/python/feast/infra/registry/registry.py
@@ -36,6 +36,7 @@
     PermissionNotFoundException,
     ProjectNotFoundException,
     ProjectObjectNotFoundException,
+    SavedDatasetNotFound,
     ValidationReferenceNotFound,
 )
 from feast.feature_service import FeatureService
@@ -57,7 +58,7 @@
 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,
@@ -154,6 +155,12 @@ 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}. "
@@ -1082,13 +1089,24 @@ def list_all_feature_views(
         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(
+        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
@@ -1293,6 +1311,23 @@ def list_saved_datasets(
         )
         return proto_registry_utils.list_saved_datasets(registry_proto, project, tags)
 
+    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,
         validation_reference: ValidationReference,
diff --git a/sdk/python/feast/infra/registry/remote.py b/sdk/python/feast/infra/registry/remote.py
index 677183840ff..287eb3fda17 100644
--- a/sdk/python/feast/infra/registry/remote.py
+++ b/sdk/python/feast/infra/registry/remote.py
@@ -403,9 +403,18 @@ def list_all_feature_views(
         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 = (
diff --git a/sdk/python/feast/infra/registry/snowflake.py b/sdk/python/feast/infra/registry/snowflake.py
index 3b528209b1a..5590e1b7574 100644
--- a/sdk/python/feast/infra/registry/snowflake.py
+++ b/sdk/python/feast/infra/registry/snowflake.py
@@ -62,7 +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__)
 
@@ -656,14 +656,24 @@ def list_all_feature_views(
         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(
+            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, skip_udf=skip_udf),
@@ -686,6 +696,17 @@ def list_all_feature_views(
             )
         )
 
+        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",
diff --git a/sdk/python/feast/infra/registry/sql.py b/sdk/python/feast/infra/registry/sql.py
index 652c5ed6a6e..edd89347be2 100644
--- a/sdk/python/feast/infra/registry/sql.py
+++ b/sdk/python/feast/infra/registry/sql.py
@@ -17,13 +17,16 @@
     String,
     Table,
     Text,
+    bindparam,
     create_engine,
     delete,
     func,
     insert,
     select,
+    text,
     update,
 )
+from sqlalchemy.dialects import mysql
 from sqlalchemy.engine import Engine
 from sqlalchemy.exc import IntegrityError
 
@@ -87,6 +90,29 @@
 
 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",
@@ -94,7 +120,7 @@
     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)
@@ -105,7 +131,7 @@
     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)
@@ -116,7 +142,7 @@
     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)
@@ -127,9 +153,9 @@
     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)
@@ -140,8 +166,8 @@
     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)
@@ -152,8 +178,8 @@
     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_on_demand_feature_views_project_id", on_demand_feature_views.c.project_id)
@@ -164,8 +190,8 @@
     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_label_views_project_id", label_views.c.project_id)
@@ -176,7 +202,7 @@
     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)
@@ -187,7 +213,7 @@
     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)
@@ -198,7 +224,7 @@
     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)
 
@@ -208,7 +234,7 @@
     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)
@@ -219,7 +245,7 @@
     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)
@@ -231,7 +257,7 @@
     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),
@@ -305,6 +331,11 @@ def __init__(
         else:
             self.read_engine = self.write_engine
         metadata.create_all(self.write_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
         )
@@ -324,6 +355,94 @@ def __init__(
         if not self.purge_feast_metadata:
             self._maybe_init_project_metadata(project)
 
+    @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 = []
@@ -485,26 +604,36 @@ def _get_any_feature_view(self, name: str, project: str) -> BaseFeatureView:
         return fv
 
     def _list_all_feature_views(
-        self, project: str, tags: Optional[dict[str, str]], **kwargs
+        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, **kwargs),
+                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, **kwargs),
+                self._list_stream_feature_views(
+                    project=project, tags=tags, updated_since=updated_since, **kwargs
+                ),
             )
             + cast(
                 list[BaseFeatureView],
                 self._list_on_demand_feature_views(
-                    project=project, tags=tags, **kwargs
+                    project=project, tags=tags, updated_since=updated_since, **kwargs
                 ),
             )
             + cast(
                 list[BaseFeatureView],
-                self._list_label_views(project=project, tags=tags, **kwargs),
+                self._list_label_views(
+                    project=project, tags=tags, updated_since=updated_since, **kwargs
+                ),
             )
         )
 
@@ -1039,6 +1168,15 @@ 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,
@@ -1588,6 +1726,7 @@ def _list_objects(
         tags: Optional[dict[str, str]] = None,
         proto_only: bool = False,
         skip_udf: bool = False,
+        updated_since: Optional[datetime] = None,
     ):
         """
         Args:
@@ -1609,6 +1748,17 @@ def _list_objects(
 
         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 = []
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/monitoring/monitoring_service.py b/sdk/python/feast/monitoring/monitoring_service.py
index 1e284647732..df6c16175f6 100644
--- a/sdk/python/feast/monitoring/monitoring_service.py
+++ b/sdk/python/feast/monitoring/monitoring_service.py
@@ -92,7 +92,11 @@ def auto_compute(
         project: Optional[str] = None,
         feature_view_name: Optional[str] = None,
     ) -> Dict[str, Any]:
-        """Detect date ranges from source data and compute all granularities."""
+        """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:
@@ -101,6 +105,7 @@ def auto_compute(
         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:
@@ -118,6 +123,32 @@ def auto_compute(
 
                 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(
@@ -155,6 +186,7 @@ def auto_compute(
             "status": "completed",
             "computed_feature_views": total_views,
             "computed_features": total_features,
+            "baseline_features": baseline_features,
             "granularities": sorted(granularities_computed),
             "duration_ms": duration_ms,
         }
diff --git a/sdk/python/feast/offline_server.py b/sdk/python/feast/offline_server.py
index 0373b3a8146..e130544445f 100644
--- a/sdk/python/feast/offline_server.py
+++ b/sdk/python/feast/offline_server.py
@@ -38,6 +38,32 @@
 logger = logging.getLogger(__name__)
 logger.setLevel(logging.INFO)
 
+_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):
+        logger.debug("Could not detect FIPS mode (Linux-only feature)")
+        return False
+
+
+def _configure_grpc_fips() -> None:
+    if _is_fips_enabled() and "GRPC_SSL_CIPHER_SUITES" not in os.environ:
+        os.environ["GRPC_SSL_CIPHER_SUITES"] = _FIPS_CIPHER_SUITES
+        logger.info("FIPS mode detected, configured FIPS-compliant gRPC cipher suites.")
+
 
 class OfflineServer(fl.FlightServerBase):
     def __init__(
@@ -596,6 +622,7 @@ 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/openlineage/__init__.py b/sdk/python/feast/openlineage/__init__.py
index e32ae967004..b3c44849788 100644
--- a/sdk/python/feast/openlineage/__init__.py
+++ b/sdk/python/feast/openlineage/__init__.py
@@ -59,7 +59,7 @@
 """
 
 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,
@@ -75,6 +75,7 @@
     "FeastOpenLineageClient",
     "FeastOpenLineageEmitter",
     "OpenLineageConfig",
+    "OpenLineageConsumerConfig",
     # Facets (custom Feast metadata in lineage events)
     "FeastFeatureViewFacet",
     "FeastFeatureServiceFacet",
diff --git a/sdk/python/feast/openlineage/client.py b/sdk/python/feast/openlineage/client.py
index 445231aae89..d97bc482663 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. "
@@ -132,6 +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.
@@ -148,6 +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}")
diff --git a/sdk/python/feast/openlineage/config.py b/sdk/python/feast/openlineage/config.py
index 7c3b1fd9814..9380df3b8cf 100644
--- a/sdk/python/feast/openlineage/config.py
+++ b/sdk/python/feast/openlineage/config.py
@@ -21,6 +21,45 @@
 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: Map of OL namespace -> Feast project for RBAC scoping
+    """
+
+    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)
+
+    @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", {}),
+        )
+
+    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,
+        }
+
+
 @dataclass
 class OpenLineageConfig:
     """
@@ -38,6 +77,7 @@ 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
@@ -50,6 +90,9 @@ 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":
@@ -62,6 +105,13 @@ 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"),
@@ -73,6 +123,7 @@ 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
@@ -92,6 +143,14 @@ def from_env(cls) -> "OpenLineageConfig":
         Returns:
             OpenLineageConfig instance
         """
+        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"),
+        )
+
         return cls(
             enabled=os.getenv("FEAST_OPENLINEAGE_ENABLED", "true").lower() == "true",
             transport_type=os.getenv("FEAST_OPENLINEAGE_TRANSPORT_TYPE"),
@@ -108,8 +167,13 @@ 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.
@@ -117,7 +181,7 @@ 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,
@@ -129,6 +193,9 @@ 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) -> Optional[Dict[str, Any]]:
         """
diff --git a/sdk/python/feast/openlineage/consumer.py b/sdk/python/feast/openlineage/consumer.py
new file mode 100644
index 00000000000..995de4d131f
--- /dev/null
+++ b/sdk/python/feast/openlineage/consumer.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.
+
+"""
+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("/v1/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.
+        """
+        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("/v1/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)
+        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/graph")
+    def get_full_lineage_graph():
+        """
+        Get all lineage edges (RBAC-filtered by namespace).
+
+        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)
+        edges = store.get_all_lineage_edges(namespaces=ns_filter)
+        datasets = store.get_datasets(namespaces=ns_filter)
+        jobs = store.get_jobs(namespaces=ns_filter)
+
+        nodes = []
+        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,
+                }
+            )
+
+        symlinks = store.get_all_symlinks()
+
+        return {"nodes": nodes, "edges": edges, "symlinks": symlinks}
+
+    # ── 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."""
+        runs = store.get_runs(
+            job_namespace=job_namespace,
+            job_name=job_name,
+            limit=limit,
+            offset=offset,
+        )
+        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")
+        return run
+
+    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/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..bbacf377b96
--- /dev/null
+++ b/sdk/python/feast/openlineage/processor.py
@@ -0,0 +1,383 @@
+# 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 uuid
+from typing import Any, Dict, List, Optional
+
+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 {}
+
+    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", "")
+
+        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)
+
+        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", {})
+
+            feast_mapping = self._resolve_feast_mapping(ds_namespace, ds_name)
+            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", {})
+
+            feast_mapping = self._resolve_feast_mapping(ds_namespace, ds_name)
+            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 = dataset.get("facets", {})
+        producer = event.get("producer")
+
+        self._store.store_event(event_id, event)
+
+        feast_mapping = self._resolve_feast_mapping(ds_namespace, ds_name)
+        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")
+
+        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", {})
+
+            feast_mapping = self._resolve_feast_mapping(ds_namespace, ds_name)
+            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", {})
+
+            feast_mapping = self._resolve_feast_mapping(ds_namespace, ds_name)
+            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
+    ) -> Optional[Dict[str, str]]:
+        """
+        Attempt to map an OpenLineage dataset to a Feast registry object.
+
+        Mapping rules:
+        1. If the namespace matches a Feast project (directly or via namespace_mapping),
+           check if the dataset name matches a known Feast object naming pattern.
+        2. Feast apply emits datasets with names like the FeatureView/FeatureService name.
+        3. Feast materialize emits datasets named 'online_store_{fv_name}'.
+        """
+        feast_project = self._namespace_mapping.get(namespace, namespace)
+
+        if dataset_name.startswith("online_store_"):
+            fv_name = dataset_name[len("online_store_") :]
+            return {
+                "type": "featureView",
+                "name": fv_name,
+                "project": feast_project,
+            }
+
+        if dataset_name.startswith("request_source_"):
+            return {
+                "type": "dataSource",
+                "name": dataset_name,
+                "project": feast_project,
+            }
+
+        return {
+            "type": "unknown",
+            "name": dataset_name,
+            "project": feast_project,
+        }
diff --git a/sdk/python/feast/openlineage/store.py b/sdk/python/feast/openlineage/store.py
new file mode 100644
index 00000000000..3ffc83b928e
--- /dev/null
+++ b/sdk/python/feast/openlineage/store.py
@@ -0,0 +1,801 @@
+# 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, 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)
+        job = event_data.get("job", {})
+        run = event_data.get("run", {})
+
+        row = {
+            "event_id": event_id,
+            "event_type": event_data.get("eventType", "UNKNOWN"),
+            "event_time": _parse_timestamp(event_data.get("eventTime", "")),
+            "producer": event_data.get("producer"),
+            "job_namespace": job.get("namespace", ""),
+            "job_name": job.get("name", ""),
+            "run_id": run.get("runId"),
+            "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
+        if "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 = {
+                "source_type": source_type,
+                "description": description,
+                "schema_json": schema_json,
+                "facets_json": json.dumps(facets) if facets else None,
+                "updated_at": now,
+            }
+            if producer:
+                values["producer"] = producer
+            if feast_obj_type:
+                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
+
+            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) -> 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))
+
+        with self._engine.connect() as conn:
+            rows = conn.execute(query).fetchall()
+            return [dict(row._mapping) for row in rows]
+
+    def get_datasets(
+        self, namespaces: Optional[List[str]] = None
+    ) -> 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))
+
+        with self._engine.connect() as conn:
+            rows = conn.execute(query).fetchall()
+            return [dict(row._mapping) for row in rows]
+
+    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 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,
+    ) -> List[Dict[str, Any]]:
+        """Get runs, optionally filtered by job."""
+        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)
+        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 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 _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_model.py b/sdk/python/feast/permissions/auth_model.py
index aa38c0d8937..105d6d01acc 100644
--- a/sdk/python/feast/permissions/auth_model.py
+++ b/sdk/python/feast/permissions/auth_model.py
@@ -37,6 +37,7 @@ 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 = ""
 
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/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/DataSource_pb2.py b/sdk/python/feast/protos/feast/core/DataSource_pb2.py
index 51dee5652a2..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\"\xa7\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 \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 \x01(\t\x1aX\n\x10SnowflakeOptions\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(\tJ\x04\x08\x05\x10\x06\x1a\xa4\x01\n\x0cSparkOptions\x12\r\n\x05table\x18\x01 \x01(\t\x12\r\n\x05query\x18\x02 \x01(\t\x12\x0c\n\x04path\x18\x03 \x01(\t\x12\x13\n\x0b\x66ile_format\x18\x04 \x01(\t\x12$\n\x1c\x64\x61te_partition_column_format\x18\x05 \x01(\t\x12-\n\x0ctable_format\x18\x06 \x01(\x0b\x32\x17.feast.core.TableFormat\x1a,\n\x13\x43ustomSourceOptions\x12\x15\n\rconfiguration\x18\x01 \x01(\x0c\x1a\xf7\x01\n\x12RequestDataOptions\x12Z\n\x11\x64\x65precated_schema\x18\x02 \x03(\x0b\x32?.feast.core.DataSource.RequestDataOptions.DeprecatedSchemaEntry\x12)\n\x06schema\x18\x03 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x1aT\n\x15\x44\x65precatedSchemaEntry\x12\x0b\n\x03key\x18\x01 \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\"\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 \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 \x01(\t\x1aX\n\x10SnowflakeOptions\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(\tJ\x04\x08\x05\x10\x06\x1a\xa4\x01\n\x0cSparkOptions\x12\r\n\x05table\x18\x01 \x01(\t\x12\r\n\x05query\x18\x02 \x01(\t\x12\x0c\n\x04path\x18\x03 \x01(\t\x12\x13\n\x0b\x66ile_format\x18\x04 \x01(\t\x12$\n\x1c\x64\x61te_partition_column_format\x18\x05 \x01(\t\x12-\n\x0ctable_format\x18\x06 \x01(\x0b\x32\x17.feast.core.TableFormat\x1a,\n\x13\x43ustomSourceOptions\x12\x15\n\rconfiguration\x18\x01 \x01(\x0c\x1a\xf7\x01\n\x12RequestDataOptions\x12Z\n\x11\x64\x65precated_schema\x18\x02 \x03(\x0b\x32?.feast.core.DataSource.RequestDataOptions.DeprecatedSchemaEntry\x12)\n\x06schema\x18\x03 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x1aT\n\x15\x44\x65precatedSchemaEntry\x12\x0b\n\x03key\x18\x01 \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)
@@ -34,7 +34,7 @@
   _globals['_DATASOURCE_REQUESTDATAOPTIONS_DEPRECATEDSCHEMAENTRY']._options = None
   _globals['_DATASOURCE_REQUESTDATAOPTIONS_DEPRECATEDSCHEMAENTRY']._serialized_options = b'8\001'
   _globals['_DATASOURCE']._serialized_start=189
-  _globals['_DATASOURCE']._serialized_end=3300
+  _globals['_DATASOURCE']._serialized_end=3319
   _globals['_DATASOURCE_TAGSENTRY']._serialized_start=1466
   _globals['_DATASOURCE_TAGSENTRY']._serialized_end=1509
   _globals['_DATASOURCE_FIELDMAPPINGENTRY']._serialized_start=1511
@@ -68,7 +68,7 @@
   _globals['_DATASOURCE_PUSHOPTIONS']._serialized_start=3013
   _globals['_DATASOURCE_PUSHOPTIONS']._serialized_end=3032
   _globals['_DATASOURCE_SOURCETYPE']._serialized_start=3035
-  _globals['_DATASOURCE_SOURCETYPE']._serialized_end=3283
-  _globals['_DATASOURCELIST']._serialized_start=3302
-  _globals['_DATASOURCELIST']._serialized_end=3363
+  _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 36cd327a298..0b77320af32 100644
--- a/sdk/python/feast/protos/feast/core/DataSource_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/DataSource_pb2.pyi
@@ -63,10 +63,11 @@ class DataSource(google.protobuf.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
@@ -82,6 +83,7 @@ class DataSource(google.protobuf.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 TagsEntry(google.protobuf.message.Message):
         DESCRIPTOR: google.protobuf.descriptor.Descriptor
diff --git a/sdk/python/feast/protos/feast/registry/RegistryServer_pb2.py b/sdk/python/feast/protos/feast/registry/RegistryServer_pb2.py
index 8fa18d331c4..25766701899 100644
--- a/sdk/python/feast/protos/feast/registry/RegistryServer_pb2.py
+++ b/sdk/python/feast/protos/feast/registry/RegistryServer_pb2.py
@@ -29,7 +29,7 @@
 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\x1a\x66\x65\x61st/core/LabelView.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 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
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -55,6 +55,8 @@
   _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
@@ -124,117 +126,137 @@
   _globals['_GETANYFEATUREVIEWRESPONSE']._serialized_start=3783
   _globals['_GETANYFEATUREVIEWRESPONSE']._serialized_end=3868
   _globals['_LISTALLFEATUREVIEWSREQUEST']._serialized_start=3871
-  _globals['_LISTALLFEATUREVIEWSREQUEST']._serialized_end=4231
+  _globals['_LISTALLFEATUREVIEWSREQUEST']._serialized_end=4282
   _globals['_LISTALLFEATUREVIEWSREQUEST_TAGSENTRY']._serialized_start=1681
   _globals['_LISTALLFEATUREVIEWSREQUEST_TAGSENTRY']._serialized_end=1724
-  _globals['_LISTALLFEATUREVIEWSRESPONSE']._serialized_start=4234
-  _globals['_LISTALLFEATUREVIEWSRESPONSE']._serialized_end=4374
-  _globals['_GETSTREAMFEATUREVIEWREQUEST']._serialized_start=4376
-  _globals['_GETSTREAMFEATUREVIEWREQUEST']._serialized_end=4457
-  _globals['_LISTSTREAMFEATUREVIEWSREQUEST']._serialized_start=4460
-  _globals['_LISTSTREAMFEATUREVIEWSREQUEST']._serialized_end=4747
+  _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=4750
-  _globals['_LISTSTREAMFEATUREVIEWSRESPONSE']._serialized_end=4899
-  _globals['_GETONDEMANDFEATUREVIEWREQUEST']._serialized_start=4901
-  _globals['_GETONDEMANDFEATUREVIEWREQUEST']._serialized_end=4984
-  _globals['_LISTONDEMANDFEATUREVIEWSREQUEST']._serialized_start=4987
-  _globals['_LISTONDEMANDFEATUREVIEWSREQUEST']._serialized_end=5278
+  _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=5281
-  _globals['_LISTONDEMANDFEATUREVIEWSRESPONSE']._serialized_end=5437
-  _globals['_GETLABELVIEWREQUEST']._serialized_start=5439
-  _globals['_GETLABELVIEWREQUEST']._serialized_end=5512
-  _globals['_LISTLABELVIEWSREQUEST']._serialized_start=5515
-  _globals['_LISTLABELVIEWSREQUEST']._serialized_end=5786
+  _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=5788
-  _globals['_LISTLABELVIEWSRESPONSE']._serialized_end=5912
-  _globals['_APPLYFEATURESERVICEREQUEST']._serialized_start=5914
-  _globals['_APPLYFEATURESERVICEREQUEST']._serialized_end=6028
-  _globals['_GETFEATURESERVICEREQUEST']._serialized_start=6030
-  _globals['_GETFEATURESERVICEREQUEST']._serialized_end=6108
-  _globals['_LISTFEATURESERVICESREQUEST']._serialized_start=6111
-  _globals['_LISTFEATURESERVICESREQUEST']._serialized_end=6414
+  _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=6417
-  _globals['_LISTFEATURESERVICESRESPONSE']._serialized_end=6556
-  _globals['_DELETEFEATURESERVICEREQUEST']._serialized_start=6558
-  _globals['_DELETEFEATURESERVICEREQUEST']._serialized_end=6634
-  _globals['_APPLYSAVEDDATASETREQUEST']._serialized_start=6636
-  _globals['_APPLYSAVEDDATASETREQUEST']._serialized_end=6744
-  _globals['_GETSAVEDDATASETREQUEST']._serialized_start=6746
-  _globals['_GETSAVEDDATASETREQUEST']._serialized_end=6822
-  _globals['_LISTSAVEDDATASETSREQUEST']._serialized_start=6825
-  _globals['_LISTSAVEDDATASETSREQUEST']._serialized_end=7102
+  _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=7153
   _globals['_LISTSAVEDDATASETSREQUEST_TAGSENTRY']._serialized_start=1681
   _globals['_LISTSAVEDDATASETSREQUEST_TAGSENTRY']._serialized_end=1724
-  _globals['_LISTSAVEDDATASETSRESPONSE']._serialized_start=7105
-  _globals['_LISTSAVEDDATASETSRESPONSE']._serialized_end=7238
-  _globals['_DELETESAVEDDATASETREQUEST']._serialized_start=7240
-  _globals['_DELETESAVEDDATASETREQUEST']._serialized_end=7314
-  _globals['_APPLYVALIDATIONREFERENCEREQUEST']._serialized_start=7317
-  _globals['_APPLYVALIDATIONREFERENCEREQUEST']._serialized_end=7446
-  _globals['_GETVALIDATIONREFERENCEREQUEST']._serialized_start=7448
-  _globals['_GETVALIDATIONREFERENCEREQUEST']._serialized_end=7531
-  _globals['_LISTVALIDATIONREFERENCESREQUEST']._serialized_start=7534
-  _globals['_LISTVALIDATIONREFERENCESREQUEST']._serialized_end=7825
+  _globals['_LISTSAVEDDATASETSRESPONSE']._serialized_start=7156
+  _globals['_LISTSAVEDDATASETSRESPONSE']._serialized_end=7289
+  _globals['_DELETESAVEDDATASETREQUEST']._serialized_start=7291
+  _globals['_DELETESAVEDDATASETREQUEST']._serialized_end=7365
+  _globals['_CREATEDATASETFROMRETRIEVALREQUEST']._serialized_start=7368
+  _globals['_CREATEDATASETFROMRETRIEVALREQUEST']._serialized_end=7832
+  _globals['_CREATEDATASETFROMRETRIEVALREQUEST_TAGSENTRY']._serialized_start=1681
+  _globals['_CREATEDATASETFROMRETRIEVALREQUEST_TAGSENTRY']._serialized_end=1724
+  _globals['_CREATEDATASETFROMRETRIEVALRESPONSE']._serialized_start=7834
+  _globals['_CREATEDATASETFROMRETRIEVALRESPONSE']._serialized_end=7902
+  _globals['_GETDATASETDATAREQUEST']._serialized_start=7904
+  _globals['_GETDATASETDATAREQUEST']._serialized_end=7973
+  _globals['_TABULARROW']._serialized_start=7975
+  _globals['_TABULARROW']._serialized_end=8003
+  _globals['_GETDATASETDATARESPONSE']._serialized_start=8005
+  _globals['_GETDATASETDATARESPONSE']._serialized_end=8129
+  _globals['_GETDATASETJOBSTATUSREQUEST']._serialized_start=8131
+  _globals['_GETDATASETJOBSTATUSREQUEST']._serialized_end=8175
+  _globals['_GETDATASETJOBSTATUSRESPONSE']._serialized_start=8178
+  _globals['_GETDATASETJOBSTATUSRESPONSE']._serialized_end=8335
+  _globals['_LISTDATASETJOBSREQUEST']._serialized_start=8337
+  _globals['_LISTDATASETJOBSREQUEST']._serialized_end=8401
+  _globals['_LISTDATASETJOBSRESPONSE']._serialized_start=8403
+  _globals['_LISTDATASETJOBSRESPONSE']._serialized_end=8487
+  _globals['_APPLYVALIDATIONREFERENCEREQUEST']._serialized_start=8490
+  _globals['_APPLYVALIDATIONREFERENCEREQUEST']._serialized_end=8619
+  _globals['_GETVALIDATIONREFERENCEREQUEST']._serialized_start=8621
+  _globals['_GETVALIDATIONREFERENCEREQUEST']._serialized_end=8704
+  _globals['_LISTVALIDATIONREFERENCESREQUEST']._serialized_start=8707
+  _globals['_LISTVALIDATIONREFERENCESREQUEST']._serialized_end=8998
   _globals['_LISTVALIDATIONREFERENCESREQUEST_TAGSENTRY']._serialized_start=1681
   _globals['_LISTVALIDATIONREFERENCESREQUEST_TAGSENTRY']._serialized_end=1724
-  _globals['_LISTVALIDATIONREFERENCESRESPONSE']._serialized_start=7828
-  _globals['_LISTVALIDATIONREFERENCESRESPONSE']._serialized_end=7982
-  _globals['_DELETEVALIDATIONREFERENCEREQUEST']._serialized_start=7984
-  _globals['_DELETEVALIDATIONREFERENCEREQUEST']._serialized_end=8065
-  _globals['_APPLYPERMISSIONREQUEST']._serialized_start=8067
-  _globals['_APPLYPERMISSIONREQUEST']._serialized_end=8168
-  _globals['_GETPERMISSIONREQUEST']._serialized_start=8170
-  _globals['_GETPERMISSIONREQUEST']._serialized_end=8244
-  _globals['_LISTPERMISSIONSREQUEST']._serialized_start=8247
-  _globals['_LISTPERMISSIONSREQUEST']._serialized_end=8520
+  _globals['_LISTVALIDATIONREFERENCESRESPONSE']._serialized_start=9001
+  _globals['_LISTVALIDATIONREFERENCESRESPONSE']._serialized_end=9155
+  _globals['_DELETEVALIDATIONREFERENCEREQUEST']._serialized_start=9157
+  _globals['_DELETEVALIDATIONREFERENCEREQUEST']._serialized_end=9238
+  _globals['_APPLYPERMISSIONREQUEST']._serialized_start=9240
+  _globals['_APPLYPERMISSIONREQUEST']._serialized_end=9341
+  _globals['_GETPERMISSIONREQUEST']._serialized_start=9343
+  _globals['_GETPERMISSIONREQUEST']._serialized_end=9417
+  _globals['_LISTPERMISSIONSREQUEST']._serialized_start=9420
+  _globals['_LISTPERMISSIONSREQUEST']._serialized_end=9693
   _globals['_LISTPERMISSIONSREQUEST_TAGSENTRY']._serialized_start=1681
   _globals['_LISTPERMISSIONSREQUEST_TAGSENTRY']._serialized_end=1724
-  _globals['_LISTPERMISSIONSRESPONSE']._serialized_start=8522
-  _globals['_LISTPERMISSIONSRESPONSE']._serialized_end=8648
-  _globals['_DELETEPERMISSIONREQUEST']._serialized_start=8650
-  _globals['_DELETEPERMISSIONREQUEST']._serialized_end=8722
-  _globals['_APPLYPROJECTREQUEST']._serialized_start=8724
-  _globals['_APPLYPROJECTREQUEST']._serialized_end=8799
-  _globals['_GETPROJECTREQUEST']._serialized_start=8801
-  _globals['_GETPROJECTREQUEST']._serialized_end=8855
-  _globals['_LISTPROJECTSREQUEST']._serialized_start=8858
-  _globals['_LISTPROJECTSREQUEST']._serialized_end=9108
+  _globals['_LISTPERMISSIONSRESPONSE']._serialized_start=9695
+  _globals['_LISTPERMISSIONSRESPONSE']._serialized_end=9821
+  _globals['_DELETEPERMISSIONREQUEST']._serialized_start=9823
+  _globals['_DELETEPERMISSIONREQUEST']._serialized_end=9895
+  _globals['_APPLYPROJECTREQUEST']._serialized_start=9897
+  _globals['_APPLYPROJECTREQUEST']._serialized_end=9972
+  _globals['_GETPROJECTREQUEST']._serialized_start=9974
+  _globals['_GETPROJECTREQUEST']._serialized_end=10028
+  _globals['_LISTPROJECTSREQUEST']._serialized_start=10031
+  _globals['_LISTPROJECTSREQUEST']._serialized_end=10281
   _globals['_LISTPROJECTSREQUEST_TAGSENTRY']._serialized_start=1681
   _globals['_LISTPROJECTSREQUEST_TAGSENTRY']._serialized_end=1724
-  _globals['_LISTPROJECTSRESPONSE']._serialized_start=9110
-  _globals['_LISTPROJECTSRESPONSE']._serialized_end=9227
-  _globals['_DELETEPROJECTREQUEST']._serialized_start=9229
-  _globals['_DELETEPROJECTREQUEST']._serialized_end=9281
-  _globals['_ENTITYREFERENCE']._serialized_start=9283
-  _globals['_ENTITYREFERENCE']._serialized_end=9328
-  _globals['_ENTITYRELATION']._serialized_start=9330
-  _globals['_ENTITYRELATION']._serialized_end=9444
-  _globals['_GETREGISTRYLINEAGEREQUEST']._serialized_start=9447
-  _globals['_GETREGISTRYLINEAGEREQUEST']._serialized_end=9670
-  _globals['_GETREGISTRYLINEAGERESPONSE']._serialized_start=9673
-  _globals['_GETREGISTRYLINEAGERESPONSE']._serialized_end=9969
-  _globals['_GETOBJECTRELATIONSHIPSREQUEST']._serialized_start=9972
-  _globals['_GETOBJECTRELATIONSHIPSREQUEST']._serialized_end=10211
-  _globals['_GETOBJECTRELATIONSHIPSRESPONSE']._serialized_start=10214
-  _globals['_GETOBJECTRELATIONSHIPSRESPONSE']._serialized_end=10357
-  _globals['_FEATURE']._serialized_start=10360
-  _globals['_FEATURE']._serialized_end=10678
+  _globals['_LISTPROJECTSRESPONSE']._serialized_start=10283
+  _globals['_LISTPROJECTSRESPONSE']._serialized_end=10400
+  _globals['_DELETEPROJECTREQUEST']._serialized_start=10402
+  _globals['_DELETEPROJECTREQUEST']._serialized_end=10454
+  _globals['_ENTITYREFERENCE']._serialized_start=10456
+  _globals['_ENTITYREFERENCE']._serialized_end=10501
+  _globals['_ENTITYRELATION']._serialized_start=10503
+  _globals['_ENTITYRELATION']._serialized_end=10617
+  _globals['_GETREGISTRYLINEAGEREQUEST']._serialized_start=10620
+  _globals['_GETREGISTRYLINEAGEREQUEST']._serialized_end=10843
+  _globals['_GETREGISTRYLINEAGERESPONSE']._serialized_start=10846
+  _globals['_GETREGISTRYLINEAGERESPONSE']._serialized_end=11142
+  _globals['_GETOBJECTRELATIONSHIPSREQUEST']._serialized_start=11145
+  _globals['_GETOBJECTRELATIONSHIPSREQUEST']._serialized_end=11384
+  _globals['_GETOBJECTRELATIONSHIPSRESPONSE']._serialized_start=11387
+  _globals['_GETOBJECTRELATIONSHIPSRESPONSE']._serialized_end=11530
+  _globals['_FEATURE']._serialized_start=11533
+  _globals['_FEATURE']._serialized_end=11851
   _globals['_FEATURE_TAGSENTRY']._serialized_start=1681
   _globals['_FEATURE_TAGSENTRY']._serialized_end=1724
-  _globals['_LISTFEATURESREQUEST']._serialized_start=10681
-  _globals['_LISTFEATURESREQUEST']._serialized_end=10892
-  _globals['_LISTFEATURESRESPONSE']._serialized_start=10894
-  _globals['_LISTFEATURESRESPONSE']._serialized_end=11015
-  _globals['_GETFEATUREREQUEST']._serialized_start=11017
-  _globals['_GETFEATUREREQUEST']._serialized_end=11110
-  _globals['_REGISTRYSERVER']._serialized_start=11113
-  _globals['_REGISTRYSERVER']._serialized_end=15864
+  _globals['_LISTFEATURESREQUEST']._serialized_start=11854
+  _globals['_LISTFEATURESREQUEST']._serialized_end=12065
+  _globals['_LISTFEATURESRESPONSE']._serialized_start=12067
+  _globals['_LISTFEATURESRESPONSE']._serialized_end=12188
+  _globals['_GETFEATUREREQUEST']._serialized_start=12190
+  _globals['_GETFEATUREREQUEST']._serialized_end=12283
+  _globals['_REGISTRYSERVER']._serialized_start=12286
+  _globals['_REGISTRYSERVER']._serialized_end=17488
 # @@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 fb4153b73da..9171c75a5be 100644
--- a/sdk/python/feast/protos/feast/registry/RegistryServer_pb2.pyi
+++ b/sdk/python/feast/protos/feast/registry/RegistryServer_pb2.pyi
@@ -704,6 +704,7 @@ class ListAllFeatureViewsRequest(google.protobuf.message.Message):
     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
@@ -716,6 +717,8 @@ class ListAllFeatureViewsRequest(google.protobuf.message.Message):
     def pagination(self) -> global___PaginationParams: ...
     @property
     def sorting(self) -> global___SortingParams: ...
+    @property
+    def updated_since(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
     def __init__(
         self,
         *,
@@ -728,9 +731,10 @@ class ListAllFeatureViewsRequest(google.protobuf.message.Message):
         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"]) -> 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"]) -> 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
 
@@ -1276,6 +1280,237 @@ class DeleteSavedDatasetRequest(google.protobuf.message.Message):
 
 global___DeleteSavedDatasetRequest = DeleteSavedDatasetRequest
 
+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"""
 
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 fe66751e1d1..e06f3a811df 100644
--- a/sdk/python/feast/protos/feast/registry/RegistryServer_pb2_grpc.py
+++ b/sdk/python/feast/protos/feast/registry/RegistryServer_pb2_grpc.py
@@ -168,6 +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,
@@ -465,6 +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
         """
@@ -751,6 +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,
@@ -1352,6 +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/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 4c24284e1e4..17871fb94d4 100644
--- a/sdk/python/feast/protos/feast/types/Value_pb2.pyi
+++ b/sdk/python/feast/protos/feast/types/Value_pb2.pyi
@@ -98,6 +98,7 @@ class ValueType(google.protobuf.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
@@ -144,6 +145,7 @@ class ValueType(google.protobuf.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,
@@ -197,6 +199,7 @@ class Value(google.protobuf.message.Message):
     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
@@ -270,6 +273,8 @@ class Value(google.protobuf.message.Message):
     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,
         *,
@@ -316,13 +321,40 @@ class Value(google.protobuf.message.Message):
         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"]) -> 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"]) -> 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"] | 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,
+        *,
+        unix_timestamp: builtins.int = ...,
+        zone: builtins.str = ...,
+    ) -> None: ...
+    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
 
diff --git a/sdk/python/feast/registry_server.py b/sdk/python/feast/registry_server.py
index 2cddf42c824..8c6a979cc8a 100644
--- a/sdk/python/feast/registry_server.py
+++ b/sdk/python/feast/registry_server.py
@@ -35,6 +35,7 @@
     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
@@ -176,9 +177,102 @@ def _build_any_feature_view_proto(feature_view: BaseFeatureView):
 
 
 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
+
+    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(
@@ -445,6 +539,12 @@ def ListAllFeatureViews(
     ):
         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],
             [
@@ -454,6 +554,7 @@ def ListAllFeatureViews(
                     allow_cache=request.allow_cache,
                     tags=dict(request.tags),
                     skip_udf=True,
+                    updated_since=updated_since,
                 )
                 if not isinstance(fv, LabelView)
             ],
@@ -878,6 +979,280 @@ def DeleteSavedDataset(
 
         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
     ):
@@ -1365,7 +1740,7 @@ 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 06529cea0f2..de83a2db163 100644
--- a/sdk/python/feast/repo_config.py
+++ b/sdk/python/feast/repo_config.py
@@ -51,6 +51,7 @@
     "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 = {
@@ -66,6 +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",
@@ -75,6 +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",
@@ -239,6 +242,25 @@ class DataQualityMonitoringConfig(FeastConfigBaseModel):
     """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: Map of OL namespace -> Feast project for RBAC scoping. """
+
+
 class OpenLineageConfig(FeastBaseModel):
     """Configuration for OpenLineage integration.
 
@@ -281,9 +303,25 @@ 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 {},
+            )
 
         return OLConfig(
             enabled=self.enabled,
@@ -295,6 +333,7 @@ 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(),
         )
 
 
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 97babb9018a..9851b454316 100644
--- a/sdk/python/feast/templates/local/feature_repo/feature_definitions.py
+++ b/sdk/python/feast/templates/local/feature_repo/feature_definitions.py
@@ -199,7 +199,7 @@ def transformed_conv_rate_fresh(inputs: pd.DataFrame) -> pd.DataFrame:
         "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-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/type_map.py b/sdk/python/feast/type_map.py
index 91bb56f6386..5eca6782d5a 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)
 
@@ -1041,6 +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
     ]
@@ -1258,6 +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)),
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 f9a9733d8a1..948d1ea3742 100644
--- a/sdk/python/feast/ui_server.py
+++ b/sdk/python/feast/ui_server.py
@@ -28,6 +28,30 @@ def _safe_error_response(
     )
 
 
+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,
@@ -75,12 +99,63 @@ def _build_projects_list(
 
 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)
+    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",
+            },
+        )
 
-    rest_app = FastAPI(root_path="/api/v1")
     register_all_routes(rest_app, grpc_handler, store=store)
 
     class PushRequest(BaseModel):
@@ -1086,14 +1161,25 @@ def get_mlflow_feature_models():
                 "error": "Failed to fetch model data",
             }
 
-    # 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():
+    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),
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/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 3ed659370d2..a88c03991d4 100644
--- a/sdk/python/requirements/py3.10-ci-requirements.txt
+++ b/sdk/python/requirements/py3.10-ci-requirements.txt
@@ -1,8 +1,8 @@
 # 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==3.7.0 \
     --hash=sha256:680bde7c64679a821a9312641b759d9497f790ba8b2e88c6959e6273ee765b8e \
@@ -12,126 +12,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.14.0 \
-    --hash=sha256:02cb2ffbb7da32f82e21ad9952669c45bd88a80e0878264c2f59fe1c6fb2badd \
-    --hash=sha256:0746d9fb0ac4fdef643a84494efe3f06d50335dd8c7a530228b86448aae0a803 \
-    --hash=sha256:076cb014191ae2e65d949e1ad01f1dcfe33e32789b5172510f3e79c79fc04d50 \
-    --hash=sha256:0fc2b75ae8d169d853be2862d960be8550da6c5c65711d5476407eb3fdb006bd \
-    --hash=sha256:101df7779c80c0636014a6b2c6642acd3efb5b355d48347c9d7dfb720aee9430 \
-    --hash=sha256:106ed074a856f3e21d186b8579e2c8afb6da598e267cdaab01059e13db2fc44d \
-    --hash=sha256:1210d4c87cc00128160c7384ab41877a701295b97cffa6362f908a49b6e8a7ca \
-    --hash=sha256:1394dce36e0f0d260ac0b555a654de19cb989f3c1b8bdd24f505314dfea18a00 \
-    --hash=sha256:145262119b07d7f95abc1839add35ba2bfc84551d4b4660ca11542c0b215455b \
-    --hash=sha256:16eee56bcc72d04600bc56c1759982c2385ec0b41d3fd3521f836bf64a0957ef \
-    --hash=sha256:198cfe61bf253b19da1fb3e0fa122249dc4f14c12709493fed8054aa0411cc76 \
-    --hash=sha256:19ca5fc84130675ba11c6ca5c7da5cb65f7bf8a32cdd2b616bf49cd334688aae \
-    --hash=sha256:1a4a9f17e85b80878c176695c1998c790e83731d8271881e5d356488652a1f9e \
-    --hash=sha256:1a78a77366ed158a0a54b076990e575d7b7cdb728cbfd02711eadab150f2269f \
-    --hash=sha256:20144819e99db593e22bbd2f3f2691a5e149f879142d6b8670254708853ff4fb \
-    --hash=sha256:22a8d06f204e0518a586d770032db3c7043c9ba3693081b3e3ad425e1458d594 \
-    --hash=sha256:23e8314e7aed8576fbe33314d218bd81447a3adbc91dc36f1163bf583cd3084c \
-    --hash=sha256:23f094a1ef64823fd35854ddf5c7a80a078162f37f9d2f7c6142b51a6affa456 \
-    --hash=sha256:25400d710641a8040bf022a8a99f579e581ffa1c5bd42c33255d7d6f3957c127 \
-    --hash=sha256:25d2326a4967bf705a9f9913a13005e93b6020ad8a9f6bd6bd78850d5171332e \
-    --hash=sha256:25e9f1d2465a210d60edb64d7b204a147e85d4c194eecef3d1604fb5ace678ce \
-    --hash=sha256:26b6d79aa54cb4ed50cc7d41ed14e99e0f1fc8e7c2d42f2e05b37aea897b2b52 \
-    --hash=sha256:26d9224c6dd7f5c749aba4f61315a894601448b28d94d12f4dea0903e26d2096 \
-    --hash=sha256:2882de819734c715fd1b9c11c97e09fa020d14438203d1d354d8ed1702791c9b \
-    --hash=sha256:28eee8de1d69711c53116df8202f1c2aa0e3f80ef912a88fc18d159d53e7110b \
-    --hash=sha256:2c2c7e05dd5335b298085abf45ddf98673934c3ee1c083d0b9ea13d4186ad500 \
-    --hash=sha256:2cc736a9c9fc2bc4dd71fd404815741b6573df27c3f985948ec4076989ac57de \
-    --hash=sha256:2d2ffe9b614f50f069068b3b52e73414e4107fc10b7efc939a76acff9251fdd2 \
-    --hash=sha256:2e2514cb7195f6d7c219339635bea71ae47d1569b051300d32df9dcfabcdb869 \
-    --hash=sha256:2f3fc37054564dee64a855b5b092d87ec35dcddfaabf7dacb1c8a2b1f83dc0a9 \
-    --hash=sha256:30e8b7eeb42d02c120ca90d6c6e076a221a16b70a6dac9ae44c7ab5104cc7fe4 \
-    --hash=sha256:32e735c3182de7b64f6941a4ede48b38c7f47d9437bd615dd30b5bda8fa1bc93 \
-    --hash=sha256:3366751d68d237c621264233a32f3078bbc21b7904ab90a77e03d21390c742c6 \
-    --hash=sha256:363ef9e91014e7891679bfb2ac0a7c6ea93435dbbfd10ecf41b9f06fcf506c5f \
-    --hash=sha256:3b54fbff46127aeafdd764cecd0d99fa2f24a0e37ea5c18a7c3a4ac450df1db3 \
-    --hash=sha256:3c7139100fbaae76515b73051d8f0aa3a3ff02e415eec8a8eee8e2223d9ba955 \
-    --hash=sha256:3cdf534aa455593e589302990c5097aa5c92c06c4262a20da22934f9186a5fff \
-    --hash=sha256:3ea81eb518a2ecb319d8ec6d1424a37c773f6634bd87d6985eb606b2faac419f \
-    --hash=sha256:40ae7b0642c25632c7eabc4a04754012691864d2a1b93becf7cddb76027b838a \
-    --hash=sha256:40af7ebe53c7990e110dc4ad03566b12c3ac996254298a3d39046dd69cfcb2c2 \
-    --hash=sha256:44eca38755d0105bb32f47d085f5dd449846a449e1245fc105889e3279dcf8e3 \
-    --hash=sha256:46fbbec4e4fab7428d4396a3823f9320e4560aa3113b89eeebce712c27c9ed5a \
-    --hash=sha256:4714c70067a08b604d0bf3bc4dfdf82e52944afab41d0428d460862763d2f79b \
-    --hash=sha256:49a33ded29b0b2fa7a367a02cf0fb89af602bb87542a16177ec8ce1c9c51d12a \
-    --hash=sha256:4acfc34bd4d3c58754fc9f22ff1b5e92aabce68f3d4bf7b71a0b732d9bceb78a \
-    --hash=sha256:4d6a998191f5ebe3b8c28463ff72bc030250008b3193c402464efadd08b5ca02 \
-    --hash=sha256:4f770846edae8f00ecc57af825bce811f787f87a7dcf0e90d191790efe5b31f7 \
-    --hash=sha256:514db9a79337068981ee2137310283a07b4b885c584991097a91a4da419bcb81 \
-    --hash=sha256:540632bf882ff8fc88f2e1697be0761578e89e0d79fb4a8a6d65dc5da7e729d4 \
-    --hash=sha256:54bf3522d6f7351e55f89a62d5c2bf138ad557b031670266c5df604ae88e0b5a \
-    --hash=sha256:57ea07d28695a7a40304d42251892a8df765e5588c10ee32afeddcd5df33c0a2 \
-    --hash=sha256:5a2e7ca615c3ddc15b82687e05a624e5f5cba3f1d6c20cb81172d70ea498451e \
-    --hash=sha256:5ba10966d4f03dd96a14365be4b8e37c327c76f11c3ca867116966cdd9f98066 \
-    --hash=sha256:5cbd50e6a50d6b99283a826b18cbdebf65b0797689a7535cb0e9dd37be0f63c3 \
-    --hash=sha256:5e4646e9a6af29af354204011bf5769cb0276ec5b64653e42f90b3e13845169f \
-    --hash=sha256:5f1c5be60add78fabb4aacd13c5a348ae79d2fcbfc7fa78da8f1eb192273b370 \
-    --hash=sha256:610d68800435903e303ca0542b9d3e4eb72a12ff33a6d471a070c1d81eebd3c2 \
-    --hash=sha256:6199707cc40e0e9cd39c36fbc97bec416c704e1d0ddce03412bb3b3e6a90ccd0 \
-    --hash=sha256:6281aecdf2732940f4fe06bd6adec5ae4d59b78b080b8e3a6b81467301010988 \
-    --hash=sha256:63e38be0d75a654deaa06be32fb4cab883a4222940be1d05861b6717679cbadb \
-    --hash=sha256:666c7c5036df57b693026398b69b41874a1931ac5b3485fd910e57bfac253869 \
-    --hash=sha256:667b881d083ccae3900ea5a241e17e5007ca78844c53ed389bb63d48f729d9c7 \
-    --hash=sha256:692e409052e7436029bbb32977cd7c5bf806ac5fa4085b973996785ffadad33c \
-    --hash=sha256:6a5f3532125233c261cf61f32df4059cfcf482eb793c7d3db8452e3142028b86 \
-    --hash=sha256:6aa1a40f9cbb3da9f80714c5966b8946c21e6a2530d809b9498b33161e3c8733 \
-    --hash=sha256:6c79a044cacf360ec46738d863d2f41c9300d2a06ef4a7402ea0df306a350e61 \
-    --hash=sha256:6eb63b1417efaf7d1002a6ad034a40d44376afcc16508a57f8e74b49ad26a095 \
-    --hash=sha256:70ea956f6cc4a37620966b56c2e205d88ca3e6d85ec063277e414b1035cddad3 \
-    --hash=sha256:71b2604c9bfc1b115547d63a094d5244b3f02799833513a99a68aaa7b167c4cb \
-    --hash=sha256:78d6f9286a629ce52728430afe18f8ed2b6c39a1fddb3802d7244b9983910ad2 \
-    --hash=sha256:7a3fc4358e65826c515350f199c210de747cf669998211b1ee6c2e46de364b24 \
-    --hash=sha256:7b33e751cab03fdc960095b1e326cb5a03f5ee577d6ded59f3d1c100f8668882 \
-    --hash=sha256:85e0675f47be4eff0636bf88c02140ea89168ae0df3ff1f3f464e9de9610d277 \
-    --hash=sha256:860a86bc2c80237f5dff52edcf427e10a8d8352271fd84845429a3e60199e02c \
-    --hash=sha256:884a4edbdad77be9d0ef36142c8b504351b170df0bf62b51e784fadabf311c42 \
-    --hash=sha256:89ed35666c95d3efe1955056afcde09e62a57a34e2a4398b17f9f6c1564f0b25 \
-    --hash=sha256:8b93618102caf12801638a01a2b478a55410ddd71bd41cfaf6f707953a49ac43 \
-    --hash=sha256:8fcaef74d2ab0f607d7ff85a0d15e21bb5a258c4a58df1908396eb50d7f4ed3c \
-    --hash=sha256:95f5217e76a046b9f228a101717ef8d42b1eb3d9d196d15202db5bf41df88936 \
-    --hash=sha256:9dc203d6ce6b9106d54e2a93f41dfdfebfbca2d99962ba503bfd3e5921a6549e \
-    --hash=sha256:9e19d17ab02bf16832a2c8c0d55a486792c5b1645665652ee9531aebcc30cb72 \
-    --hash=sha256:9f3a96b6d39a4872222beee72e1df41d2ff886ae96152cf3e757ef8c5673ef0e \
-    --hash=sha256:a071be341c2bd9b0188e62d173509f024e0a35b1c342c53c50f8daaeda8c3bd8 \
-    --hash=sha256:a150c0875ac8fd87f1c398650841308a30d65facf7416b12dbdb9cfdcbe5a48c \
-    --hash=sha256:a1d209375c503472b3c0a340cdf3c55fcd82e84b46dda7caeaced59faba373ec \
-    --hash=sha256:a8d93334d4961c9d566b1f046c81dee475b7c21eb730728d38237bfa70d1c8e6 \
-    --hash=sha256:acdb400538cf4769543548bb5d1eb23d39bed4f96554a6078cb728c7cb2c268b \
-    --hash=sha256:acf1581c4f21ed4b80a2dded504d87b055a071a84d5737ea966435f768275ac6 \
-    --hash=sha256:b0a5747586d4467efd1f932710b269131c9717a872dce082cd92a00c1c13123a \
-    --hash=sha256:b27d89af91a555f58e08e4902dbcbc48862fd40095720ca705990476bd93b7ac \
-    --hash=sha256:b29518c9c2ec7e373e68259206a137c7f4f5439c58baaec4b5ab3ab799850a4e \
-    --hash=sha256:b4141a3e5342ee3053a9cab54d25b64ed28289c1041e4c54b3d99839314d90ce \
-    --hash=sha256:b5314743ebe926c2fda35d0a298c565c885505f6635c2a30936363404cf274a7 \
-    --hash=sha256:b584dfe615d151e9b8f0a8ecb3aee6147f2927ec5b95ba25fe621f5377510928 \
-    --hash=sha256:b62af5a8cc96a194eaa01a9ed7b34a3ffa58d3d8daaa1a0d7a749353ad12d228 \
-    --hash=sha256:c20b9ad156a79eb97be5cf9e069eec01d2f0dc8472ffbd75299a8b2d4c2cbbde \
-    --hash=sha256:c21ca9a1c63d4509158f478aeb9d02914dcc52adc68d1bc9dee2452284ee5996 \
-    --hash=sha256:c452d17eeb95d563fc8b936f3050301dbd1d268126c4632d8b70ede9696202ee \
-    --hash=sha256:c5492b9929826e07cc3fcb9739ae87aab05dff6b5e67a9b73fd1700c6d008981 \
-    --hash=sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108 \
-    --hash=sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159 \
-    --hash=sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026 \
-    --hash=sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903 \
-    --hash=sha256:d33e61021222ce7f9792bcac870d6f58d8adfceda33ab857b01264f4560f2c5f \
-    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
-    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
-    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
-    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
-    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
-    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
-    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
-    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
-    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
-    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
-    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
-    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
-    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
-    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
-    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
+aiohttp==3.14.1 \
+    --hash=sha256:03ab4530fdcb3a543a122ba4b65ac9919da9fe9f78a03d328a6e38ff962f7aa5 \
+    --hash=sha256:07eabb979d236335fed927e137a928c9adfb7df3b9ec7aa31726f133a62be983 \
+    --hash=sha256:092e4ce3619a7c6dee52a6bdabda973d9b34b66781f840ce93c7e0cec30cf521 \
+    --hash=sha256:10ee9c1753a8f706345b22496c79fbddb5be0599e0823f3738b1534058e25340 \
+    --hash=sha256:1601cc37baf5750ccacae618ec2daf020769581695550e3b654a911f859c563d \
+    --hash=sha256:1ac8531b638959718e18c2207fbfe297819875da46a740b29dfa29beba64355a \
+    --hash=sha256:1b9748363260121d2927704f5d4fc498150669ca3ae93625986ee89c8f80dcd4 \
+    --hash=sha256:1c1421eb01d4fd608d88cc8290211d177a58532b55ad94076fb349c5bf467f0a \
+    --hash=sha256:1c1af67559445498b502030c35c59db59966f47041ca9de5b4e707f86bd10b5f \
+    --hash=sha256:1d459b98a932296c6f0e94f87511a0b1b90a8a02c30a50e60a297619cd5a58ee \
+    --hash=sha256:20205f7f5ade7aaec9f4b500549bbc071b046453aed72f9c06dcab87896a83e8 \
+    --hash=sha256:23119f8fd4f5d16902ed459b63b100bcd269628075162bddac56cc7b5273b3fb \
+    --hash=sha256:237651caadc3a59badd39319c54642b5299e9cc98a3a194310e55d5bb9f5e397 \
+    --hash=sha256:24ba13339fed9251d9b1a1bec8c7ab84c0d1675d79d33501e11f94f8b9a84e05 \
+    --hash=sha256:250d14af67f6b6a1a4a811049b1afa69d61d617fca6bf33149b3ab1a6dbcf7b8 \
+    --hash=sha256:269b76ac5394092b95bc4a098f4fc6c191c083c3bd12775d1e30e663132f6a09 \
+    --hash=sha256:27fd7c91e51729b4f7e1577865fa6d34c9adccbc39aabe9000285b48af9f0ec2 \
+    --hash=sha256:2964cbf553df4d7a57348da44d961d871895fc1ee4e8c322b2a95612c7b17fba \
+    --hash=sha256:2a73f487ab8ef5abbb24b7aa9b73e98eaba9e9e031804ff2416f02eca315ccaf \
+    --hash=sha256:2aa92c87868cd13674989f9ee83e5f9f7ea4237589b728048e1f0c8f6caa3271 \
+    --hash=sha256:2b7edd08e0a5deb1e8564a2fcd8f4561014a3f05252334671bbf55ddd47db0e5 \
+    --hash=sha256:2c840c90759922cb5e6dda94596e079a30fb5a5ba548e7e0dc00574703940847 \
+    --hash=sha256:2f73e01dc37122325caf079982621262f96d74823c179038a82fddfc50359264 \
+    --hash=sha256:2fbc3ed048b3475b9f0cbcb9978e9d2d3511acd91ead203af26ed9f0056004cf \
+    --hash=sha256:2fe3607e71acc6ebb0ec8e492a247bf7a291226192dc0084236dfc12478916f6 \
+    --hash=sha256:30099eda75a53c32efb0920e9c33c195314d2cc1c680fbfd30894932ac5f27df \
+    --hash=sha256:307f2cff90a764d329e77040603fa032db89c5c24fdad50c4c15334cba744035 \
+    --hash=sha256:313701e488100074ce99850404ee36e741abf6330179fec908a1944ecf570126 \
+    --hash=sha256:317acd9f8602858dc7d59679812c376c7f0b97bcbbf16e0d6237f54141d8a8a6 \
+    --hash=sha256:335c0cc3e3545ce98dcb9cfcb836f40c3411f43fa03dab757597d80c89af8a35 \
+    --hash=sha256:34b257ec41345c1e8f2df68fa908a7952f5de932723871eb633ecbbff396c9a4 \
+    --hash=sha256:367a9314fdc79dab0fac96e216cb41dd73c85bdca85306ce8999118ba7e0f333 \
+    --hash=sha256:38e1e7daaea81df51c952e18483f323d878499a1e2bfe564790e0f9701d6f203 \
+    --hash=sha256:3e6fc1a85fa7194a1a7d19f44e8609180f4a8eb5fa4c7ed8b4355f080fad235c \
+    --hash=sha256:4132e72c608fe9fecb8f409113567605915b83e9bdd3ea56538d2f9cd35002f1 \
+    --hash=sha256:4691802dda97be727f79d86818acaad7eb8e9252626a1d6b519fedbb92d5e251 \
+    --hash=sha256:47ddf841cdecc810749921d25606dee45857d12d2ad5ddb7b5bd7eab12e4b365 \
+    --hash=sha256:486f7d16ed54c39c2cbd7ca71fd8ba2b8bb7860df65bd7b6ed640bab96a38a8b \
+    --hash=sha256:4cd96b5ba05d67ed0cf00b5b405c8cd99586d8e3481e8ee0a831057591af7621 \
+    --hash=sha256:4d6e0ac9da31c9c04c84e1c0182ad8d6df35965a85cae29cd71d089621b3ae94 \
+    --hash=sha256:4dfd6e47d3c44c2279907607f73a4240b88c69eb8b90da7e2441a8045dfd21da \
+    --hash=sha256:4f7215cb3933784f79ed20e5f050e15984f390424339b22375d5a53c933a0491 \
+    --hash=sha256:4fe1f1087cbadb280b5e1bb054a4f00d1423c74d6626c5e48400d871d34ecefe \
+    --hash=sha256:52cdac9432d8b4a719f35094a818d95adcae0f0b4fe9b9b921909e0c87de9e7d \
+    --hash=sha256:5663ee9257cfa1add7253a7da3035a02f31b6600ec48261585e1800a81533080 \
+    --hash=sha256:57fc6745a4b7d0f5a9eb4f40a69718be6c0bc1b8368cc9fe89e90118719f4f42 \
+    --hash=sha256:5a837f49d901f9e368651b676912bff1104ed8c1a83b280bcd7b29adccef5c9c \
+    --hash=sha256:5c0b3e614340c889d575451696374c9d17affd54cd607ca0babed8f8c37b9397 \
+    --hash=sha256:5e78b522b7a6e27e0b25d19b247b75039ac4c94f99823e3c9e53ae1603a9f7e9 \
+    --hash=sha256:5f2504bc0322437c9a1ff6d3333ca56c7477b727c995f036b976ae17b98372c8 \
+    --hash=sha256:603a2c834142172ffddc054067f5ec0ca65d57a0aa98a71bc81952573208e345 \
+    --hash=sha256:62a759436b29e677181a9e76bab8b8f689a29cb9c535f45f7c48c9c830d3f8c3 \
+    --hash=sha256:634e385930fb6d2d479cf3aa66515955863b77a5e3c2b5894ca259a25b308602 \
+    --hash=sha256:64c567bf9eaf664280116a8688f63016e6b32db2505908e2bdaca1b6438142f2 \
+    --hash=sha256:672ac254412a24d0d0cf00a9e6c238877e4be5e5fa2d188832c1244f45f31966 \
+    --hash=sha256:672b9d65f42eb877f5c3f234a4547e4e1a226ca8c2eed879bb34670a0ce51192 \
+    --hash=sha256:686b6c0d3911ec387b444ddf5dc62fb7f7c0a7d5186a7861626496a5ab4aff95 \
+    --hash=sha256:6f71173be42d3241d428f760122febb748de0623f44308a6f120d0dd9ec572e3 \
+    --hash=sha256:6fd35beba67c4183b09375c5fff9accb47524191a244a99f95fd4472f5402c2b \
+    --hash=sha256:6ffbb2f4ec1ceaff7e07d43922954da26b223d188bf30658e561b98e23089444 \
+    --hash=sha256:73f05ea02013e02512c3bf42714f1208c57168c779cc6fe23516e4543089d0a6 \
+    --hash=sha256:764457a7be60825fb770a644852ff717bcbb5042f189f2bd16df61a81b3f6573 \
+    --hash=sha256:797457503c2d426bee06eef808d07b31ede30b65e054444e7de64cad0061b7af \
+    --hash=sha256:7c106c26852ca1c2047c6b80384f17100b4e439af276f21ef3d4e2f450ae7e15 \
+    --hash=sha256:7fb4bdf95b0561a79f259f9d28fbc109728c5ee7f27aff6391f0ca703a329abe \
+    --hash=sha256:819c054312f1af92947e6a55883d1b66feefab11531a7fc45e0fb9b63880b5c2 \
+    --hash=sha256:8560b4d712474335d08907db7973f71912d3a9a8f1dee992ec06b5d2fe359496 \
+    --hash=sha256:86a6dab78b0e43e2897a3bbe15745aa60dc5423ca437b7b0b164c069bf91b876 \
+    --hash=sha256:87a5eea1b2a5e21e1ebdbb33ad4165359189327e63fc4e4894693e7f821ac817 \
+    --hash=sha256:896e12dfdbbab9d8f7e16d2b28c6769a60126fa92095d1ebf9473d02593a2448 \
+    --hash=sha256:8f6bb621e5863cfe8fe5ff5468002d200ec31f30f1280b259dc505b02595099e \
+    --hash=sha256:90d53f1609c29ccc2193945ef732428382a28f78d0456ae4d3daf0d48b74f0f6 \
+    --hash=sha256:915fbb7b41b115192259f8c9ae58f3ddc444d2b5579917270211858e606a4afd \
+    --hash=sha256:93b032b5ec3255473c143627d21a69ac74ae12f7f33974cb587c564d11b1066f \
+    --hash=sha256:94da27378da0610e341c4d30de29a191672683cc82b8f9556e8f7c7212a020fe \
+    --hash=sha256:979ed4717f59b8bb12e3963378fa285d93d367e15bcd66c721311826d3c44a6c \
+    --hash=sha256:97e704dcd26271f5bda3fa07c3ce0fb76d6d3f8659f4baa1a24442cc9ba177ca \
+    --hash=sha256:99abd37084b82f5830c635fddd0b4993b9742a66eb746dacf433c8590e8f9e3c \
+    --hash=sha256:9af6779bfb46abf124068327abcdf9ce95c9ef8287a3e8da76ccf2d0f16c28fa \
+    --hash=sha256:9e8f2d660c350b3d0e259c7a7e3d9b7fc8b41210cbcc3d4a7076ff0a5e5c2fdc \
+    --hash=sha256:a24f677ebe83749039e7bdf862ff0bbb16818ae4193d4ef96505e269375bcce0 \
+    --hash=sha256:a9875b46d910cff3ea2f5962f9d266b465459fe634e22556ab9bd6fc1192eea0 \
+    --hash=sha256:aa00140699487bd435fde4342d85c94cb256b7cd3a5b9c3396c67f19922afda2 \
+    --hash=sha256:ae6be797afdef264e8a84864a85b196ca06045586481b3df8a967322fd2fa844 \
+    --hash=sha256:af8b4b81a960eeaf1234971ac3cd0ba5901f3cd42eae42a46b4d089a8b492719 \
+    --hash=sha256:b165790117eea512d7f3fb22f1f6dad3d55a7189571993eb015591c1401276d1 \
+    --hash=sha256:b238af795833d5731d049d82bc84b768ae6f8f97f0495963b3ed9935c5901cc3 \
+    --hash=sha256:b3a03285a7f9c7b016324574a6d92a1c895da6b978cb8f1deee3ac72bc6da178 \
+    --hash=sha256:b6feea921016eb3d4e04d65fc4e9ca402d1a3801f562aef94989f54694917af3 \
+    --hash=sha256:b6ff7fcee63287ae57b5df3e4f5957ce032122802509246dec1a5bcc55904c95 \
+    --hash=sha256:b821a1f7dedf7e37450654e620038ac3b2e81e8fa6ea269337e97101978ec730 \
+    --hash=sha256:bb2c0c80d431c0d03f2c7dbf125150fedd4f0de17366a7ca33f7ccb822391842 \
+    --hash=sha256:bb33777ea21e8b7ecde0e6fc84f598be0a1192eab1a63bc746d75aa75d38e7bd \
+    --hash=sha256:bcfb80a2cc36fba2534e5e5b5264dc7ae6fcd9bf15256da3e53d2f499e6fa29d \
+    --hash=sha256:bd869c427324e5cb15195793de951295710db28be7d818247f3097b4ab5d4b96 \
+    --hash=sha256:bedb0cd073cc2dc035e30aeb99444389d3cd2113afe4ef9fcd23d439f5bade85 \
+    --hash=sha256:c389c482a7e9b9dc3ee2701ac46c4125297a3818875b9c305ddb603c04828fd1 \
+    --hash=sha256:c6fa4dc7ad6f8109c70bb1499e589f76b0b792baf39f9b017eb92c8a81d0a199 \
+    --hash=sha256:c83afe0ba876be7e943d2e0ba645809ad441575d2840c895c21ee5de93b9377a \
+    --hash=sha256:cb21957bb8aca671c1765e32f58164cf0c50e6bf41c0bbbd16da20732ecaf588 \
+    --hash=sha256:cf4491381b1b57425c315a56a439251b1bdac07b2275f19a8c44bc57744532ec \
+    --hash=sha256:d03f281ed22579314ba00821ce20115a7c0ac430660b4cc05704a3f818b3e004 \
+    --hash=sha256:d35143e27778b4bb0fb189562d7f275bff79c62ab8e98459717c0ea617ff2480 \
+    --hash=sha256:d3b1a184a9a8f548a6b73f1e26b96b052193e4b3175ed7342aaf1151a1f00a04 \
+    --hash=sha256:d44ec478e713ee7f29b439f7eb8dc2b9d4079e11ae114d2c2ac3d5daf30516c8 \
+    --hash=sha256:d9d4e294455b23a68c9b8f042d0e8e377a265bcb15332753695f6e5b6819e0ce \
+    --hash=sha256:de538791a80e5d862addbc183f70f0158ac9b9bb872bb147f1fd2a683691e087 \
+    --hash=sha256:e4e5e0ae56914ecdbf446493addefc0159053dd53962cef37d7839f37f73d505 \
+    --hash=sha256:e509a55f681e6158c20f70f102f9cf61fb20fbc382272bc6d94b7343f2582780 \
+    --hash=sha256:ec8dc383ee57ea3e883477dcca3f11b65d58199f1080acaf4cd6ad9a99698be4 \
+    --hash=sha256:ed09c7eb1c391271c2ed0314a51903e72a3acb653d5ccfc264cdf3ef11f8269d \
+    --hash=sha256:eeea07c4397bbc57719c4eed8f9c284874d4f175f9b6d57f7a1546b976d455ca \
+    --hash=sha256:eefd9cc9b6d4a2db5f00a26bc3e4f9acf71926a6ec557cd56c9c6f27c290b665 \
+    --hash=sha256:f234b4deb12f3ad59127e037bc57c40c21e45b45282df7d3a55a0f409f595296 \
+    --hash=sha256:f380468b09d2a81633ee863b0ec5648d364bd17bb8ecfb8c2f387f7ac1faf42c \
+    --hash=sha256:f5e6ff2bdbb8f4cd3fbe41f99e25bbcd58e3bf9f13d3dd31a11e7917251cc77a \
+    --hash=sha256:f7a16ef45b081454ef844502d87a848876c490c4cb5c650c230f6ec79ed2c1e7 \
+    --hash=sha256:faccab372e66bc76d5731525e7f1143c922271725b9d38c9f97edcc66266b451 \
+    --hash=sha256:fc0cacab7ba4e56f0f81c82a98c09bed2f39c940107b03a34b168bdf7597edd3
     # via
     #   aiobotocore
     #   fsspec
@@ -165,9 +165,9 @@ annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
     --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.0 \
+    --hash=sha256:b47c1f9ccf73e67021df785332508f99379c68fa7d0684e8e3492cb1d4b23f89 \
+    --hash=sha256:dd9b7a2a9799ed6552fde617b2c5df02b7fdd7d88392fc48101e51bae46164d9
     # via
     #   elasticsearch
     #   httpx
@@ -251,6 +251,7 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonlines
     #   jsonschema
@@ -266,9 +267,9 @@ azure-identity==1.25.3 \
     --hash=sha256:ab23c0d63015f50b630ef6c6cf395e7262f439ce06e5d07a64e874c724f8d9e6 \
     --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
     # via feast (pyproject.toml)
-azure-storage-blob==12.29.0 \
-    --hash=sha256:2824ddd7ebc9056034ebc76b17971a38e9aa5835abb0d565b9700493f2a6c657 \
-    --hash=sha256:ccf8a1bcd5e49df83ab85aab793b579e5ba2eeea2ad8900b2f62ca3a37dc391f
+azure-storage-blob==12.30.0 \
+    --hash=sha256:2cd74d4d5731e5eb6b8d5c5056ee115a5e88f8fdf22517b739836fda685018be \
+    --hash=sha256:d415ac50b67a8da6b3ae7e9f1014b1b55cd7aafa0b8d4ca9b380568dc7360423
     # via feast (pyproject.toml)
 babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
@@ -276,15 +277,15 @@ babel==2.18.0 \
     # via
     #   jupyterlab-server
     #   sphinx
-beautifulsoup4==4.14.3 \
-    --hash=sha256:0918bfe44902e6ad8d57732ba310582e98da931428d231a5ecb9e7c703a735bb \
-    --hash=sha256:6292b1c5186d356bba669ef9f7f051757099565ad9ada5dd630bd9de5fa7fb86
+beautifulsoup4==4.15.0 \
+    --hash=sha256:288e3ca7d54b06f2ac191970bc275c1939cb46d450b255bf6718b04aa37ab4f7 \
+    --hash=sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9
     # via
     #   docling
     #   nbconvert
-bigtree==1.4.1 \
-    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
-    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
+bigtree==1.5.0 \
+    --hash=sha256:1917d90a8bd464289a56e34842cb04d3a8131e6d532352afd33fa822fa397fcb \
+    --hash=sha256:8b0c99b8088b33087f6e16ba71af72480b7543d1b8544a66b10d160a2e1160f3
     # via feast (pyproject.toml)
 bleach[css]==6.4.0 \
     --hash=sha256:4202482733d85cedd04e59fcb2f89f4e4c7c385a78d3c3c23c30446843a37452 \
@@ -317,12 +318,13 @@ build==1.5.0 \
     #   feast (pyproject.toml)
     #   pip-tools
     #   singlestoredb
-cachetools==7.1.4 \
-    --hash=sha256:323dc4127934744db5b54eb4924482d7edafbf9554e820d1531c2e08c0e4ef54 \
-    --hash=sha256:437f55a4e0c1b01a4f3077cc470e6991d47430970e36fbcb77e2be0df4fc1cd6
+cachetools==6.2.6 \
+    --hash=sha256:16c33e1f276b9a9c0b49ab5782d901e3ad3de0dd6da9bf9bcd29ac5672f2f9e6 \
+    --hash=sha256:8c9717235b3c651603fff0076db52d6acbfd1b338b8ed50256092f7ce9c85bda
     # via
     #   mlflow-skinny
     #   mlflow-tracing
+    #   pyiceberg
     #   pymilvus
 cassandra-driver==3.30.0 \
     --hash=sha256:0c28a8e84917acebecbaed39844047c2f135739c3627dd7b9f8541af33e11df3 \
@@ -352,9 +354,9 @@ cassandra-driver==3.30.0 \
     --hash=sha256:e12dfcd3f0074c16f4bfe650242edb406b935864373ae86160e09e3f5e437e84 \
     --hash=sha256:ff2e9fbdc1be54c1d041ea3f7d09812442f334be14bb5ad7aede175544765d25
     # via feast (pyproject.toml)
-certifi==2026.5.20 \
-    --hash=sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897 \
-    --hash=sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d
+certifi==2026.6.17 \
+    --hash=sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432 \
+    --hash=sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db
     # via
     #   clickhouse-connect
     #   docling
@@ -602,64 +604,71 @@ click==8.4.1 \
     #   great-expectations
     #   mlflow-skinny
     #   pip-tools
+    #   pyiceberg
     #   ray
     #   typer
     #   uvicorn
-clickhouse-connect==1.1.1 \
-    --hash=sha256:0b602967810358408ebd55693fd582f3a20e08800f721fb72ae320f0f74686ff \
-    --hash=sha256:0bb2c8f82bb2bd5f645c0114d5d766a95dc1e0dec33c07deafa5a68dbb75f898 \
-    --hash=sha256:0e9e294601aac4de51ac7cd2423176fe5111da41b5d120047606eb855795853c \
-    --hash=sha256:0ec2f574530c65412a490ac6a29445509ca6346dbb15d39a825e27c73d680f3a \
-    --hash=sha256:10055ae880742ffc61244eb129bbbafa6fe97731aa959d717b16513b5094255a \
-    --hash=sha256:10c0354b858f500f4f26195dc37cd6047eb4d324b0b08ca6873e2241ea4a2ea8 \
-    --hash=sha256:11ca173d36405d446f97dfea0a3e1531389d90d23c686ec18ebcbc0eed17200e \
-    --hash=sha256:1284cb2a73b6af208aac06ad04d9121a8aa33f4b971b9d5a65264d2137b5cf0f \
-    --hash=sha256:1781f330cd0678b203dc35d5df85c3b212577412c0dcf664432edbfc71a20489 \
-    --hash=sha256:1e2b000c55e698220cba80e660349c60d7acb3b82172c320a51519d191e24826 \
-    --hash=sha256:22ed08e9a361e1d21762c68275610ee0e023f281fe9a1653763b62fc5585a6f0 \
-    --hash=sha256:233cc6eae3dbec122ed7ff694f657aa9676b36c2acbcef64e97166e4f75f5040 \
-    --hash=sha256:27b665a01711e9a5b08e4412d501baf76ce4ccbeb937ec67e73040094492adbc \
-    --hash=sha256:2913a4c96c3aede2b39489731eb8c39e37792755df9b56548b162ab1e09df4f3 \
-    --hash=sha256:2c9a1bdb1d9705a270ec8036cd89113db04f4437a4d3b5db0774312ec4d06e30 \
-    --hash=sha256:3cdae5ce54cc7d5fdaced13857612b25ae58f0830987a4b17ebcf376d71df3b2 \
-    --hash=sha256:43e1fb7d588a799a3e55a4982946d59484edf1e960abc9e7ac330a3330ee4fc5 \
-    --hash=sha256:49cb0d82e3f68d7304275bf350419095c080ddd49f99704dd44a956273fa7c09 \
-    --hash=sha256:4f0c6c52245322c04bdccc71565ac8db9731e1787c90665df9167928101f0b89 \
-    --hash=sha256:4ff227719006516877b5152e89cba514ceee9807e6b030a1ddba8d9355b87412 \
-    --hash=sha256:6062c400d67dd4ab03fc3f9473134fc0a240593c242998d032d32cb04a65f083 \
-    --hash=sha256:646408372c2a4b0e4068145897a35100cefc6974a409c68b20ba22403665fe5a \
-    --hash=sha256:68d6e245db80ea42c59c32dbed655f28e82337d61405dde6aa5e009c507a6eee \
-    --hash=sha256:70b9dee3c4629e06f2b5788d02b6cded0a32d2509966bc293cf1c39abc395a29 \
-    --hash=sha256:763f7fabc921ee9fb4c07d180447a6324980bfeb981c3f53065d04bda5f133b7 \
-    --hash=sha256:770da683bf65d3536c46d564e5a9311d6cd40d191a0357a762ac702813774965 \
-    --hash=sha256:784a1c9513a33f6f8df0c260e43ea5cdc5fde0a2c91bca7e69ce26bc4990abcd \
-    --hash=sha256:7fb296b2c51e5ad8d7f677a08a093b3b122cd4411619678a968567f3b34bf075 \
-    --hash=sha256:8857676711197c981afc317a38ad1b92aedcf81b7052e67098f40adcf4b5d4ba \
-    --hash=sha256:8b0590065a4c6551d1145229adf3405befc053843f6b1ffeb3802ae7221d53dc \
-    --hash=sha256:8f2f9029f6589d2d349912a94a17d9997c550a7f19dd5b747f6b452764dc0e54 \
-    --hash=sha256:92d885943b1b0a1489501408d6af91ec2d96189dbc475f3552f22cd43c9c6270 \
-    --hash=sha256:9de3999bad13146823e9c6811dbe9a66653bf5c71980472f8fe5165d186451ee \
-    --hash=sha256:a4639a1c6291358a0dd40ba0a6a6059eb5fcc9acd6f4cd61eb52b3cb5165d37e \
-    --hash=sha256:a4740e012dc4ed2fab769dba4b13be92142e2df2bfb0de547b0b73f13296bcb8 \
-    --hash=sha256:a6c0a8f1c4e4954161051b26bee8d24f1e53254125d2bf6e18c9360cd41fe059 \
-    --hash=sha256:a706631a540ac21aac4434a446d50263c0872c9507bc6a0ccfb51467c0ff74a4 \
-    --hash=sha256:ad6b32a1bb391f15345c6af4ecee152e04362c6331cd93472f2fa5e64f8a9aaa \
-    --hash=sha256:b1e83e71d5b0df09cb807657ab0457eb1fd116a331039d3c5d3051387092ff6a \
-    --hash=sha256:c336452cd5aeada902ac41d57296498766f95a175cb1dcf13d48479b5b31ac6b \
-    --hash=sha256:c54bdd8870a644a9baa7cd68fdfc5100f5b19aa246657be863788a6a7bf4052e \
-    --hash=sha256:ca28e361a51afe2e7e2fcff47c1423fd61271d26af7d19e37f6ff0ab67bf086f \
-    --hash=sha256:cd501e3ccee60d4cccf5cde4b4c92632b62763563b08aa07dbfd3e2583c12005 \
-    --hash=sha256:d1df245b5c21fa7bd70193164cc97f3937ccee3087dbc7906daf2e97b226b2a8 \
-    --hash=sha256:d3b3806986340192ed2b197241be193649717cc58f7ef9bdf86d119758289a0f \
-    --hash=sha256:d4a5e4b36219d678d495120007d0ba8b7d1bf4c5105292b35fa4473038fc2892 \
-    --hash=sha256:d749389301b201ae7329c8fc96599fc116de8aadc16a5a4416e399483c569ea9 \
-    --hash=sha256:d84c8ed4cc26976d2cc6725e36b85d4e24f1c43c11d82483b3060116ac0bcfd4 \
-    --hash=sha256:dcdfee2f707225bfbd80ba2da5c995a38393aa02920adf770264c6f5b041e9ed \
-    --hash=sha256:e762f70ebf57cb43a6257daa6196f5beb574d69915dd06c29735d5811dfd8dce \
-    --hash=sha256:ee7d8308c8a688c6851b19d2bc743a02ed5d6f8679203a13872a80cf4066dd57 \
-    --hash=sha256:f205be896551d7ea0a0140a86e36d261e249f99541d68a3dfdd47dd8c7c2bbbb \
-    --hash=sha256:f552668320b8c533b6f2b93d03dd4840cfe0e8f5f01c76ea0d2989e4127fa60e \
-    --hash=sha256:f75e0d62bdb53ba72fa2aa962950c5c107627158c9fe8900ca14da557295bdb2
+clickhouse-connect==1.3.0 \
+    --hash=sha256:016cdfe4c17d898044f618963d11cc9604e98b239e269b5e69dcabcf2625ace9 \
+    --hash=sha256:059f0ef645734cd5425b6af3bdac87c57f93e9c0dd1c86ef01da68846e2dd949 \
+    --hash=sha256:150ce2329e821652fd7875c013dc00837ac6e1892f0a40403b5b25a4e8df60bf \
+    --hash=sha256:17cd08c84f7c24f79bb3543a8d231c504ee98af1e1b66a939ac5a48cb759dd89 \
+    --hash=sha256:1f32d29a9b620ce911101c08c422ab96d09ece02f1237fe583e26dbb20fda323 \
+    --hash=sha256:219230675f255626340674d8a393ac0abf68810c2269e9c73afb35673facea7e \
+    --hash=sha256:225de4ab00609e599f2529a8a5256da5f473ce9544a04ab9b18b8fdd5baf9005 \
+    --hash=sha256:2432a22aab181a483f3dc6b398c8f641099f2d71bb9289ec84de9643a3b96493 \
+    --hash=sha256:2d1645af60860edb2f61b474daf5aa0af6b48724eb4d2c748edfa4027fdbe58a \
+    --hash=sha256:32a94f9b682f9bfaf6cc8f1608ac0b9c3184361fdd7354f5adb8c9e1f8256f51 \
+    --hash=sha256:32e780ff3de62dbff2ff21eaf0501582b5365fba6c42227e203664379312e33e \
+    --hash=sha256:331d2aaadd1ef7fe238209da1d6bdbcb9244da6bb94f581beed8193d6b04ac2d \
+    --hash=sha256:358418fb63ba4320ff3e19113e8000854617ef7e31158e92ee6d96539023a88d \
+    --hash=sha256:3954d59ced274163e1243549994eeaa6ae7fb46c1635ebd661eefefd25ce7c3d \
+    --hash=sha256:4a8f2158400e8e7603ff011bdcc4273eae3fd47c78e4b2a359798cb32a3540b8 \
+    --hash=sha256:532d0ad2994c5f0f225ce04f14bcbf53530901125c694081c8f9881b208f36db \
+    --hash=sha256:54f3fad4447df2bf023280b61db0bbe85762f3c6a4a38a9f8f76ffaf6d6f7cbe \
+    --hash=sha256:5a294365cda07869ea30ef00ea07b542e50cc77ca7f329ebf3e1bcdce5b0afb8 \
+    --hash=sha256:61240b9a722aae5341dc3bdc1931cb39c4769da549cadeebac58245c0d1616b8 \
+    --hash=sha256:61f2f32403ac23354a572b160fa0a51ad5e76ba88aea37ebe5371b8863659339 \
+    --hash=sha256:6447aaa3cda9a01580bffd821519199901124e979673a76f8c00d353293b2bd2 \
+    --hash=sha256:68b3183641b4249081d66507bce336cd82262a31c80eef2df2c1e7c45902a8fb \
+    --hash=sha256:69c6f9b3f2fb766ff87fa0c432c27c67b5b7de643ace33f4c4635ce1722d86ad \
+    --hash=sha256:6c26e0175dddc2e3eafb606781c0a10be4fee13831117375f645eb70db722319 \
+    --hash=sha256:6d7816bada44c2bfb9be6e9d86c0a32029d8832c28125cea8cdc9c118d3c8b6c \
+    --hash=sha256:7139165a4beccf7604c66849cd5da1cc2be97de76e39ca03fb93c34dc9a4c570 \
+    --hash=sha256:7340ec456ae9785f18c82170d00f84a23eb8919ad9595cf8f816da729f3031fa \
+    --hash=sha256:735482344b93275ddc81123d67f8bd30fa5c614d48ebce86bd47824834bcff83 \
+    --hash=sha256:73b089407354a0a2903561a5c86c2cb359705d38e9701dbef5fe13bbf69d94fd \
+    --hash=sha256:80e7eff3774a370f14ae0155d2772732c126ba58ad6fa5e4a09097e6c03fbb52 \
+    --hash=sha256:84bd4a8cdf697b4cc3db884d26d9b991d51b76758fa9a12c0842bded1ae69487 \
+    --hash=sha256:86cf31110bfc8c9f3941a23229b906fc3e54ef88751c7b14b1afdb20871e75d2 \
+    --hash=sha256:892db69bc3f3b51445cde66441e8a8c5f11b333a7690d070a35541029c4d5b5c \
+    --hash=sha256:900e4bd920b34a8ce3c21616dc55da869e4cfdae900e80fc00cfab2ae0f571e1 \
+    --hash=sha256:9022aefacb10ab9cb56944e24322736a3917a40527e1b3853c33b9497ea06a7f \
+    --hash=sha256:9164b2d021eb4f8474767a301e196ffdb045ee960e9b68fc00c53b975ea10e79 \
+    --hash=sha256:a1dedea8cc2a6edf89e6b6c6cc7d81c89bbc844560b384d6242f0f0591c4b8df \
+    --hash=sha256:a63c5f646142679b9288cf9ab1cc6af028389c894a67efa372f9cf60f2d97264 \
+    --hash=sha256:a76f4af7a9822b2464219d1c168ae335874233ca6e062e959c9d72fce6c7f963 \
+    --hash=sha256:a9a47a44fd6bb9f60e103903c3712f2732724f472130092693bc05cda2654f74 \
+    --hash=sha256:a9bce3cd4af89d6a0271938f1fabfc10a8889e1a7c4dbc4a866d2a804c4ed506 \
+    --hash=sha256:ab4380888830b92878231415fabab0b1b90bb3982d599e8444f8f9aa22174249 \
+    --hash=sha256:ac62f270da013a6bb224a135fbebb8cefbc7137371d9fca9c3a58b55daa7b023 \
+    --hash=sha256:b5b0c03fcd363bc5c0e2104c5a7a7401c17f5d272a5d18cdc1288b99eb1abca2 \
+    --hash=sha256:b9a48762ccff33cb1583f0e77eb254f19d3fbaece4db25286432ec602cee33c7 \
+    --hash=sha256:b9d973fbc29f5d1ec3a41c58c8a3a28d191e17bbfa243ac7b588786d4f21abcd \
+    --hash=sha256:bf99dc475626d1fc1720c3cbc8bd6154d26f829cf272c3c2524e5b7ce132fca1 \
+    --hash=sha256:c18c0773a85f26c7eaeb59e0fd0a142e464312fda1c54fc7feae6115eb1759d4 \
+    --hash=sha256:ca830ec1c574d1c184e551ab39524a17bb80f20727028276f47c0828013644df \
+    --hash=sha256:cc5bc6e5b662fe854c193177df4bc281bbcee5b1a01a33be80cdc346d398fdbb \
+    --hash=sha256:da6435d0618fcbdc0734347a48c144547196233eb60bc8fb4e3ad4b7d37deb1b \
+    --hash=sha256:dee1b1d91258859260b7a2059fea87e1ee52f006e4a99a76ef21aa67a31face5 \
+    --hash=sha256:df2ca5489ad9972503700d45b1d8d4e8c64ae3bcb5205c9ae43e7aa37446ccf3 \
+    --hash=sha256:e655403a35d016ac2100ca49fece73d1f293c6623809a04e530aa05c0369d69c \
+    --hash=sha256:ed34ac11cd4dfd3c9d9ea6ce8916fd7b37e4efdb2b67ab2e550240ae9b69c630 \
+    --hash=sha256:f0c5c92497909b299c4c48e767943fe5b86c90101ade768bf9f0428fb5078954 \
+    --hash=sha256:f3b44d2147ba0c6a892b977fe47e9add91b6080cf865381e4551add7a1756e8e \
+    --hash=sha256:f9341e3072d353bb834300c2a27e88a6fcde7a6c259c27c99fb530b97fcbc788 \
+    --hash=sha256:f9afc060d8f001f05097a16ce05baf52900ec575a07049d9a16966f412a273f8 \
+    --hash=sha256:fbb19aba0d474576ae594b55aeb969f594d3718cae6f20a3f08da25daca6bebc
     # via feast (pyproject.toml)
 cloudpickle==3.1.2 \
     --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
@@ -804,164 +813,149 @@ couchbase-columnar==1.0.0 \
     --hash=sha256:fc0fad2d386c5b5df7aaaccd8751e01caa886cc640cc8c92523dd07c4e7be519 \
     --hash=sha256:fc4efa3e15190c3731478006de494b046bc57785e9c8ae99ac8b375a91683e38
     # via feast (pyproject.toml)
-coverage[toml]==7.14.1 \
-    --hash=sha256:0177614a0370f227888b4e436a7c55686d6a9f90eb1ade2b624ba685a1686e86 \
-    --hash=sha256:01b7733daad0237daa01ef80fe2dfceffc911e6a17fa7b55d14aa8214eaaaecd \
-    --hash=sha256:03a6f93c1ec3b7f2e77b5dbcc5573a2c21f12529a5c6bbe0f16f72303cc2fa4d \
-    --hash=sha256:042c46ded7c288aeb07cf14a28b6c1e10b78fcba40171c3fa1e939377eeef0b5 \
-    --hash=sha256:06144cd511cf2624873a035c5069cf297144f6e77a73ee3d7a55b605ec5efb42 \
-    --hash=sha256:07c6290b1697b862c0478eab545eec949a0d0e4d6d03497f446d706da3b4f2de \
-    --hash=sha256:10274a1fbeb8ec5d72966e17bb198a3104257aca4ac09d98667c5f8aca8c8548 \
-    --hash=sha256:1101a5ebb083aecb625ebb6209d4105b58f647b093cb2dc8122d7b33f743cfe1 \
-    --hash=sha256:114c95ef29302423b87d159075805f4ab973254a2638a5d7d046c94887cc87d7 \
-    --hash=sha256:1238cb94638e610e972c60dac68e813f868dc7d6e982535270558443058d9d59 \
-    --hash=sha256:12c42ec1e14f553c4f817e989365982e646e27211f10a0f717855b94a79c8906 \
-    --hash=sha256:145986fe66647eb489f18d9a997567a3fd358584c4b5a808769113abc07466af \
-    --hash=sha256:17a5a241e5997621a956a7f402a7433ef4221e5152809b785bec79e2323799f1 \
-    --hash=sha256:1896f5e19ff3f0431c7ce2172adc54890fd97f86b59ced8ca1649145d9ffe35d \
-    --hash=sha256:196a13319ad88d6d8ef5ab489ec4f44ddde2143c0c7d5b27786f6c3ffd56a7e1 \
-    --hash=sha256:221c70f316241a78e77e607c227cefc8808d4e08f28d99c04f35694690e940be \
-    --hash=sha256:2222be86d0b54f5dd5a38f45f17f315f737245e857bf0bdedc70734f84a13c02 \
-    --hash=sha256:2224f89ffd0c5605ccce1ed7a584da162bc7c55f601ab1c946bc9de31a486b42 \
-    --hash=sha256:23bf7fa51ac02e07fc7c96849b82946da47ae862dc8f86d183b2a4864fc38129 \
-    --hash=sha256:2d69af5dea2de76fc485a83032a630523f985198b7e25be901ec60181587b01e \
-    --hash=sha256:30c08f7d90415aa98b3c990385dea2939b0da55f38515e5b369b83655f8523be \
-    --hash=sha256:357d4e32935c36588aaba057d734fa32428c360c9fc2e4442afbf1b646beee6e \
-    --hash=sha256:35ab22d91de736e8966b980dc355cbcdd2c6dbbcfe275f9a2991bc8a91b3df65 \
-    --hash=sha256:370c5afae3fa0658e11694a32b24c2778f6bc2d17718121f94ee185e69f26b54 \
-    --hash=sha256:3758dd0a7f1fa57365ef2e781df0f0731d38b6e3772259d13dae4bd8a958d4b1 \
-    --hash=sha256:39b21e212c55af06fa375e3dbf90a8a8e38792f3a910c580066d23563830ddd5 \
-    --hash=sha256:3a56abc20a472baf0304c455721bc601477440d28ecfde8a03dde79ede07e0df \
-    --hash=sha256:3c18ebc343e15be53049b3a2dce38fe82d58f37e20ab9094b3a39c0aa4f6bb47 \
-    --hash=sha256:3d452fd08b5c72c5167c93e6867b5c08500bd40f2a21e1e854a500550b6cc36f \
-    --hash=sha256:3e3680291c4a1d0dadfa84a2c459576a4af5133abb617905714339a0c73138cf \
-    --hash=sha256:442cc9c952b2df400cda54bb04ab87330cf2cd08a8692cbbea36773531eb6f37 \
-    --hash=sha256:46f714d2fb8ae2f4f29f23ada7f1e79b759fff5a70f94a1dac23af204c3ec9e4 \
-    --hash=sha256:478b5bcd63c2e1357c5c7e16c070690df7b07f676b1c114d7b93e533c664309f \
-    --hash=sha256:48b283b1dd6372e8de2a7a9a4c4d5dc06f4d4fd209b876f3c88a7a205a0c8f84 \
-    --hash=sha256:4a28fd227808366b196a75476dced2eb35b351d6766ba9c858dc93319e87f4f1 \
-    --hash=sha256:4ea1c034f95c9b056e856b794630b17f9fa3d57e4800ff1e503d3be0f9c9078c \
-    --hash=sha256:51bd64741cc6fa065abd300ede1afe5a5291ece9c31da8b24884deda48bcc3f8 \
-    --hash=sha256:54acdb6674a4661768d7bf7db32dfb9f46ab1d764f8aba6df75ce1a6a088724e \
-    --hash=sha256:59baf88468dbc8d63b1887afd92bda52e40bb1561696e5819670601403810cec \
-    --hash=sha256:5a1c5215be81035e629d5bc756650634d0bf31991038db7a0eccb90f025ce16d \
-    --hash=sha256:5b0c99ba93a07d56f6df340bb79be53202a082b2fdb81bfe6190b741a3470d54 \
-    --hash=sha256:5ea0c297e27133853b4d8a3eb799bff5a2dbd9f2f41537a240d337ac9b4df890 \
-    --hash=sha256:5f0cfc27c539f07cf5c0a4cfe211d0b6cae039f8f40526dbaa71944e64b50a7b \
-    --hash=sha256:6223a72fd0e4c7156353ec0f08a5f93623e1d3034d0e2683b9bb8ea674131b1d \
-    --hash=sha256:62a9f70b52e0b5a95cfef4a5c5641b06983cadc5e538a3feeb5c00211f523ac2 \
-    --hash=sha256:62fd185ef9df3c33d1c8178c5af105f762afbad96038de9a4ae100aa6297ca33 \
-    --hash=sha256:6a3cb83d1552c0cd1b4906655b6a33fd4a8473229633a901c6b73bf86914dee9 \
-    --hash=sha256:6adc5a36984624a70bf11d7184e20fa0a49aa7c47ffab43804106a1a695ea22e \
-    --hash=sha256:6b6b0853b895fe0e98cbfc580d1ec3393d9302b4b1e96a77b3f5c91fdab899e6 \
-    --hash=sha256:6ff665fb023a77386fe11685190cee1f60a7d635994a30d9b0a061533d470fce \
-    --hash=sha256:7279d2110a28cebc738b6459ecda2771735a4c18465fbbd36b3288fe5ed92247 \
-    --hash=sha256:76a085d7005236a767e3426148b2c407e53ad61695c562f8a81da2d373324901 \
-    --hash=sha256:7771b601718fdde84832c3a434ca9bbf4ae9adbc49d84198b4110700c3c77c36 \
-    --hash=sha256:79058c47dae6788504b5effb319961bcd72d7240551464b91d474bc0ed186d69 \
-    --hash=sha256:7af486dabe8954d03b087f0021540897afe084f04e16ff5579e08cc46f871416 \
-    --hash=sha256:7f02d09f70776579b926d889a4c9c235070a1f47c40458aeaca563fae5acfdb5 \
-    --hash=sha256:8011224a62280e50dab346960c03cf47aca1a1e09e608c0fb33fd6e0cc8e9500 \
-    --hash=sha256:8270544c361ed405a27a060dbc9ed2c124b084d96dfdc2d9a2510482aef981ad \
-    --hash=sha256:84ac9499e48700399a5dd0ea7085b5091961fec52c68d66b4ec0d3cf7f4441b1 \
-    --hash=sha256:84b535f00655ecafe1d929d1fb00ed5d6fa3051ea643ab2c161a3887b86f294b \
-    --hash=sha256:851b9e1e4e8a4608e77c79714b2e77c0970d2ed7202a05e92ae407817481887b \
-    --hash=sha256:85e85586565842f6932abebd4c18bcb1074223dc0b3576e7d173ca710622813a \
-    --hash=sha256:87ebdf787d4888e3f3f2d523eadc6e18c6d18c6d0eb173801a189641627fb37e \
-    --hash=sha256:8a3ce026d73290f42f08dafecbd82c193a74df280461fbf97300fec51fd133ee \
-    --hash=sha256:9132cd363a68a4c3daa7c8704a654b1e39d3360f6f5b8ddd470608a945236c07 \
-    --hash=sha256:99cd41ff91afd94896fea3bc002706b6ae4ce95727d06e4a0f39c0a8d8bd8b1a \
-    --hash=sha256:9eeb3fcbc13ba40dfbdb22d01d196a28e9cef9ed4c29b60061a1e0e823a9929d \
-    --hash=sha256:a06c76364a9360e33d6d23769aefdf7f66f38e2ffb60ceb1baaa4989d83b695c \
-    --hash=sha256:a07891c3f4805442b31b71e84ba3cf29ed1aa9a428284e06deeb4b23e5b46343 \
-    --hash=sha256:a24a81f9715ee42ef59a316cc11611c98fe23920f7c81861315c9f3ff4a230f4 \
-    --hash=sha256:a252f21c27e38347e60111a3266b03827422a7d5525951aceee313aa68bab1d2 \
-    --hash=sha256:a311d8e1da24be5c1ccf85cbfb06315dbaa1703d5a1eab3f6432c72b837917c8 \
-    --hash=sha256:a5274669f37f2343635a347b91a60777621341ab3378e9c6ac9335eee704bddf \
-    --hash=sha256:aa5e304a873fabddc11e484e9b6b738bd38bd7bed17b09aa84eecf5332e8b8bb \
-    --hash=sha256:ab4af6352741a604c431c6072fce5bee33bf0f20dc7a56618d6bf6bb89e9810c \
-    --hash=sha256:b553d04b5e778a8e56d57eb134aff42a92718ecba45e79c4764ecfa40efd92ff \
-    --hash=sha256:b84800013769a78ccb9ef4659402e26d06867e337b61ec365f77ad008adea80e \
-    --hash=sha256:b84ffdf877644e7096aa936991efeed873f7f3df57b9cd001312b7668ab08550 \
-    --hash=sha256:bcaa50684dcaadfa599ac48f81103c756d791cfd85c97203d2217c593d48b860 \
-    --hash=sha256:be9f2c802dcfce3f71298303aa5dad0dce440a76c52f2f60dacd8656dab78793 \
-    --hash=sha256:c643734307300234fafa36bf2a040a7235f8f177ea1fd6ec1423aea6fb7b929f \
-    --hash=sha256:c79cead5b5bc584d9c71451cb984d0e3a84e0c0937379c8efcbf27c8d661b851 \
-    --hash=sha256:c7e057326434e441306226fbeb5d1aaf14a2637efe97ba668306635835f32ad7 \
-    --hash=sha256:c912c259304cfb5ee584481cfb7ce1ff932b4d61e6c9140b8f19cb7b5ed82332 \
-    --hash=sha256:ce66d8e46da2bb5ee313a745cbd2e391d319176c1f7a9451bfcd3a2fb920859b \
-    --hash=sha256:ced2f09ef276fd58611a1ef502164ad266d2b75174e5a40cabbdb4033f9f6cf2 \
-    --hash=sha256:cfe5a5fec635799ef33428f1e5e61bafa45a92a96190ba731561ba558ccc214d \
-    --hash=sha256:d13e6725992e2d2fd7d81d4f5241952d13740121dfd501da09201be39b2c003a \
-    --hash=sha256:d34d75f892b3ab73ba11cab5442cce7b3e168fd64162b16f0e1e0d09c508edef \
-    --hash=sha256:d5b89cdfb2ee051b71e8c3c70bd81a9eff81100f736a269136fe1a68efe00474 \
-    --hash=sha256:d5ed429d0b8edaac649e889b4ffcedb6c80b06629a3f93050e3dddfb99235bee \
-    --hash=sha256:da028256b04ec30e5e0114b6f76172938c313991f0a2d3d894271315cf5d5e43 \
-    --hash=sha256:dcbf65f1f66a26cdd88c35cf68fb4729c5d1cd2e88added72420541dfb212034 \
-    --hash=sha256:dd34767fa19848d35659ffc0a75314f58c7af3f1cd87ec521e8292a1238398a3 \
-    --hash=sha256:ddf799247318f34dbcd2efa8c95a8d0642674e926bb1774cf9b63dfd2a389d1c \
-    --hash=sha256:de286598cc65d2b489411174b1faec2f5a7775fb3201fd925db2a76b4030f37d \
-    --hash=sha256:e471bc5769ff073b058cfadb0d736b56ce067c8560eabeb0da88462df98c23e7 \
-    --hash=sha256:e854312c4103f2ad4c0dc023b69b77ebfd2c89db5f86c4c94dc2353f9a92167e \
-    --hash=sha256:ea8cd6ca0ee9f616aaef3afc6882e32c2cbf18b00d96313ffd76af650574034d \
-    --hash=sha256:f2302660e32562a532b442480121aef8aa61a5bdb20b30bf0adab29f10a5a4b4 \
-    --hash=sha256:f497a1ea81d4cd7c10ddcaa685135b9aabd291af3d55775a9ddf3cb7a364cdd9 \
-    --hash=sha256:f4ddbe407477f04c45115d1a4e5bc480f753553b534d338d4c3358b1cdd0ea52 \
-    --hash=sha256:f747dc8edcfe740130f28f32f3995e955494285717e86ee25af51db2219df08a \
-    --hash=sha256:fad54e871165f6ec2f536063ac74c3104508a12963e64072ba44bd822de52b0c \
-    --hash=sha256:fc459e5d73be2d6332fcfe8dbf3d8994671fe33c700f4565988ecfa511547253 \
-    --hash=sha256:fd86572566fb40189a8260446158235159bc7a82dfbc87a3b39cf4fb57fcec1c
+coverage[toml]==7.14.3 \
+    --hash=sha256:0096fd7559178f0cc9cf088f2dbd2a02ef85bacaa69732c633517286b4494610 \
+    --hash=sha256:02c41de2a88011b893050fc9830267d927a50a215f7ad5ec17349db7090ccf26 \
+    --hash=sha256:0423d64c013057a06e70f070f073cec4b0cbc7d2b27f3c7007292f2ff1d52965 \
+    --hash=sha256:0ee68f5c34812780f3a7063382c0a9fcbb99985b7ddcdcaa626e4f3fb2e0783a \
+    --hash=sha256:11a7ec9f97ab950f4c5af62229befc7faf208fdbc0116d3902d7e306cf2c5abd \
+    --hash=sha256:1551b4caac3e3ec9f2bfcec6bf3776e01c0edbdd2e240431a50ca1a1aac72c27 \
+    --hash=sha256:16b206e521feb8b7133a45754643dead0538489cf8b783b90cf5f4e3299625fd \
+    --hash=sha256:1a7563a443f3d53fdeb040ec8c9f7466aed7ca3dc5891aa09d3ca3625fa4387f \
+    --hash=sha256:1bb93c2aa61d2a5b38f1526546d95cf4132cb681e541a337bf8dfd092be816e5 \
+    --hash=sha256:1e3b91f9c4740aeb571ecf82e5e8d8e4ab62d34fcb5a5d4e5baa38c6f7d2857c \
+    --hash=sha256:2415902f385a23dcc4ccd26e0ba803249a169af6a930c003a4c715eeb9a5444e \
+    --hash=sha256:27d07a46500ba23515b838dbcf52512026af04090755cf6cc64166d88c9b9a1a \
+    --hash=sha256:2bfc4dd0a912329eccc7484a7d0b2a38032b38c40663b1e1ac595f10c457954b \
+    --hash=sha256:2e41fd3aab806770008279a93879b0924b16247e09ab537c043d08bbca53b4ab \
+    --hash=sha256:338b19131ab1a6b767b462bfcbaa692e7ae22f24463e39d49b02a83410ff6b37 \
+    --hash=sha256:360bec1f58e7243e3405d3bdf7a1a8115aa9b448d54dc7cd6f7b7e0e9406b62e \
+    --hash=sha256:39e1dbbb6ff2c338e0196a482558a792a1de3aa64261196f5cdb3da016ad9cda \
+    --hash=sha256:3c68df8e61f1e09633fefc7538297145623957a048534368c9d212782aa5e845 \
+    --hash=sha256:3d74ff26299c4879ce3a4d826f9d3d4d556fd285fde7bbce3c0ef5a8ab1cec24 \
+    --hash=sha256:3e5b550a128419373c2f6cec28a244207013ef15f5cbcff6a5ca09d1dfaaf027 \
+    --hash=sha256:41de778bd41780586e2b04912079c73089ab5d839624e28db3bdb26de638da92 \
+    --hash=sha256:47968988b367990ae4ab17523790c38cd125e02c6bfd379b6022be2d40bdc38c \
+    --hash=sha256:4b60ca6d8af70473491a15a343cbabab2e8f9ea66a4376e81c7aa24876a6f977 \
+    --hash=sha256:4d310baf69a4fbe8a098ce727e4808a34866ac718a6f759ae659cbd3221358bc \
+    --hash=sha256:526ce9721116af23b1065089f0b75046fe521e7772ab94b641cd66b7a0421889 \
+    --hash=sha256:583d50d59142f8549470bd6390471d0fe8b8c8d69d6a0f28ac71e05380cef640 \
+    --hash=sha256:5952f8c1bda2a5347154450379316e6dfa4d934d62ca35f6784451e6f55074fb \
+    --hash=sha256:5d788e5fd55347eef06ca0732c77d04a264de67e8ff24631270cdff3767a60cf \
+    --hash=sha256:605ab2b566a22bd94834529d66d295c364aba84afd3e5498285c7a524017b1fc \
+    --hash=sha256:611e62cb9386096d81b63e0a05330750268617231e7bd598e1fe77482a2c58a5 \
+    --hash=sha256:6197e5a00183c11a8ce7c6abd18be1a9189fd8399084ffc95196f4f0db4f2137 \
+    --hash=sha256:621e13c6108234d7960aaf5762ab5c3c00f33c30c15af06dcbff0c73bf112727 \
+    --hash=sha256:62c7f79db2851c95ef020e5d28b97afde3daf9f7febcd35b53e05638f729063f \
+    --hash=sha256:64b2055bb6e0dc945af35cdeceb3633e6ed9273475ef3af85592410fd6803803 \
+    --hash=sha256:68520c90babfa2d560eca6d497921ed3a4f469623bd709733124491b2aa8ef3f \
+    --hash=sha256:69918344541ed9c8368566c2adc03c0e33d4550d7faa87d1b35e49b6a3286ea9 \
+    --hash=sha256:6a3693b4153394d265f44fb855fdc80e72403024d4d6f91c4871b334d028e4e0 \
+    --hash=sha256:74fdd718d88fe144f4579b8747873a07ec3f04cb837d5faec5a25d9e22fa31a8 \
+    --hash=sha256:7b27c822a8161afbe48e99f1adfb098d270ae7e0f7d7b0555ce110529bdb69cc \
+    --hash=sha256:7dfe427045520d6abca33687dfef767b4f635015893a1816c5decb12eb72ce18 \
+    --hash=sha256:7ea52fc08f007bcc494d4bb3df3851e95843d881860ba38fe2c64dc100db5e7d \
+    --hash=sha256:830c1fca669c572dec37ce9c838224ee45aac5be0f6961edf871e82e49d6537c \
+    --hash=sha256:8427f370ca67db4c975d2a26acfc0e5783ca0b52444dbc50278ace0f35445949 \
+    --hash=sha256:878832eaac515b62decfa76965aed558775f86bf1fc8cca76993c0c84ae31aed \
+    --hash=sha256:8ac012839ff7e396030f1e94e10553a431d14e4de2ab65cb3acb72bbd5628ca2 \
+    --hash=sha256:8cec0ad652ec57790970d817490105bd917d783c2f7b38d6b58a0ca312e1a336 \
+    --hash=sha256:8cf0f2509acb4619e2471a1951089054dd58ebea7a912066d2ea56dd4c24ca4a \
+    --hash=sha256:90f7608aeb5d9b60b523b9fb2a4ee1973867cc4865a3f26fe6c7577073b70205 \
+    --hash=sha256:92c22e19ce64ca3f2ad751f16f14df1468b4c231bd6af97185063a9c292a0cb3 \
+    --hash=sha256:96150a9cf3468ea20f0bc5d0e21b3df8972c31480ef90fa7614b773cc6429665 \
+    --hash=sha256:98a0859b0e98e43e1178a9402e19c8127766b14f7109a374d976e5a62c0e5c73 \
+    --hash=sha256:9973ef2463f8e6cfb61a6324126bb3e17d67a85f22f58d856e583ea2e3ca6501 \
+    --hash=sha256:9a3f142070eb7b82fc4085a55d887396f9c4e21250bccebe2ba22502c45b9647 \
+    --hash=sha256:9be4e7d4c5ca0427889f8f9d614bd630c2be741b1de7699bca3b2b6c0e41003e \
+    --hash=sha256:a090cbf9521e78ffdb2fcf448b72902afe9f5923ff6a12d5c0d0120200348af9 \
+    --hash=sha256:a2335ea5fed26af2e831094964fa3f8fae60b45f7e37fcc2d3b615b2add3ad87 \
+    --hash=sha256:a3c2134809e80fac091bfed18a6991b5a5eb5df5ae32b17ac4f4f99864b73dd7 \
+    --hash=sha256:a571bd889cd36c5922ce8e42e059f9d37d02301531d11374afa4c87a578625d5 \
+    --hash=sha256:a574912f3bde4b0619f6e97d01aa590b70998859244793769eb3a6df78ee56d3 \
+    --hash=sha256:a64caee2193563601dbaaa55fe2dcf597debef04a2f8f1fa8a07aa4bb7ac7a1e \
+    --hash=sha256:ac082660de8f429ba0ea363595abb838998570b9a7546777c60f413ab902bbde \
+    --hash=sha256:b3d77f7f196abdef7e01415de1bce09f216189e83e58159cfeef2b92d0464994 \
+    --hash=sha256:b3ff255799f5a1676c71c1c32ec01fd043aa09d57b3d95764b24992757184784 \
+    --hash=sha256:b488bd4b23397db62e7a9459129d01ff06a846582a732efd24834b24a6ada498 \
+    --hash=sha256:b75ee850fc2d7c831e883220c445b035f2224de2ba6103f1e56dbd237ab913f7 \
+    --hash=sha256:b7f300ac92cd4b570724c8ffbbd0c130fee298d2447f41d5a3abf58976fae1de \
+    --hash=sha256:beaab199b9e5ceaf5a225e16a9d4df136f2a1eae0a5c20de1e277c8a5225f388 \
+    --hash=sha256:c02efd507227bde9969cab0db8f48890eb3b5dcad6afac57a4792df4133543ce \
+    --hash=sha256:c66f9f9d4f1e9712eb9b1de5310f881d4e2188cfcba5065e1a8490f38687f2c4 \
+    --hash=sha256:c90a7cdd5e380e1ce02f19792e2ac2fbfbf177e35a27e69fd3e873b30d895c0c \
+    --hash=sha256:c946099774a7699de03cbd0ff0a64e21aed4525eed9d959adde4afe6d15758ef \
+    --hash=sha256:cc96aa922e21d4bc5d5ed3c915cef27dfcbc13686f47d5e378d647fbfba655a2 \
+    --hash=sha256:d20a15c622194234161535459affa8f7905830391c9ccfa060d495dbfe3a1c7f \
+    --hash=sha256:d48400185564042287dc487c1f016a3397f18ab4f4c5d5ec36edc218f7ffa35b \
+    --hash=sha256:d8e88f335544a47e22ae2e45b344772925ec65166555c958720d5ed971880891 \
+    --hash=sha256:dc9b4e35e7c3920e925ba7f14886fd5fbe481232754624e832ddba66c7535635 \
+    --hash=sha256:de76caefc8deabb0dd1678b6a980be97d14c8d87e213ac194dbf8b09e96d63fb \
+    --hash=sha256:e0bb8a6bc7015efdf8a928753b25da1b9ca2d6f24ef04d2ee0688e486f32aae7 \
+    --hash=sha256:e343fb086c9cd780b38622fea7c369acd64c1a0724312149b5d769c387a2b1f5 \
+    --hash=sha256:e4ed44705ca4bead6fc977a8b741f2145608289b33c8a9b42a95d0f15aedbf4d \
+    --hash=sha256:e574801e1d643561594aa021206c46d80b257e9853087090ba97bed8b0a509d3 \
+    --hash=sha256:e6230e688c7c3e65cedd41a774eb4ec221adc6bfee13768231015b702d5e4150 \
+    --hash=sha256:ea3169c7116eb6cdf7608c6c7da9ecfcb3da40688e3a510fac2d1d2bafd6dc35 \
+    --hash=sha256:eadea7aba74e40adee867a8c0eec17b820b061d308a4b014f7a0e118c2b0aa61 \
+    --hash=sha256:ed68faa5e85de2f3e400bc3f122e5c82735a58c8bb24b9f63a2215954ba17b2d \
+    --hash=sha256:f0a47095963cfe054e0df178daca95aec21e680d6076da807c3add28dfe920f7 \
+    --hash=sha256:f502e948e03e866538048bba081c075caaa62e5bda6ea5b7432e45f587eb462a \
+    --hash=sha256:f82b6bb7d75a2613e85d07cefa3a8c973d0544a8993337f6e2728e4a1e94c305 \
+    --hash=sha256:fa9e5c6857a7e80fa22ace5cf3550ae392bbfc322f1d8dd2d2d5a8be38cec027 \
+    --hash=sha256:fb7e18afb6e903c1a92401a2f0501ac277dca527bb9ca6fe1f691a8a0026a0e8 \
+    --hash=sha256:fbb8c3a98e779013786ae01d229662aeacbc77100efbd3f2f245219ace5af700
     # via pytest-cov
-cryptography==48.0.0 \
-    --hash=sha256:0890f502ddf7d9c6426129c3f49f5c0a39278ed7cd6322c8755ffca6ee675a13 \
-    --hash=sha256:0c558d2cdffd8f4bbb30fc7134c74d2ca9a476f830bb053074498fbc86f41ed6 \
-    --hash=sha256:16cd65b9330583e4619939b3a3843eec1e6e789744bb01e7c7e2e62e33c239c8 \
-    --hash=sha256:18349bbc56f4743c8b12dc32e2bccb2cf83ee8b69a3bba74ef8ae857e26b3d25 \
-    --hash=sha256:1e2d54c8be6152856a36f0882ab231e70f8ec7f14e93cf87db8a2ed056bf160c \
-    --hash=sha256:22a5cb272895dce158b2cacdfdc3debd299019659f42947dbdac6f32d68fe832 \
-    --hash=sha256:27241b1dc9962e056062a8eef1991d02c3a24569c95975bd2322a8a52c6e5e12 \
-    --hash=sha256:2b4d59804e8408e2fea7d1fbaf218e5ec984325221db76e6a241a9abd6cdd95c \
-    --hash=sha256:2eb992bbd4661238c5a397594c83f5b4dc2bc5b848c365c8f991b6780efcc5c7 \
-    --hash=sha256:369a6348999f94bbd53435c894377b20ab95f25a9065c283570e70150d8abc3c \
-    --hash=sha256:3cb07a3ed6431663cd321ea8a000a1314c74211f823e4177fefa2255e057d1ec \
-    --hash=sha256:40ba1f85eaa6959837b1d51c9767e230e14612eea4ef110ee8854ada22da1bf5 \
-    --hash=sha256:4defde8685ae324a9eb9d818717e93b4638ef67070ac9bc15b8ca85f63048355 \
-    --hash=sha256:55b7718303bf06a5753dcdccf2f3945cf18ad7bffde41b61226e4db31ab89a9c \
-    --hash=sha256:561215ea3879cb1cbbf272867e2efda62476f240fb58c64de6b393ae19246741 \
-    --hash=sha256:58d00498e8933e4a194f3076aee1b4a97dfec1a6da444535755822fe5d8b0b86 \
-    --hash=sha256:59baa2cb386c4f0b9905bd6eb4c2a79a69a128408fd31d32ca4d7102d4156321 \
-    --hash=sha256:5a5ed8fde7a1d09376ca0b40e68cd59c69fe23b1f9768bd5824f54681626032a \
-    --hash=sha256:5b012212e08b8dd5edc78ef54da83dd9892fd9105323b3993eff6bea65dc21d7 \
-    --hash=sha256:5c3932f4436d1cccb036cb0eaef46e6e2db91035166f1ad6505c3c9d5a635920 \
-    --hash=sha256:614d0949f4790582d2cc25553abd09dd723025f0c0e7c67376a1d77196743d6e \
-    --hash=sha256:76341972e1eff8b4bea859f09c0d3e64b96ce931b084f9b9b7db8ef364c30eff \
-    --hash=sha256:77a2ccbbe917f6710e05ba9adaa25fb5075620bf3ea6fb751997875aff4ae4bd \
-    --hash=sha256:7995ef305d7165c3f11ae07f2517e5a4f1d5c18da1376a0a9ed496336b69e5f3 \
-    --hash=sha256:7ce4bfae76319a532a2dc68f82cc32f5676ee792a983187dac07183690e5c66f \
-    --hash=sha256:7e8eac43dfca5c4cccc6dad9a80504436fca53bb9bc3100a2386d730fbe6b602 \
-    --hash=sha256:84cf79f0dc8b36ac5da873481716e87aef31fcfa0444f9e1d8b4b2cece142855 \
-    --hash=sha256:8c7378637d7d88016fa6791c159f698b3d3eed28ebf844ac36b9dc04a14dae18 \
-    --hash=sha256:8cd666227ef7af430aa5914a9910e0ddd703e75f039cef0825cd0da71b6b711a \
-    --hash=sha256:906cbf0670286c6e0044156bc7d4af9cbb0ef6db9f73e52c3ec56ba6bdde5336 \
-    --hash=sha256:9071196d81abc88b3516ac8cdfad32e2b66dd4a5393a8e68a961e9161ddc6239 \
-    --hash=sha256:9249e3cd978541d665967ac2cb2787fd6a62bddf1e75b3e347a594d7dacf4f74 \
-    --hash=sha256:984a20b0f62a26f48a3396c72e4bc34c66e356d356bf370053066b3b6d54634a \
-    --hash=sha256:9be5aafa5736574f8f15f262adc81b2a9869e2cfe9014d52a44633905b40d52c \
-    --hash=sha256:9c459db21422be75e2809370b829a87eb37f74cd785fc4aa9ea1e5f43b47cda4 \
-    --hash=sha256:9ccdac7d40688ecb5a3b4a604b8a88c8002e3442d6c60aead1db2a89a041560c \
-    --hash=sha256:a0e692c683f4df67815a2d258b324e66f4738bd7a96a218c826dce4f4bd05d8f \
-    --hash=sha256:a5da777e32ffed6f85a7b2b3f7c5cbc88c146bfcd0a1d7baf5fcc6c52ee35dd4 \
-    --hash=sha256:a64697c641c7b1b2178e573cbc31c7c6684cd56883a478d75143dbb7118036db \
-    --hash=sha256:ad64688338ed4bc1a6618076ba75fd7194a5f1797ac60b47afe926285adb3166 \
-    --hash=sha256:bd72e68b06bb1e96913f97dd4901119bc17f39d4586a5adf2d3e47bc2b9d58b5 \
-    --hash=sha256:c17dfe85494deaeddc5ce251aebd1d60bbe6afc8b62071bb0b469431a000124f \
-    --hash=sha256:c18684a7f0cc9a3cb60328f496b8e3372def7c5d2df39ac267878b05565aaaae \
-    --hash=sha256:cc90c0b39b2e3c65ef52c804b72e3c58f8a04ab2a1871272798e5f9572c17d20 \
-    --hash=sha256:db63bf618e5dea46c07de12e900fe1cdd2541e6dc9dbae772a70b7d4d4765f6a \
-    --hash=sha256:ea8990436d914540a40ab24b6a77c0969695ed52f4a4874c5137ccf7045a7057 \
-    --hash=sha256:ecde28a596bead48b0cfd2a1b4416c3d43074c2d785e3a398d7ec1fc4d0f7fbb \
-    --hash=sha256:f5333311663ea94f75dd408665686aaf426563556bb5283554a3539177e03b8c \
-    --hash=sha256:fdfef35d751d510fcef5252703621574364fec16418c4a1e5e1055248401054b
+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
@@ -982,13 +976,13 @@ cycler==0.12.1 \
     --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
     --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
     # via matplotlib
-dask[dataframe]==2026.3.0 \
-    --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
-    --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
+dask[dataframe]==2026.6.0 \
+    --hash=sha256:1539859071065dca379ca592ff76e911cd7965dc466da0040354ab466179189b \
+    --hash=sha256:ae3436bd31ebce2be75edf952bd1fc687a1f11ec03fe8b1bec2903d222344a45
     # via feast (pyproject.toml)
-databricks-sdk==0.114.0 \
-    --hash=sha256:25a40b83d76fa6c8a621f884da41e45e3ae5267218dafa71db9b363dd9238f57 \
-    --hash=sha256:d62e6fcb1dc98b0b390d369261d1d68a6cf9f91139c34cf659865faf50b1d044
+databricks-sdk==0.118.0 \
+    --hash=sha256:7931c7147315902e4347863074c2e2bc1d389338e15d1b60bbf49bc5ebabcbe0 \
+    --hash=sha256:cd049b7a9612d957e53d842631800f1974406fc3bec78bc51d429387046a0287
     # via
     #   mlflow-skinny
     #   mlflow-tracing
@@ -1072,9 +1066,9 @@ dill==0.3.9 \
     #   feast (pyproject.toml)
     #   datasets
     #   multiprocess
-distlib==0.4.1 \
-    --hash=sha256:9c2c552c68cbadc619f2d0ed3a69e27c351a3f4c9baa9ffb7df9e9cdc3d19a97 \
-    --hash=sha256:c3804d0d2d4b5fcd44036eb860cb6660485fcdf5c2aba53dc324d805837ea65b
+distlib==0.4.3 \
+    --hash=sha256:4b0ce306c966eb73bc3a7b6abad017c556dadd92c44701562cd528ac7fde4d5b \
+    --hash=sha256:f152097224a0ae24be5a0f6bae1b9359af82133bce63f98a95f86cae1aede9ed
     # via virtualenv
 dnspython==2.8.0 \
     --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af \
@@ -1092,9 +1086,9 @@ docling==2.27.0 \
     --hash=sha256:1288ed75b27e33bf94daff34faffc6d11b7d7ccc13e3df84fb24adad3991f72d \
     --hash=sha256:faba35662612a2c687a3a463e501d95f645316436084af92a0442ce162429a3d
     # via feast (pyproject.toml)
-docling-core[chunking]==2.78.1 \
-    --hash=sha256:7463a2ce3e70590f330cf16dce11a7dbb761ece007a50e9082b44b7fed849820 \
-    --hash=sha256:a700d4dc98592e95c05c57ae8d25698f514b8dfbe25e97f36a314f85e9cc0684
+docling-core[chunking]==2.83.1 \
+    --hash=sha256:154db6d6be5ac0bc0affa272a39e81346dc953ea7ce5cd6f20809cc5272499c6 \
+    --hash=sha256:e09ce91d18522bb161b45ca79b9bd2c94f0b38ca744a1f8605f3e1d9bff26902
     # via
     #   docling
     #   docling-ibm-models
@@ -1136,42 +1130,42 @@ docutils==0.19 \
     --hash=sha256:33995a6753c30b7f577febfc2c50411fec6aac7f7ffeb7c4cfe5991072dcf9e6 \
     --hash=sha256:5e1de4d849fee02c63b040a4a3fd567f4ab104defd8a5511fbbc24a8a017efbc
     # via sphinx
-duckdb==1.5.3 \
-    --hash=sha256:0b0b4f088a65d77e1217ce5d7eff889e63fedc44281200d899ff47c84d8ff836 \
-    --hash=sha256:0ce80aed7a538422129a57eaca9141e3afb51f8bf562b1908b1576c9725b5b22 \
-    --hash=sha256:10960400ed60cdf0fe05bab2086fa8eb733889cb0ceca18d07ff9a00c0e0be7b \
-    --hash=sha256:2fa17ecdd5d3db122836cb71bb93601c2106a3be883c17dffddc02fbf3fa7888 \
-    --hash=sha256:3248b49cd835ea322574bc6aac0ae7a83be85547f49d4f5f5777cb380ee6627f \
-    --hash=sha256:33ae08b3e818d7613d8936744b67718c2062c2f530376895bfd89efb51b81538 \
-    --hash=sha256:341a2672e2551ba51c95c1898f0ade983e76675e79038ccb16342c3d6cfb82d7 \
-    --hash=sha256:3d5db8c0b55e072cf437948ebb5d7e23d7b9d03d905fa5f9145583e65aa447f7 \
-    --hash=sha256:4bfa9a4dadf71e83e2c4eaca2f9421c82a54defecc1b0b4c0be95e2389dec4fe \
-    --hash=sha256:50379b85f3a0a169478d54880ef8bf971ecaa85772d05eeaa617d720c7704741 \
-    --hash=sha256:5fd25f533cb1b6b2c84cc767a9a9bab7769bb1aa44571a2a0bfc91ac3e4a38ac \
-    --hash=sha256:6d2835e39bb6af73891f73c0f8d4324f98afe00d0b00c6d34b2a582c2256cbb0 \
-    --hash=sha256:6ef8faf121d7b3ad95aab1c3ce31169a28be49da75abfa6099a1bec2e9a70189 \
-    --hash=sha256:70a18f932cf6d87bd0e554613657a515c1443a1724aacfc7ec5137dd28698b03 \
-    --hash=sha256:746433e49bbc667b4df283153415fbe37e9083e0eff6c3cd6e54de7536869cd4 \
-    --hash=sha256:75d13308c9da3ee431d1e72b8ab720aa74a1b3e9159d4124cb62435924496334 \
-    --hash=sha256:787df63824f07bf18022dbc3b8ca4b2bfab0ebe616464f55c6e8cd0f59ea762e \
-    --hash=sha256:8001eccbc28be244dfd04d708526f34ddd6460b47a8aeb5d0e39d6f7f9e3fe15 \
-    --hash=sha256:9fb7516255a8764545e30f7efacea408cc847764a3027b3b0b3e7d1a7bebbc5c \
-    --hash=sha256:a3fb3bad9bc1a3e101d66d33269142ce075dc3d75202ba74ba97d7e44c50b9cd \
-    --hash=sha256:aea7baf67ad7e1829ac76f67d7dcbd7fb1f57c3eb179d55ac30952df4709ae30 \
-    --hash=sha256:bb5bb5dcdd09d62ee60f0ddbbef918e71cce304ffe28428b1131949d39ffaabf \
-    --hash=sha256:c5f18e7561403054433706c187589e86629a7af09a7efc23a06a8b308e6acc68 \
-    --hash=sha256:c9e8fa408705081160ede7ead238d16e73a36b8561b700f2bf2d650ae48e7b92 \
-    --hash=sha256:d0405eae18ec6e8210a471c97dbfe87a7e4d605274b7fe572a1f276e92158f13 \
-    --hash=sha256:d37650ec3ec8a951400ea12dc77edaea88e0baeda34801792776f95f2f922f4f \
-    --hash=sha256:dd00f70231951a619908471b7b6397232ff3be8ccd1f49a47f1a2ccac59eaba1 \
-    --hash=sha256:df39428eb130faa35ae96fd35245bdeae6ecf43936250b116b5fead568eb9f16 \
-    --hash=sha256:e75a6122c12579a99848517f6f00a4e342aebda3590c30fe9b5cc5f39d5e6afc \
-    --hash=sha256:e80eb4d0fb59869cb2c7d7ef494c07fb92014fe8e77d96c170cd1ebc1488a708 \
-    --hash=sha256:f4eff89c12c3a362efa012262e57b7b4ab904a7f79bad9178fe365510077abe8 \
-    --hash=sha256:fd3963c1cb9d9567777f4a898a9dbe388a2fe9724681801b1e7d6d93eecf1b76 \
-    --hash=sha256:fdc65233f0fcf9022e4c6a8ba2ba751a79deb291501073d660afb1aa9874051f \
-    --hash=sha256:fe8d0c1f6a120aa03fa6e0d03897c71a1842e6cf7afd31d181348391f7108fe1 \
-    --hash=sha256:ff11a457258148337ef9a392148a8cdbd1069b6c27c21958816c7b67fe6c542d
+duckdb==1.5.4 \
+    --hash=sha256:02dd9f9a6124069213f13e3a474c208028c472fe1acdae12b38761f954fe4fc6 \
+    --hash=sha256:0cda263d8c20addb8d4f95464787cbe0af1144f7ab7e21db3709fb826ee01725 \
+    --hash=sha256:0cf932055061e544d3fa27cc6c147da25f3f681ee5980157fb55e77d6c2d9c63 \
+    --hash=sha256:0f32ad7e0286c1c29ab6c73b29118c86101f8eee46aae54f54d0b50916f542f6 \
+    --hash=sha256:0f8722346024e5d9f02b58bf7b0491a629f97fdc8a04a10e432940f471ee387a \
+    --hash=sha256:136cea7f886b78caf4035485b4b1e766e8b309e999f9e83a966f81ebb8122844 \
+    --hash=sha256:262f068158beb5943f2c618f4e54b46db8306b959f90dce956f90a89f613673d \
+    --hash=sha256:266c7c909558ce7377f57d082cee408aadebdd9111be017558ca54e44a031037 \
+    --hash=sha256:291a9e7502551170af989ff63139a7a49e99d68edbc5ef5017ac27541fe54c65 \
+    --hash=sha256:3565550adbf160ef7a2ee3395470570182f11233983ad818bd7d5f9e349f92b2 \
+    --hash=sha256:360f2542d09759c3739400f8b787e29b43ba0da665c21756216291458bf6fc59 \
+    --hash=sha256:3ddd9533ce80f9b851bdd6276960a9286166514a9ceca43d5bc2f0d5842c490d \
+    --hash=sha256:3fb41d9cfccb7e44511eeeed263ae98143ca63bdb1ef84631ba637c314efa1b5 \
+    --hash=sha256:3fb6f07d54ecf4d0d3c5179a2361fdddfafa14de4fc42696de4632479b703421 \
+    --hash=sha256:42a612e67d64450b446eb69695290d460713eef46e0f64467ab9dfe96264ee05 \
+    --hash=sha256:4647968629d0677bbcc2416c7aeda8685eb84e4ca15a6dbd4f82a66cfc91a532 \
+    --hash=sha256:4c430e788d99b50854209bf2833ba36a45df75e57f86efb477046cd408bbd077 \
+    --hash=sha256:4d2307a76d199077b0055b354e90e857479461a0d875437535dd4833172c8b6d \
+    --hash=sha256:698ec90bd5d5538bd5f6d212a4b61af443d240703cf45f134738535026556ea5 \
+    --hash=sha256:6dcbb81a1276bc48deb4d562bce4f8895e4fc6348750a096e30052345c6d6552 \
+    --hash=sha256:73f4878a3012283024a64a1909e440aac12091ef336f671fc142f7e87449ce0c \
+    --hash=sha256:83e8c089bbb756ca4471d8b05943b80a106058697cf00615e70423106bb783bc \
+    --hash=sha256:8ba7b666bc9c78d6a930ee9f469024149f0c6a23fb7d2c3418aad6774339bec0 \
+    --hash=sha256:8f935ef210ab00bc94bb1e3052697adaa36bb0ce7bdfeda8b0f34e2ff1643870 \
+    --hash=sha256:9d9e6817fcbc09d2605a2c8c041ac7824d738d917c35a4d427e977647e1d7944 \
+    --hash=sha256:a9a10dc40469b9c0e458625d2a8359461a982c6151bb53ff259fea00c4695ad4 \
+    --hash=sha256:bd6777e8ddd74fb603a6d09766bfcff28638189f8aaa61fc0dffd9e9a4baa8e5 \
+    --hash=sha256:c2d58d39f5e65419cdc27e3875cba4a729a3bbf6bf4016aefb4a2a65335a1d42 \
+    --hash=sha256:ccc7f2694d02b4763fee61021d45e12f7bc5743993686563957df0cef799fbae \
+    --hash=sha256:e2dc8340cfb6006025a798c50f40126d6e945a1d2487be94667bb4166556ce7b \
+    --hash=sha256:e8fcef301cf68d3951ea1eb8ac4d76cea0a6f6a08f4c78fe4026fc96d217bebc \
+    --hash=sha256:f14e79a006341f29ee5a2692a24dac5114e77533d579c57ec39124adf0135033 \
+    --hash=sha256:f6f39cd0dc6948dee17fd130aec55114f97a8ef6e1db519b9774087962bc5c8c \
+    --hash=sha256:f9e32f1cdd106793d79d190186bed9e75289d51e68bd9174e47c04bffedeab6f \
+    --hash=sha256:ff96d2a342b200e1ec6f1f19986c77f4ac16a49b6112f71c5b763989203a9d60
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
@@ -1180,9 +1174,9 @@ durationpy==0.10 \
 easyocr==1.7.2 \
     --hash=sha256:5be12f9b0e595d443c9c3d10b0542074b50f0ec2d98b141a109cd961fd1c177c
     # via docling
-elastic-transport==9.4.1 \
-    --hash=sha256:186a29e6c66ff269487e33f7b17176316e18b6061702c25eb0bb15681302e91d \
-    --hash=sha256:d12c86ea73528690ebf63a488d9ae323292e6aa5ee55e1e29f14293472f4197f
+elastic-transport==9.4.2 \
+    --hash=sha256:33dc89bb1855faa8b98ae8b036405a39c562778dbcdbe4a00a2eaf753148556c \
+    --hash=sha256:366f4614f4544c5fb5d780c82f57af8f30492b44a68ed20750390aa81e20c2ea
     # via elasticsearch
 elasticsearch==9.4.1 \
     --hash=sha256:1d78fdfba97a903ec35a5eb5808a74e33392b7c620bd5f742d465a3a26c27d75 \
@@ -1237,10 +1231,12 @@ faiss-cpu==1.10.0 \
     --hash=sha256:e02af3696a6b9e1f9072e502f48095a305de2163c42ceb1f6f6b1db9e7ffe574 \
     --hash=sha256:e71f7e24d5b02d3a51df47b77bd10f394a1b48a8331d5c817e71e9e27a8a75ac \
     --hash=sha256:f71c5860c860df2320299f9e4f2ca1725beb559c04acb1cf961ed24e6218277a
-    # via feast (pyproject.toml)
-fastapi==0.136.3 \
-    --hash=sha256:3d2a69bdf04b7e9f3afa292c3bc7a98816bbfafa10bc9b45f3f3700d2f761620 \
-    --hash=sha256:e487fae93ad408e6f47641ee4dfe389864fd7bec92e547ea8498fc13f43e83ab
+    # via
+    #   feast (pyproject.toml)
+    #   milvus-lite
+fastapi==0.138.0 \
+    --hash=sha256:b6f54fd1bd72c80b0f899f172c61a600f6f7af9b43d4d772a018f35624048cb0 \
+    --hash=sha256:d445a4877636ad191e7053e08c9bf98cb921a6756776848400bb773d1740c061
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -1253,9 +1249,9 @@ fastjsonschema==2.21.2 \
     --hash=sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463 \
     --hash=sha256:b1eb43748041c880796cd077f1a07c3d94e93ae84bba5ed36800a33554ae05de
     # via nbformat
-filelock==3.29.1 \
-    --hash=sha256:85199dfd706869641b72b2e8955d5416a4b2b7dc4b0e8e6d97b4cc1299a6983b \
-    --hash=sha256:d97e6b1b9757569626c58caa07dc4beb1613f4a2938b1e8cc81afca398906c9e
+filelock==3.29.4 \
+    --hash=sha256:10cdb3656fc44541cdf30652a93fb10ec6b05325620eb316bd26893e4201538a \
+    --hash=sha256:dac1648087d5115554850d113e7dd8c83ab2d38e3435dde2d4f163847e57b767
     # via
     #   datasets
     #   huggingface-hub
@@ -1274,9 +1270,9 @@ flask==3.1.3 \
     # via
     #   flask-cors
     #   mlflow
-flask-cors==6.0.2 \
-    --hash=sha256:6e118f3698249ae33e429760db98ce032a8bf9913638d085ca0f4c5534ad2423 \
-    --hash=sha256:e57544d415dfd7da89a9564e1e3a9e515042df76e12130641ca6f3f2f03b699a
+flask-cors==6.0.5 \
+    --hash=sha256:30c5031552cd59f620ac0c8211dac45b345d3b2df310e7721879e4f46ef9c601 \
+    --hash=sha256:68fcf75693e961f3af26683b23c4b9a8fb6b64de17d20d0c37b95e8de7ab2ed8
     # via mlflow
 fonttools==4.63.0 \
     --hash=sha256:032038247a96c1690f9f31e377c389383c902531b085aa4e4dabd6f57f870e69 \
@@ -1476,11 +1472,14 @@ fsspec[http]==2026.4.0 \
     #   dask
     #   datasets
     #   huggingface-hub
+    #   pyiceberg
     #   torch
 geomet==1.1.0 \
     --hash=sha256:4372fe4e286a34acc6f2e9308284850bd8c4aa5bc12065e2abbd4995900db12f \
     --hash=sha256:51e92231a0ef6aaa63ac20c443377ba78a303fd2ecd179dc3567de79f3c11605
-    # via cassandra-driver
+    # via
+    #   cassandra-driver
+    #   scylla-driver
 gitdb==4.0.12 \
     --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
     --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
@@ -1501,9 +1500,9 @@ google-api-core[grpc]==2.31.0 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.53.0 \
-    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
-    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
+google-auth[pyopenssl]==2.55.0 \
+    --hash=sha256:a17cef9dedf98c4ebae2fb0c48c8f75952c877cbc2efe09f329ef16c2783d88a \
+    --hash=sha256:fcd3a130f575fa36403d38774af1c64a4fbfbca09215f0589d2372b5119697cb
     # via
     #   databricks-sdk
     #   google-api-core
@@ -1522,9 +1521,9 @@ google-auth-oauthlib==1.4.0 \
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.1 \
+    --hash=sha256:159143c1b7248858f35549c09efea5d031c2883145623419ea7c505a50c0899a \
+    --hash=sha256:3c6878f424fc2b21f0bb414ca7262abd008465575a7b7c44c552105278a18914
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
@@ -1532,9 +1531,9 @@ google-cloud-bigquery-storage==2.39.0 \
     --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
     --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.38.0 \
-    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
-    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
+google-cloud-bigtable==2.39.0 \
+    --hash=sha256:4af2dd1babb799ee2509f9c7eb02904fdd841abc360a09f4ec3bc414dba7d2cc \
+    --hash=sha256:7f6ce53cc18beba84bdfc6eff4c3367bdaed16d46c5821e3189eb27cddeb6be6
     # via feast (pyproject.toml)
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -1626,58 +1625,58 @@ grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.81.0 \
-    --hash=sha256:0fba53cb96004b2b7fb758b46b2288cb49d0b658316a4e73f3ef67230616ee65 \
-    --hash=sha256:194eddfacc84d80f50512e9fd4ee851d5f2499f18f299c95aa8fb4748f0537e0 \
-    --hash=sha256:19f201da7b4e5c0559198abe5a97157e726f3abe6e8f5e832d4a50740f6dcc22 \
-    --hash=sha256:21ec30b9ea320c8207ea7cd05873ad64aa69fdd0e81b6758b3347983ba20b50a \
-    --hash=sha256:275144b0115353339dbb8a6f28a9cf8997b5bf40e37f8f66ac0b0ea57e95b43f \
-    --hash=sha256:300f3337b6425fd16ead9a4f9b2ac25801acb64aa5bc0b99eb69901645b2b1d2 \
-    --hash=sha256:3755c9669307cad18e7e009860fdea98118978d2300451bd8530a53048e741e7 \
-    --hash=sha256:3d4e0ce5a40a998cf608c8ba60ecfe18fdf364a9aa193ae4ac3faeecd0e86757 \
-    --hash=sha256:40edffb4ec3689373825d367c4457727047a6e554f03245265ecc8cc03215f22 \
-    --hash=sha256:43c121e135ae44d1559b430db2b2dfad7421cbbe40e1deba506c7dc62b439719 \
-    --hash=sha256:4e032feb3bfb4e2749b140a2302a6baa8ead1b9781ff5cf7094e4402b5e9372e \
-    --hash=sha256:5192857589f223e5a98ff0e31f6e551b19040e647d17bfe10116c8a2ce3b8696 \
-    --hash=sha256:57b3b0e73a518fa286959b40c3eddd02703504ca186e8b7b2945954519bd8b2c \
-    --hash=sha256:5e925a70fe99fe5794f7beca0ea034c75f068afcc356d79047e73f99cdcca34c \
-    --hash=sha256:62bbe463c9f0f2ff24e31bd25f8dd8b4bae78900e315915a3195a0ef1471a855 \
-    --hash=sha256:638ccc1b86f7540170a169cb900799b9296a1381e47879ce60b0de9d3db73d33 \
-    --hash=sha256:725801c7086d7e4cd160e42bb2f54e0aeb976b9568df3cc6f843b15d29b79fb1 \
-    --hash=sha256:77eb4e9fe61486bd1198cc7236ebb0f70e66234e63c0348f40bc2553ed16a88b \
-    --hash=sha256:7915a2e63acdc05264a206e1bddfd8e1fb8a29e406c18d72d30f8c124e021374 \
-    --hash=sha256:794e6aa648e8df47d8f908dc8c3b42347d04ec58438f1dcd4e445f09b4f6b0ce \
-    --hash=sha256:8226ba097eed660ef14d36c6a69b85038552bb8b6d17b44a5aa6f9abf48b8e08 \
-    --hash=sha256:87e33b7afcfb3585121b5f007d2c52b8c534104d18f556e840d35193ca2a9141 \
-    --hash=sha256:8bb1789c94322a13336a2b6c58d9c14d68f8628b6e24205a799c69f5bf8516ce \
-    --hash=sha256:8c0855a350886f713b9e458e2a10d208009dcaa849f574e39cd6067db1fe1279 \
-    --hash=sha256:909bb3222b53235498d2c5817a0596d82b0aaea490ba93fdf1b060e2938a543c \
-    --hash=sha256:97bbd623f7ded558fd4f7cb5a4f600c4d4de65c5dd364c83a5b14b2a10a2d3b5 \
-    --hash=sha256:98c6240f563178fc5877bd50e6ff274463e53e1472128f4110742450739659fa \
-    --hash=sha256:9f355384e5543ab77a755a7085225ecc19f32b76032e851cbd8145715d79dec8 \
-    --hash=sha256:a524cd530900bd24511fcb7f2ed144da4ea37711c4b094475d0bceca7a93a170 \
-    --hash=sha256:a5acd7efd3b1fe9b4eb0bcaaa1507eed68a0ad0678b654c3f7b464df9ba9dca5 \
-    --hash=sha256:a9351055f52660b58f3d4890ea66188b5134399f82b11aa0c55bd4b99eff5390 \
-    --hash=sha256:aa948712c8e5fa40ec250870bda14bc7578e1bb832a8912d9d2a0f720518edbe \
-    --hash=sha256:aaaa4f7f2057d795952e4eacf3f342be8b5b156992f6ac85023c8b98794ebd47 \
-    --hash=sha256:b4108e5d9d0f651b7eea749116181fe6c315b145661a80ec31f05ec2dbe21af7 \
-    --hash=sha256:b76ea9d55cd08fcdbda25d28e0f76679536710acb7fbd5b1f70cb4ac49317265 \
-    --hash=sha256:b8b025b6af43ee0ad4a70307025d77bcab5adde7c4597786010d802c203e9fc5 \
-    --hash=sha256:b93cee313cae4e113fbb3a0ce1ea5633db6f63cfde2b2dc1d817429026b2a50b \
-    --hash=sha256:c197e2ef75a442528072b29e9755da299110e8610e8bcbb59a6b4cf55384f005 \
-    --hash=sha256:c36f5d5e97944cbda2d4096b4ae262e6e68506246b61582acf1b8591607f3ccc \
-    --hash=sha256:c4fe218c5a35e1d87a5a26544237f1fa41dfd9cbd3c856b0810a30061f8b0aaf \
-    --hash=sha256:c6ff087cb1f563f47b504b4e29e684129fc5ae4863faf3ebca08a327764ee6cb \
-    --hash=sha256:cd78145b7f7784661c524624f3526c9c6f891b30a4b54cb93a40806d0d0d61e9 \
-    --hash=sha256:db217c2e52931719f9937bd12082cd4d7b495b35803d5760686975c285924bf8 \
-    --hash=sha256:dbdb99986548a7e87f8343805ef315fd4eb50ffaabf4fb1206e42f2542bb805d \
-    --hash=sha256:e4d053900a0d24b75d7521139a3872150301b3d6bde3bed5e12318fb25791e4d \
-    --hash=sha256:e7746ba3e6efc9e2b748eff59470a2b8684d5a9ec607c6580bcaa5be175820bc \
-    --hash=sha256:f345de40ef2e65f63645d53d251824e6070e07804827c5b00ec2e44555f9f901 \
-    --hash=sha256:f750a091fff3a3991731abc1f818bdc64874bb3528162732cb4d45f2e07821a6 \
-    --hash=sha256:f85570a016d794c29b1e76cf22f67af4486ddbe779e0f30674f138fa4e1769ec \
-    --hash=sha256:fbbe81314a9d92156abce8b62c09364eb8bafc0ca2a19919a45ec64b5c6cb664 \
-    --hash=sha256:ff83d889e3ebf6341c8c7864ad8031591ad5ca61599072fc511644d1eb962d2b
+grpcio==1.81.1 \
+    --hash=sha256:0490c30c261eded63f3f354979f9dc4502a9fb944cccb60cd9dc85f5a7349854 \
+    --hash=sha256:0a37165cc80b1a368384b383e63a4c38116a10467ae44c904d2d7468c4470ec2 \
+    --hash=sha256:12b7524c88d4026d3dcb7b0ebe16b6714f3b4af402ddd0f0639ab064a00c87c3 \
+    --hash=sha256:15641444eca4a29358107b3dceb74c1c6305c55c822fd199b458aaea4068a7fb \
+    --hash=sha256:1b22c80559854b789a01fd89e8929b3798a156c0829b5282a8939f33ad4115ad \
+    --hash=sha256:1e123f9b37edb8375fd74130d1f69c944bbf0a7b06761ae7211154b8759e94d2 \
+    --hash=sha256:24c8e57504c8f45b237e40b99262d181071e5099a07053695b75d97bb53053a0 \
+    --hash=sha256:2c2e2ae6867c2966b8daccc836d54a13218e0007e9a490aeb81dd05be64d22d7 \
+    --hash=sha256:30e825f6848d9f18bba350ed6c75c1b02a0b5184474a31db9a32b1fa66fd8c79 \
+    --hash=sha256:3768a5ff1b2125e6f552e561b6b2dca0e64982d8949689b4df145cf8b98d7821 \
+    --hash=sha256:3ad74f8bb1a18963914c5452d289422830b39459e8776ebbcd207be1fbfb1d94 \
+    --hash=sha256:410482da976329fe5f4067270401b12cf2bd552ff8020f054ecfaddb5475f9d6 \
+    --hash=sha256:428bec0161b48d8cf583c068591bc0016d0d9cfff52462b72b3884861ea768c5 \
+    --hash=sha256:506f48f2f9c29b143fca3dad7b0d518c188b6c9648c75a2ae6e2d9f2c13a060b \
+    --hash=sha256:58ad1131c300d3c9b933802b3cc4dc69d380822935ba50b28703156ea826fbf7 \
+    --hash=sha256:592b5fee597faa91cce2dd294dd7d9a1c83d76c4dbf877e33ec1adb866b2fbed \
+    --hash=sha256:61233fe8951e5c85dff81c2458b6528624760166946b5b47ea150a589168411f \
+    --hash=sha256:62481553b1793a27e9b9c3cf9e5bd483ef045ca72462592074b46d42b0c4d9b9 \
+    --hash=sha256:6282caffb41ec326d4cb67ca9cf53b739d1b2f975a2acb498c7418e9f7d9a416 \
+    --hash=sha256:69ef28e54fc85397f91b8c19592b8ef3d81952080366914823bd8572a2958120 \
+    --hash=sha256:6f9a0c9c1cc15c112d1c053064fd032b64917062292c3d70aea280e02ae10b77 \
+    --hash=sha256:6fa10a767143a5e82e8eaab53918af0cd8909a57a27f8cb2288b80a613ac671b \
+    --hash=sha256:766bc7c9a9c340342f4c864ccbda8e78111e4751f13b895812b9c148fb79e9d0 \
+    --hash=sha256:78e29211f26da2fdd0e9c6d2b79f489476140cf7029b6a64808ade7ca4156a42 \
+    --hash=sha256:819edbdcb42ab8598b494bcf0222684bbb7a3c772bd1b1f0be7e029a6063c28e \
+    --hash=sha256:85b10a45b8993d195c4f3ff57025b8d1e11834909ee475c403bfa60cb4caefaf \
+    --hash=sha256:88268ca418cacea64cecb0d1d600d3c6b3a8038fcba02e1e205178c5b1f47661 \
+    --hash=sha256:8b39472beafc0bdcafc4c8c73ad082ebfdb449d566897a61e7acb4fa88089115 \
+    --hash=sha256:8ea1936c26b99999b27479853039a7f34713f56c49375ad52b38535ec93a796c \
+    --hash=sha256:98a07f9bf591e3a8919797bee1c53f026ba4acd587e5a4404c8e57c9ec36b2a5 \
+    --hash=sha256:a185a04039df6cae8648bc8ab6d6fde7bf94f7188ecf7828e76ac52eef1e41d6 \
+    --hash=sha256:a35009284d0d3d5c2c9601c164a911b8b4331608d98a9a66d47d97bb2f522b70 \
+    --hash=sha256:a3acb384427816dd5d470f47e62137b87f74da694faa8a50147012cf40df276a \
+    --hash=sha256:aa2ba7d2ad6df4d80127cea65e5b8d5e2c3adbf153ff4804452836328aca7c54 \
+    --hash=sha256:b10e1ff4756ed27d5a29d7fc79cfce7ef1ff56ad20025b89bac7cf79e09abbbe \
+    --hash=sha256:b137f4bf3ada9dc44d411478decc6ff09a79ed30b306cd2abaa98408c3588137 \
+    --hash=sha256:b259a04a737cb3496be0901328eb8b7552ed8df4865d8c8f1cf1bffcfc0776a3 \
+    --hash=sha256:b427c19380991a4eaab2f6144b64b99b412043314c6bf4ab544f97bb31ee4190 \
+    --hash=sha256:bb693b1e3d9a2f3fd228e2110daf4b5aeedb36761ca1e4282f74725f6d89f611 \
+    --hash=sha256:c261d74b1a945cf895a9d6eccd1685a8e837531beaab782da4d630a8d12deffb \
+    --hash=sha256:c5bf2dc311127d91230cc79b92188c082634a06cf66c5234db49a43b910183b0 \
+    --hash=sha256:ca1cc11d82677b9662082e5478b7528e2b7db7beaa6bdff42bd62789d81be399 \
+    --hash=sha256:d4b2dddfc219f54f956ccd53cf76a1d338ffe68fc7f2849ec9c7feb9927ff692 \
+    --hash=sha256:d71d30f2d92f67d944631c523713934fee37292469e182ebcd2c1dd8a64ce53f \
+    --hash=sha256:d865db4a6318e1c1bea83292e0ed231090538fc4ca45425b0f0480eb338bbc6e \
+    --hash=sha256:e2aa72e3ce1770317ef534f63d397b55e130725f5149bd36077c3b539019db27 \
+    --hash=sha256:e3657301562ac3cb8018d30d0d3ebfa39932239f7b5703422057ef14b69949f5 \
+    --hash=sha256:e64dd101d380a115cc5a0c7856788adb535f1a4e21fc543775602f8be95180ae \
+    --hash=sha256:e8ca6a1fcdb2943c9cbc1804a1baf3acb6071d72a471591678ded84218006e14 \
+    --hash=sha256:edb59506291b647a30884b1d51a599d605f40b20af4a7dc3d33786a47a31de60 \
+    --hash=sha256:f9a0ebbe45c29b5e5866593c12b78bd9035f0f0f0d4bc8361680cd580d99db49
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -1692,76 +1691,77 @@ grpcio==1.81.0 \
     #   grpcio-status
     #   grpcio-testing
     #   grpcio-tools
+    #   milvus-lite
     #   pymilvus
     #   qdrant-client
-grpcio-health-checking==1.81.0 \
-    --hash=sha256:09f31674f1acdcf214bc4e640ebbbbef165b077a1fd64834795196d52bfdce39 \
-    --hash=sha256:1024304a85eecddb7a08cb16e157a36dd1c5b08bdabba09f844a71d7e47c994f
+grpcio-health-checking==1.81.1 \
+    --hash=sha256:cbc6a4171825ec64389de2f062d296ba129a5c27eefd0dd55fa837909184bdf9 \
+    --hash=sha256:ecc61480e25058a4a04e11e4ab6900ad7439b32e60a8ce4ece7d9f219221c85d
     # via feast (pyproject.toml)
-grpcio-reflection==1.81.0 \
-    --hash=sha256:5191db7aa6cab1b6981b0879fa44fdcdd43ba644f0301c40b976f813eb4eff06 \
-    --hash=sha256:85322a9c1ab62d9823b1262a9d78d653b1710b99b5764cdcef2673cfe352b9c1
+grpcio-reflection==1.81.1 \
+    --hash=sha256:3d7160000f5fdd0e241f9b1a3d402f15ebcd5f281be105b374a025f38c6434a8 \
+    --hash=sha256:d82fc4ac39dd5dcfd63e577075f6a68eac4a765e66a453914bbf57caf35665d0
     # via feast (pyproject.toml)
-grpcio-status==1.81.0 \
-    --hash=sha256:10eb4c2309db902dc26c1873e80a821bf794be772c10dfd83030f7f59f165fab \
-    --hash=sha256:b6fe9788cfdd1f0f63c0528a1e0bfdb41e8ff0583e920d2d8e8888598c01bb69
+grpcio-status==1.81.1 \
+    --hash=sha256:08072fa9995f4a95c647fc6f4f85e2411573d00087bcabdf30f260114338f232 \
+    --hash=sha256:9389a03e746017b10f0630c064289201458f3ce01f5d7ef4b0bebc1ef6cf82ad
     # via google-api-core
-grpcio-testing==1.81.0 \
-    --hash=sha256:32370bdffc0cd09abade928fd880f919bf070afe5d012a2de1412427b2dc1921 \
-    --hash=sha256:f754ea3efd110127920513f0177f31b5c9bcbdc7e4af9ac568d8b3a5684df3c6
+grpcio-testing==1.81.1 \
+    --hash=sha256:69792db25781cefd2479d12285ca6bebe589e2aa1d64b4b8d18cf35f58c6b810 \
+    --hash=sha256:f381121d7203f4380b1c01e6c8f15aa220bafdc372e8ed82eddf79a16149abcc
     # via feast (pyproject.toml)
-grpcio-tools==1.81.0 \
-    --hash=sha256:0034997767960644f0f4a2aecf35df5fc426d43fa5639dd1b8317da835bab2a4 \
-    --hash=sha256:012d580d98db189e4bd231a6529b162bc27a5f52c4854e2d21a4016edc47c760 \
-    --hash=sha256:019f05a17b5495d561603f75a74a4a76ad22456a95dc7623c7be4e4b44391b88 \
-    --hash=sha256:0733d773eca8cb461f4f2a1b79c64c123db9661be41b08184b81497b2b991ccb \
-    --hash=sha256:1e21049aeedd9d62e5e58146e5d00f3b75674d8d8d3cc69709ab950082be8421 \
-    --hash=sha256:1ecb833118bfa2c3051e534692f2b43f7c6db14e1eac9b1e7f6e66b6b6dc5074 \
-    --hash=sha256:23831f5c66038c5793cb5d2651120bc24a33705e1ce2887a88f54272b73b240f \
-    --hash=sha256:244619491a12d1f8d4119bb5930272827084a1e7caa8f9d5a0d4ca6595bb1dea \
-    --hash=sha256:283bb3465331a4034b14dce35425c47b0cfbd287b09a6e9d15c9f26fbb17e799 \
-    --hash=sha256:2a369a9e27fcb6279387744778d67a64551de82db0e9cf7e1e9451c22f719e07 \
-    --hash=sha256:33c579bf24040dbdce751e05b5bcedc13dafffa8f2dfa07193bc05960dc95b49 \
-    --hash=sha256:3401d6d4668c064c9ed344825fe97ff076cd8ba719a24e3d3c7169b604cbf00f \
-    --hash=sha256:374fe0435447f283e3c69f719ef1bc66f2e187a239ce25444b2de45cb3a6a744 \
-    --hash=sha256:3f1ac691debbdbf00e7635ecacf28647f48f67fb4b14120a4541c8bb0f8333ae \
-    --hash=sha256:404ca893d54f26fddb868bbd4a54b203fbf914264d26c52e2f2aff35851a9f72 \
-    --hash=sha256:40b7a17629e5c944c8ba98a438f051b9affaf30794e6e096578ba0030725f90c \
-    --hash=sha256:42e1eaa98199bd4f900f8af091e27aef804dd53b59c92adafcc9faabc0a92240 \
-    --hash=sha256:475286558410e4d0394fc8129559080c22835ece3c23cac194b46c5ad7d0fad1 \
-    --hash=sha256:4a8d9fdf42537cd1924f7e95013771aa73c89501ccf112b7517c22ca825be9f5 \
-    --hash=sha256:52687858c044a6a4dd3fc4049b012b131254a3061360d6de2f97c3e38a7aedd9 \
-    --hash=sha256:564624654f5a0377adc69f226f93ec5ff52715030c2f846af6c54ccc4ca2d225 \
-    --hash=sha256:5783b6758244f6eaceb41a0e651828824b0d0c92724ddf4b68879ced9bfd9b50 \
-    --hash=sha256:58e65dd13f7ffc25f5a9cd9890fddfd39b3c51e5c3c1acd987813b1dc1173704 \
-    --hash=sha256:5a7c89432a3b200be306e76307b866716663b4c71d7816bdf382af81e00abd51 \
-    --hash=sha256:5c5f44305786c1295320fed477f5673be4ca5f6ed1b31f8696f0791d4b12906d \
-    --hash=sha256:61d9ad6b5c0f3857663701bdc2cbb3da7f7d835ce9a8d597ffca443124a96894 \
-    --hash=sha256:677207d88b659048f63697c237bf650b123a7a1de36158db57176f84c5bca84a \
-    --hash=sha256:69f8355b723db7b5e26a3bff76f9deb3a407d22fe289bca486ccf95d6133cad0 \
-    --hash=sha256:760775f79bbefa321cd327fe1019a9d6ad0d93acb1ede7b7905c712679542fd7 \
-    --hash=sha256:78c2514bf172b20631685840fea0c5d1bec5518b649d0a498f6dd8f91dfce56a \
-    --hash=sha256:7af4faf34376c57f4f3c42aa05f065d3b10e774b8a8d8b27d659d5cc351e5c75 \
-    --hash=sha256:98b57a592a75553f4dd38db3993b037953245991b8df9f06927a8978962dcd82 \
-    --hash=sha256:a741007631248dd903f880b575a63c0662433ed4b966262ab0f437ea860c9b7e \
-    --hash=sha256:a87ea8056beea56b24353d27b7f0ab814daabb372aa517d2e179470e66fd8f6b \
-    --hash=sha256:b2b26111795d0e7a72fa483d377a75b57203edaac8bbbac1e9b8f174e7b01ff3 \
-    --hash=sha256:bac1c6ddc5eb3762257e773829b4e00ea7d0592f02498f27e5bdb75cd3182d69 \
-    --hash=sha256:bf19fdc8b6258fbf36ea65f5672206483ef4639a16d33e3367d77e4523b4089b \
-    --hash=sha256:bf2ffd98c754d54a5affddfe3a18d4822b972c5c37ca6a33a456c94e6f3dd82b \
-    --hash=sha256:d56060281599d87e66a0dc6840b68730d81c215dbb1b5c50882f819bc9b6aba5 \
-    --hash=sha256:d744ea354c9ca33ca17522436825e2842df9b731bcc924a73f4a7d205ed53006 \
-    --hash=sha256:dce33d09851bc15dead814bd9d21023bffdf0f838ecf65995a2456e5692831fd \
-    --hash=sha256:e5d241c694a226bada06dae9accc47c5c25e586f49464823498e84cff63eedea \
-    --hash=sha256:e9945945edc14022abab07caec0ebc16bf51219e586b4f008d09334cc479655c \
-    --hash=sha256:f02d796474e58bba879965d228874c2c34164b6a5d96c0faf6bf896a6c3d8a0b \
-    --hash=sha256:f1f407697873acbf1d961c6fb9223114a3e679938469d4186623b8b872dbdae0 \
-    --hash=sha256:f35da7b3b9537ecce9a5cfd967b1316a815378d5a3729e9ea556b22a14f6e315 \
-    --hash=sha256:f37ce0440e5dc563662da89d7d1edd20654e6fb615ada5c8027f15f881bd40d0 \
-    --hash=sha256:fa529a1f7a946cdb6881141a07d8fc8fb074af2fd17323e5f3530c8718101680 \
-    --hash=sha256:fbe12f98aeddfeaa74d3dbe41dc451f008edf3ab1b82eb62f7a61011003d4833 \
-    --hash=sha256:ffa74b84d201bea407f22e00ac0367f12df48a0073b0ffd9f3be9d8126a55245 \
-    --hash=sha256:ffb1e507f9849ee013473f732b1ca5d732457f9b1d0d298efe8a77c33bb65d3a
+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==26.0.0 \
     --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
@@ -1788,32 +1788,32 @@ hazelcast-python-client==5.6.0 \
     --hash=sha256:834b87076a47c781ef80bdcb522b86abc75ff28992dfe384e47f669f06cabb18 \
     --hash=sha256:e2cec409068990ca9b4381fe97160cc2375412334782bef45ab4c8fe4d10536c
     # via feast (pyproject.toml)
-hf-xet==1.5.0 \
-    --hash=sha256:1e60df5a42e9bed8628b6416af2cba4cba57ae9f02de226a06b020d98e1aab18 \
-    --hash=sha256:2806c7c17b4d23f8d88f7c4814f838c3b6150773fe339c20af23e1cfaf2797e4 \
-    --hash=sha256:2baea1b0b989e5c152fe81425f7745ddc8901280ba3d97c98d8cdece7b706c60 \
-    --hash=sha256:3531b1823a0e6d77d80f9ed15ca0e00f0d115094f8ac033d5cae88f4564cc949 \
-    --hash=sha256:4b35549ce62601b84da4ff9b24d970032ace3d4430f52d91bcbb26c901d6c690 \
-    --hash=sha256:526345b3ed45f374f6317349df489167606736c876241ba984105afe7fd4839d \
-    --hash=sha256:5906bf7718d3636dc13402914736abe723492cb730f744834f5f5b67d3a12702 \
-    --hash=sha256:5f3dc2248fc01cc0a00cd392ab497f1ca373fcbc7e3f2da1f452480b384e839e \
-    --hash=sha256:73a0dae8c71de3b0633a45c73f4a4a5ed09e94b43441d82981a781d4f12baa42 \
-    --hash=sha256:786d28e2eb8315d5035544b9d137b4a842d600c434bb91bf7d0d953cce906ad4 \
-    --hash=sha256:7d70fe2ce97b9db73b9c9b9c81fe3693640aec83416a966c446afea54acfae3c \
-    --hash=sha256:872d5601e6deea30d15865ede55d29eac6daf5a534ab417b99b6ef6b076dd96c \
-    --hash=sha256:8dbcbab554c9ef158ef2c991545c3e970ddd8cc7acdcd0a78c5a41095dab4ded \
-    --hash=sha256:9929561f5abf4581c8ea79587881dfef6b8abb2a0d8a51915936fc2a614f4e73 \
-    --hash=sha256:9a0ee58cd18d5ea799f7ed11290bbccbe56bdd8b1d97ca74b9cc49a3945d7a3b \
-    --hash=sha256:a60290ec57e9b71767fba7c3645ddafdd0759974b540441510c629c6db6db24a \
-    --hash=sha256:b285cea1b5bab46b758772716ba8d6854a1a0310fed1c249d678a8b38601e5a0 \
-    --hash=sha256:b6c9df403040248c76d808d3e047d64db2d923bae593eb244c41e425cf6cd7be \
-    --hash=sha256:c799d49f1a5544a0ef7591c0ee75e0d6b93d6f56dc7a4979f59f7518d2872216 \
-    --hash=sha256:cf7b2dc6f31a4ea754bb50f74cde482dcf5d366d184076d8530b9872787f3761 \
-    --hash=sha256:dad0dc84e941b8ba3c860659fe1fdc35c049d47cce293f003287757e971a8f56 \
-    --hash=sha256:e0fb0a34d9f406eed88233e829a67ec016bec5af19e480eac65a233ea289a948 \
-    --hash=sha256:e5de0f6deada0dada870bb376a11bcd1f08abf3a968a6d118f33e72d1b1eb480 \
-    --hash=sha256:f7b7bbae318e583a86fb21e5a4a175d6721d628a2874f4bd022d0e660c32a682 \
-    --hash=sha256:fd6e5a9b0fdac4ed03ed45ef79254a655b1aaab514a02202617fbf643f5fdf7a
+hf-xet==1.5.1 \
+    --hash=sha256:0c97106032ef70467b4f6bc2d0ccc266d7613ee076afc56516c502f87ce1c4a6 \
+    --hash=sha256:3474760d10e3bb6f92ff3f024fcb00c0b3e4001e9b035c7483e49a5dd17aa70f \
+    --hash=sha256:4f561cbbb92f80960772059864b7fb07eae879adde1b2e781ec6f86f6ac26c59 \
+    --hash=sha256:51ef4500dab3764b41135ee1381a4b62ce56fc54d4c92b719b59e597d6df5bf6 \
+    --hash=sha256:6071d5ccb4d8d2cbd5fea5cc798da4f0ba3f44e25369591c4e89a4987050e61d \
+    --hash=sha256:6208adb15d192b90e4c2ad2a27ed864359b2cb0f2494eb6d7c7f3699ac02e2bf \
+    --hash=sha256:6762d89b9e3267dfd502b29b2a327b4525f33b17e7b509a78d94e2151a30ce30 \
+    --hash=sha256:6abd35c3221eff63836618ddfb954dcf84798603f71d8e33e3ed7b04acfdbe6e \
+    --hash=sha256:6f7a04a8ad962422e225bc49fbbac99dc1806764b1f3e54dbd154bffa7593947 \
+    --hash=sha256:8298485c1e36e7e67cbd01eeb1376619b7af43d4f1ec245caae306f890a8a32d \
+    --hash=sha256:892e3a3a3aecc12aded8b93cf4f9cd059282c7de0732f7d55026f3abdf474350 \
+    --hash=sha256:93d090b57b211133f6c0dab0205ef5cb6d89162979ba75a74845045cc3063b8e \
+    --hash=sha256:94e761bbd266bf4c03cee73753916062665ce8365aa40ed321f45afcb934b41e \
+    --hash=sha256:97f212a88d14bbf573619a74b7fecb238de77d08fc702e54dec6f78276ca3283 \
+    --hash=sha256:a93df2039190502835b1db8cd7e178b0b7b889fe9ab51299d5ced26e0dd879a4 \
+    --hash=sha256:bf67e6ed10260cef62e852789dc91ebb03f382d5bdc4b1dbeb64763ea275e7d6 \
+    --hash=sha256:c6b6cd08ca095058780b50b8ce4d6cbf6787bcf27841705d58a9d32246e3e47a \
+    --hash=sha256:d48199c2bf4f8df0adc55d31d1368b6ec0e4d4f45bc86b08038089c23db0bed8 \
+    --hash=sha256:dbf48c0d02cf0b2e568944330c60d9120c272dabe013bd892d48e25bc6797577 \
+    --hash=sha256:e1af0de8ca6f190d4294a28b88023db64a1e2d1d719cab044baf75bec569e7a9 \
+    --hash=sha256:e78e4e5192ad2b674c2e1160b651cb9134db974f8ae1835bdfbfb0166b894a43 \
+    --hash=sha256:e7dbb40617410f432182d918e37c12303fe6700fd6aa6c5964e30a535a4461d6 \
+    --hash=sha256:f4ad3ebd4c32dd2b27099d69dc7b2df821e30767e46fb6ee6a0713778243b8ff \
+    --hash=sha256:f61e3665892a6c8c5e765395838b8ddf36185da835253d4bc4509a81e49fb342 \
+    --hash=sha256:f7b3002f95d1c13e24bcb4537baa8f0eb3838957067c91bb4959bc004a6435f5
     # via huggingface-hub
 hiredis==3.4.0 \
     --hash=sha256:02298551060cbfe17b1acb02e9d066eadd51e37357369736f8fc1f5533875255 \
@@ -2005,9 +2005,9 @@ httpx-sse==0.4.3 \
     --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
     --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
     # via mcp
-huey==3.0.1 \
-    --hash=sha256:5de8ff852021da670efe8d4d78db8719c0255ebbde0772766a0114f997ea61f6 \
-    --hash=sha256:83ca54fa77c4ee27349393212fc13088142244f491be903f620a9e46e8fca4ce
+huey==3.0.3 \
+    --hash=sha256:1a17fef95fc8432f75413f1b77439cef5f3493c1ddbfba9151756b31a1b2dad3 \
+    --hash=sha256:d1c687734778b8282c035a943eead8368c1736bb28abc006596fbbc01bdc96dc
     # via mlflow
 huggingface-hub==0.36.2 \
     --hash=sha256:1934304d2fb224f8afa3b87007d58501acfda9215b334eed53072dd5e815ff7a \
@@ -2066,9 +2066,9 @@ 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 \
@@ -2123,9 +2123,9 @@ 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 \
@@ -2149,7 +2149,6 @@ jsonschema[format-nongpl]==4.26.0 \
     --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
     --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
     # via
-    #   feast (pyproject.toml)
     #   altair
     #   docling-core
     #   great-expectations
@@ -2162,9 +2161,15 @@ jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-jupyter-client==8.9.0 \
-    --hash=sha256:23c0c182e1901ffdab96b5a02cb7bc6f0b04524fd7fc43688a14c4ff2308fb77 \
-    --hash=sha256:a0efc16adcec2bb6669d2cf91e3ba5337b338bd1ecd0d9c70940752fcb1144b2
+jupyter-builder==1.0.2 \
+    --hash=sha256:6155d78a5325010532a6419ffcba89eac643fd1aa56ea83115e661924d6f6aab \
+    --hash=sha256:b024f65d36e1d530542db597b00dd513261aa59842e0d0fbbb1015a9f1935e9c
+    # via
+    #   jupyterlab
+    #   notebook
+jupyter-client==8.9.1 \
+    --hash=sha256:0b7a295bc46e8751e9adae84781f726c851c1d911bd793edc4a3bde942e3da81 \
+    --hash=sha256:a58f730dd9e728ba16ba1d62ebccf7ffe1ebbdbce4e95cfae941b7321ae1f4fa
     # via
     #   ipykernel
     #   jupyter-server
@@ -2174,6 +2179,7 @@ jupyter-core==5.9.1 \
     --hash=sha256:ebf87fdc6073d142e114c72c9e29a9d7ca03fad818c5d300ce2adc1fb0743407
     # via
     #   ipykernel
+    #   jupyter-builder
     #   jupyter-client
     #   jupyter-server
     #   jupyterlab
@@ -2188,9 +2194,9 @@ jupyter-lsp==2.3.1 \
     --hash=sha256:71b954d834e85ff3096400554f2eefaf7fe37053036f9a782b0f7c5e42dadb81 \
     --hash=sha256:fdf8a4aa7d85813976d6e29e95e6a2c8f752701f926f2715305249a3829805a6
     # via jupyterlab
-jupyter-server==2.19.0 \
-    --hash=sha256:1731236bc32b680223e1ceb9d68209a845203475012ef68773a81434b46a31a7 \
-    --hash=sha256:cb76591b76d7093584c2ad2ae72ac3d58614a4b597507a1bb04e1f9f683cf9ea
+jupyter-server==2.20.0 \
+    --hash=sha256:b5778ba337d8015a3dc2b80803ecdd5ac18d3797fddf61a50ea5fb472b4ebe14 \
+    --hash=sha256:c3b67c93c471e947c18b5026f04f21614218adb706df8f48227d3ee8e0a7cdcc
     # via
     #   jupyter-lsp
     #   jupyterlab
@@ -2201,9 +2207,9 @@ jupyter-server-terminals==0.5.4 \
     --hash=sha256:55be353fc74a80bc7f3b20e6be50a55a61cd525626f578dcb66a5708e2007d14 \
     --hash=sha256:bbda128ed41d0be9020349f9f1f2a4ab9952a73ed5f5ac9f1419794761fb87f5
     # via jupyter-server
-jupyterlab==4.5.8 \
-    --hash=sha256:7d514c856d0d607601ec7692374da4f26e2aaf3b6e7cd363136b422a50588d6c \
-    --hash=sha256:af54d7242cc689a1e6c3ad213cc9b6d9781787d9ec67c52ec9a8f4707088cadd
+jupyterlab==4.6.0 \
+    --hash=sha256:6a8b88f2aae7ed4d012c634fc957c1a27f3aa217c32f0ced0175fac9ee17f9e5 \
+    --hash=sha256:b6938cb8a1ef3d43860ff4745a680c62cc0a9385f9672295bb56cd2e7cfeebe2
     # via notebook
 jupyterlab-pygments==0.3.0 \
     --hash=sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d \
@@ -2739,41 +2745,39 @@ matplotlib-inline==0.2.2 \
     # via
     #   ipykernel
     #   ipython
-mcp==1.27.2 \
-    --hash=sha256:8e02db104096d1c25b28e64bde29a5c32b31bc241710213e12fd4d84985bdfef \
-    --hash=sha256:d6ff5160c6ca65d93013626efb3fc249de683c30b2d8570755ceddd490344de5
+mcp==1.28.0 \
+    --hash=sha256:559d3f9943674cafbe5744c5d3794f3237e8b47f9bbc58e20c0fad680d8487c2 \
+    --hash=sha256:9c1e7cf3a9125557e418ecd4fed8e9adddce81b0dfdae4d6601d700f5beb71a4
     # via 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
+milvus-lite==3.0 \
+    --hash=sha256:2c35d0d046b1faae3402cde1fb73d65f51ee8c6aba65f54de1dda46f7bb18b9b \
+    --hash=sha256:d9a094eab84bdaa4253da3721482282c939da1cce6f4e1759f947e8d3e53406e
     # via feast (pyproject.toml)
 minio==7.2.11 \
     --hash=sha256:153582ed52ff3b5005ba558e1f25bfe1e9e834f7f0745e594777f28e3e81e1a0 \
     --hash=sha256:4db95a21fe1e2022ec975292d8a1f83bd5b18f830d23d42a4518ac7a5281d7c5
     # via feast (pyproject.toml)
-mistune==3.2.1 \
-    --hash=sha256:78cdb0ba5e938053ccf63651b352508d2efa9411dc8810bfb05f2dc5140c0048 \
-    --hash=sha256:7c8e5501d38bac1582e067e46c8343f17d57ea1aaa735823f3aba1fd59c88a28
+mistune==3.3.2 \
+    --hash=sha256:a678a56387d487db7368ede4647cb2ba1deff22ce61f92343e4ebe0ddfce4f2d \
+    --hash=sha256:e12ee4f1e74336e91aa1141e35f913b337c40bdf7c0cc49f21fb853a27e8b62f
     # via
     #   great-expectations
     #   nbconvert
-mlflow==3.13.0 \
-    --hash=sha256:7ca9cb2f623f300dabadaf5e985c85af77c5db3d7c36f56769d22c101b132f6c \
-    --hash=sha256:a95198d592a8a15fad3db7f56b228acc9422c09f0daa7c6c976a9996ab73c3e2
+mlflow==3.14.0 \
+    --hash=sha256:5a1f818fa003035c724162096ce3ded7bc7bc47a1cae595df6173961983f4718 \
+    --hash=sha256:dbf77f7cdb5b5c0ec59b4671c61730b1b914b4dff7a2892e267a547cb5454f56
     # via feast (pyproject.toml)
-mlflow-skinny==3.13.0 \
-    --hash=sha256:ced3d9a580564fae093d14732df8531fb180574f6483d4c642b6083879eb86fc \
-    --hash=sha256:d2273bfa21f776359f7d6ab2267967e3a6732a5fb00996ad433d0e777dfa3b71
+mlflow-skinny==3.14.0 \
+    --hash=sha256:a4880e086365871ef9d78e727a34ea5fb1ce615689579998d48e8c65ee1665a9 \
+    --hash=sha256:e50f4506422c7737157ae6643c165122af7898345f2e828fa93c4f10128653cf
     # via mlflow
-mlflow-tracing==3.13.0 \
-    --hash=sha256:2f8187ce2b1af7419be71d2d8ab5fec53d207d4b8d703cd15e5db64939098d72 \
-    --hash=sha256:42c435b0fdcab00f1865cab4a52f7a85a2a08d68a959f36bcf90a1c9fe65db0a
+mlflow-tracing==3.14.0 \
+    --hash=sha256:854488dd18068f15e2a56f1cc7b8868c611d09ea39068d0a691a3f07e0048cae \
+    --hash=sha256:c2f701e001d35964f23fbbdfdda36c818a76c157b912ae83781199fd714be09a
     # via mlflow
 mmh3==5.2.1 \
     --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
@@ -2883,7 +2887,9 @@ 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
@@ -2910,69 +2916,73 @@ 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 \
@@ -3200,9 +3210,9 @@ 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 \
@@ -3235,9 +3245,9 @@ nodeenv==1.10.0 \
     --hash=sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827 \
     --hash=sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb
     # via pre-commit
-notebook==7.5.7 \
-    --hash=sha256:1f95f79d117e47d20b5555b5c85a397d2cfecf136978aaab767cf0314b09165b \
-    --hash=sha256:d6d59288a25303b25e1dcb71e9b017ec3a785f7d92f38b9bc288ca1970d5b0a8
+notebook==7.6.0 \
+    --hash=sha256:98aa2811b54ac191321d5dfce12ca700f8a511a33a26e4de2fa106a357c43d6a \
+    --hash=sha256:ea13e79e601bf273074895fdfb17dd3f2da916d3c045e0b9c47d18b16ab62481
     # via great-expectations
 notebook-shim==0.2.4 \
     --hash=sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef \
@@ -3316,6 +3326,7 @@ numpy==2.2.6 \
     #   ibis-framework
     #   imageio
     #   matplotlib
+    #   milvus-lite
     #   mlflow
     #   opencv-python-headless
     #   pandas
@@ -3345,8 +3356,8 @@ opencv-python-headless==4.13.0.92 \
     --hash=sha256:a7cf08e5b191f4ebb530791acc0825a7986e0d0dee2a3c491184bd8599848a4b \
     --hash=sha256:eb60e36b237b1ebd40a912da5384b348df8ed534f6f644d8e0b4f103e272ba7d
     # via easyocr
-openlineage-python==1.48.0 \
-    --hash=sha256:107f460e5836f5a2d618c3b30f816ee5cd18974c7be899c86cac879a379b54c9
+openlineage-python==1.50.0 \
+    --hash=sha256:90edf51b3a42046c6d5aa663eed394a5853b2e0c2f9d3e9019df18014c5a20b2
     # via feast (pyproject.toml)
 openpyxl==3.1.5 \
     --hash=sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2 \
@@ -3538,7 +3549,6 @@ packaging==26.2 \
     #   pandas-gbq
     #   pytest
     #   ray
-    #   safetensors
     #   scikit-image
     #   skops
     #   snowflake-connector-python
@@ -3801,9 +3811,9 @@ pre-commit==3.3.1 \
     --hash=sha256:218e9e3f7f7f3271ebc355a15598a4d3893ad9fc7b57fe446db75644543323b9 \
     --hash=sha256:733f78c9a056cdd169baa6cd4272d51ecfda95346ef8a89bf93712706021b907
     # via feast (pyproject.toml)
-prettytable==3.17.0 \
-    --hash=sha256:59f2590776527f3c9e8cf9fe7b66dd215837cca96a9c39567414cbc632e8ddb0 \
-    --hash=sha256:aad69b294ddbe3e1f95ef8886a060ed1666a0b83018bbf56295f6f226c43d287
+prettytable==3.18.0 \
+    --hash=sha256:439217116152244369caf3d9f1caf2f9fe29b03bd79e88d2928c8e718c95d680 \
+    --hash=sha256:b3346e0e6f79180833aebaac088ae926340586cf6d7d991b9eb125b65f72313a
     # via skops
 prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
@@ -4164,6 +4174,7 @@ pyarrow==24.0.0 \
     #   deltalake
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
     #   mlflow
     #   pandas-gbq
     #   snowflake-connector-python
@@ -4285,6 +4296,7 @@ pydantic==2.13.4 \
     #   mlflow-skinny
     #   mlflow-tracing
     #   pydantic-settings
+    #   pyiceberg
     #   qdrant-client
 pydantic-core==2.46.4 \
     --hash=sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0 \
@@ -4408,9 +4420,9 @@ pydantic-core==2.46.4 \
     --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
     --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.1 \
-    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
-    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
     # via
     #   docling
     #   docling-core
@@ -4430,6 +4442,37 @@ pygments==2.20.0 \
     #   nbconvert
     #   rich
     #   sphinx
+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
@@ -4442,9 +4485,8 @@ pyjwt[crypto]==2.13.0 \
 pylatexenc==2.10 \
     --hash=sha256:3dd8fd84eb46dc30bee1e23eaab8d8fb5a7f507347b23e5f38ad9675c84f40d3
     # via docling
-pymilvus==2.6.15 \
-    --hash=sha256:329a20fed7eb78607306ec80289f55151d9238bcfd3ecc61605b653c268326aa \
-    --hash=sha256:c9e67810b40973d917010c176c6c07d3221a8c65b577bd924ae74fb222da8500
+pymilvus==3.0.0 \
+    --hash=sha256:57c8e7c87fbbf579f122b4df893949bc78e50bca2988527864891bd544817b05
     # via feast (pyproject.toml)
 pymongo==4.17.0 \
     --hash=sha256:0ff6bd2f735ab5356541e3e57d5b7dbfbc3f2ee1ccb10b6b0f82d58af69d1d8e \
@@ -4654,13 +4696,16 @@ pyodbc==5.3.0 \
 pyopenssl==26.2.0 \
     --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
     --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
-    # via snowflake-connector-python
+    # via
+    #   google-auth
+    #   snowflake-connector-python
 pyparsing==3.3.2 \
     --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
     --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
     # via
     #   great-expectations
     #   matplotlib
+    #   pyiceberg
 pypdfium2==4.30.0 \
     --hash=sha256:0dfa61421b5eb68e1188b0b2231e7ba35735aef2d867d86e48ee6cab6975195e \
     --hash=sha256:119b2969a6d6b1e8d55e99caaf05290294f2d0fe49c12a3f17102d01c441bd29 \
@@ -4682,6 +4727,93 @@ pyproject-hooks==1.2.0 \
     # via
     #   build
     #   pip-tools
+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==4.1.2 \
     --hash=sha256:fa5d6159f700d0990a07f4f62df1b7449401dccee9cd7d5d6df8957530841602
     # via feast (pyproject.toml)
@@ -4896,6 +5028,7 @@ python-dateutil==2.9.0 \
     #   moto
     #   openlineage-python
     #   pandas
+    #   strictyaml
     #   trino
 python-docx==1.2.0 \
     --hash=sha256:3fd478f3250fbbbfd3b94fe1e985955737c145627498896a8a6bf81f4baf66c7 \
@@ -5023,6 +5156,7 @@ pyyaml==6.0.3 \
     #   pre-commit
     #   ray
     #   responses
+    #   scylla-driver
     #   timm
     #   transformers
     #   uvicorn
@@ -5299,6 +5433,7 @@ requests==2.34.2 \
     #   moto
     #   msal
     #   openlineage-python
+    #   pyiceberg
     #   pymilvus
     #   python-keycloak
     #   ray
@@ -5340,12 +5475,13 @@ 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 \
@@ -5483,54 +5619,48 @@ ruamel-yaml==0.17.17 \
     --hash=sha256:9751de4cbb57d4bfbf8fc394e125ed4a2f170fbff3dc3d78abf50be85924f8be \
     --hash=sha256:9af3ec5d7f8065582f3aa841305465025d0afd26c5fb54e15b964e11838fc74f
     # via great-expectations
-ruff==0.15.16 \
-    --hash=sha256:197c207ed75ffba54a0dec23db4aa939a27a3053073e085e0042433cbdc58e4a \
-    --hash=sha256:1e15bc8c94513dae2a40cc9ef07c94fdd4ecc9e29dabebeebe170f952322c9e3 \
-    --hash=sha256:3a39fec45ab316cc23e7558f23fea4a70403ddb5648ea9a4a3854a16973d0071 \
-    --hash=sha256:408256017284eddf98fff77b29aa4fb30f586042d535b2d9befc6512f400aaec \
-    --hash=sha256:4e4215bc938bc3c8215c1472c1aa437e310fee20cd427335fec9d7e609563628 \
-    --hash=sha256:528c68f39a91498a8d50e91ff5985df3d105782bab49cc378e73ac26bff083e8 \
-    --hash=sha256:580378f7bd4aa25f72e74aa54948a9622f142b1e509521dd10902e886681cc1e \
-    --hash=sha256:6ac3c0b3969cc6cf6b158c4e2f8f682acb58e7d700d8a44b65ecdc72d66ab0b2 \
-    --hash=sha256:7c8d26be963b090f10e29abc8b3e74a2a321f6fa34e02424e30b5af89350ecbb \
-    --hash=sha256:7ed55c58950df60589a9a7a5d2f8fa5f54ebd287163be805adfe6ee95a9de123 \
-    --hash=sha256:8cd61783afb39638a7133ef0d2dfb1e91277593962f81b5a8423eb0b888a6121 \
-    --hash=sha256:a267c46ba1593fc26b8eecbea050b39d40c0b6bb7781ee11c90a02cd10032951 \
-    --hash=sha256:ba93191d79003116b95128c9d306e045200fdbd0bccb782b110f3cd1d4abc5cf \
-    --hash=sha256:bb27515fa6240fb586ae82b901a59e67d24acff86f2190b433dc542fe0435aeb \
-    --hash=sha256:c6ee4b90520630120ef032aa5cc10db483852dff950e78b1d717e2993a61ac8d \
-    --hash=sha256:d05e78d38c78caf020b03789e25106c93017db5a0cb6e2819885018c61343b78 \
-    --hash=sha256:d482feaf51512b50f9790ceb417a56a61dd1e9d9bf967662b9ed27c01b34f53a \
-    --hash=sha256:f198cf4123602a2280ed46c307bcbafe41758d6fee5b456b6b6058ca1514b3b4
+ruff==0.15.18 \
+    --hash=sha256:01a754cd6a1b630d3f97e33eb452cf7a98040482318e870f8bc52a5a30e62657 \
+    --hash=sha256:02299e6e9fa5b297a3f6d5d10d7bcd655c925b028bb8b9d4588214549c6b9ec4 \
+    --hash=sha256:08d4c86a68f2c3ec2c9d56380a71fb4a4f65373055cbb8caabd645e9102f38d4 \
+    --hash=sha256:2186d9e940ae332ab293623a75b5f4fe49565f449954d50a72a046683aa6b809 \
+    --hash=sha256:2330215f1f393fa8733f55edce04fcf94c36a2c460fcde31f78cc84e4951e9b1 \
+    --hash=sha256:2698a964c70e8bf402dcb99c8810472d270d141e7aa8c4e13599fd52033a2f33 \
+    --hash=sha256:37e5108745c2c0705da916d7d4de533ddf547051ef45f62888c31bae73f66318 \
+    --hash=sha256:3fccc153a85417dcd976883160cacce486997b0a0058dd18f54b8aaaac7d1ce2 \
+    --hash=sha256:56949a6ce8b3abde54c0bcb22cebfe57e8771cadc84b407ae8b8eaf67ebdcd43 \
+    --hash=sha256:5a2c40a41a4cadbcf5897b548ab29dfe248b20c540961c0247d98a3973c70403 \
+    --hash=sha256:5c2abf140438032bc77b2284a6c9944ecd8a19e5f1c7b52b1b8e4a0a80d19a7a \
+    --hash=sha256:5f0480ce690cbb6c4db6e5d08f19fce98e10ba131a8b60c1bcdac42771e3ae2d \
+    --hash=sha256:6ba7a07e03a44dbf10bb086ee06705b173625014ec99f73a7e6836a5e5590a0c \
+    --hash=sha256:8b6850172348c8381b8b3084c5915a4393c2373b9b54cd5b5e1ea15812bc10df \
+    --hash=sha256:a6aa6a3d979e48ae617578183674bf264fbe7d0114a796a26bd678d67963c7ff \
+    --hash=sha256:a81beadbbff2c9c245561ae3f77b16709d87f35eec650d0501679239d3449b22 \
+    --hash=sha256:b2c9257fcbd4a3e5b977a1904e6facca016bafe2edc17df24db67cfaee03b4e4 \
+    --hash=sha256:dac80dc8d26b2257dbefabed62f5d255c3937b4ccb122da1fc634794fa3578b3
     # via feast (pyproject.toml)
 s3transfer==0.17.1 \
     --hash=sha256:042dd5e3b1b512355e35a23f0223e426b7042e80b97830ea2680ddce327fc45e \
     --hash=sha256:5b9827d1044159bbb01b86ef8902760ea39281927f5de31de75e1d657177bf4c
     # 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
@@ -5653,6 +5783,43 @@ scipy==1.15.3 \
     #   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
@@ -5661,9 +5828,9 @@ send2trash==2.1.0 \
     --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c \
     --hash=sha256:1c72b39f09457db3c05ce1d19158c2cbef4c32b8bedd02c155e49282b7ea7459
     # via jupyter-server
-sentence-transformers==5.5.1 \
-    --hash=sha256:02b7740dfc60bdbbcb6061625f5d97a5c1a4e2d3baac5f9391b912bb5eae2290 \
-    --hash=sha256:4fe11d433badc5282d32f7fc08bc714216b7a5aca426f9df77a45a554756deb7
+sentence-transformers==5.6.0 \
+    --hash=sha256:0e7164d051e416c1853ade7c274ff52af3f9da0f4be7f0b83d734c27699e1057 \
+    --hash=sha256:d2075b5e687a1611005e20ab04a6846994d51adfcf39610aed066af3c0c0b81f
     # via feast (pyproject.toml)
 setuptools==80.10.2 \
     --hash=sha256:8b0e9d10c784bf7d262c4e5ec5d4ec94127ce206e8738f29a437945fbc219b70 \
@@ -5671,11 +5838,11 @@ 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 \
@@ -5843,97 +6010,98 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.50 \
-    --hash=sha256:03f4323c980ad0e918cc9e5369b015f759f4e534db5bbaf4dc36832c10d05064 \
-    --hash=sha256:06a9210bdc5f4298cff0781087e2ff45683922252dacc452846373a58761f093 \
-    --hash=sha256:0a31c5963d58d3e3d11c5b97709e248305705de1fdf51ec3bf396674c5898b7e \
-    --hash=sha256:0e104e196f457ec608eb8af736c5eb4c6bc58f481b546f485a7f9c628ee532be \
-    --hash=sha256:0f5e4ac70e9e757f6b3e87c0491ff034442ecd8dfd36d041a50564c322dafc0e \
-    --hash=sha256:0fe7822866f3a9fc5f3db21a290ce8961a53050115f05edf9402b6a5feb92a9f \
-    --hash=sha256:0fec460e18cdbb4c7773531122ce9a27e96c6ca17af3933941d94da475ad2c86 \
-    --hash=sha256:110fdac56ace278949f00de805edacbd6141e382d992f9ba28238b3a0827a600 \
-    --hash=sha256:1208050441471d003b7c8cb4054fb084f185cf35ac3f0ea270803865bca9939a \
-    --hash=sha256:13b85b20f9ab714a666df9d8e72e253ec33c16c7e1e375c877e5bf6367a3e917 \
-    --hash=sha256:15708c613cd5005b7dffe1f66ee6a63ee8f5e46799f71c70ebad74178c676a39 \
-    --hash=sha256:1918a3cf564d16d95bca7301005f41ab2ad50b07cd3b9da50d3ed986db148d6a \
-    --hash=sha256:1aa6e403663a9c43c8fef7ce4bdb4cf48bcd8d352e91deda2a99f963270bd508 \
-    --hash=sha256:1c5f858fe79c9f5d8fda065c06186356acb7f8df3cd52dbd5ee3f200e4b144f5 \
-    --hash=sha256:1fbd55a969d7ac44a98e3dec75016074f809fa08f871585ace58dde110d1bf3e \
-    --hash=sha256:23ae23d8b9d344d30d0a92f06d45825024a5790f1c1dd4cf452636a50d3e58cb \
-    --hash=sha256:27b7062af702c61994e8806ad87e42d0a2c879e0a8e5c61c7f69d81dabe24fdf \
-    --hash=sha256:287086e67275a212c4582d166a6fb03a65ccc5551d80866270ce0dd9f34eccd3 \
-    --hash=sha256:2b9dcc43afef8ac157cd92fce96985d6b8b0cfbd3df4d666f66b4d55a75d202f \
-    --hash=sha256:2c1920cde9d741ba3dda9b1aa5acd8c23ea17780ccfb2252d01878d5d0d628d3 \
-    --hash=sha256:2dab927761d9108550f0cf8e66ff21af56f907a0ce0a689793db615e2b55f62c \
-    --hash=sha256:31648fa14460537e768a7303b078e4344d208e0d23e06867c1f376a227ed82db \
-    --hash=sha256:3699dac4be410e97049a1658e9480da9cde956594aa0f3aebc60b88f21c5ba70 \
-    --hash=sha256:3d10700bd519573f6ce5badbabbfe7f5baea84cdf370f2cbbfb4be28dfddbf1d \
-    --hash=sha256:409a8121b917116b035bedc5e532ad470c74a2d279f6c302100985b6304e9f9e \
-    --hash=sha256:47b71b933e7b4ebad407c8fdfd70d2c4f08b78b3238bb30eebdd6eb32ca51b89 \
-    --hash=sha256:4a8e8af330cbb3a1931d3d6c91b239fc2ef135f7dd471dfa34c575028e0b1fa8 \
-    --hash=sha256:51b637a84f9fa35ae1f9017e786cb142974a25305085e1b378b3647a67f65ad3 \
-    --hash=sha256:545eae198d37bcf837a10ede3684e2af32458d6f35c597c35c2de7502dc38fc4 \
-    --hash=sha256:60922d6599065ddca2c6f376b9aa2f41a6b85a271725e0909490bbc50b1998a5 \
-    --hash=sha256:66e374271ecb7101273f57af1a62446a953d327eec4f8089147de57c591bbacc \
-    --hash=sha256:68b154b08088b4ec32bb4d2958bfbb50e57549f91a4cd3e7f928e3553ed69031 \
-    --hash=sha256:6c206aec519a2e7bd08abbfb33436e325fd22c632d9c21a9047e376ce241646e \
-    --hash=sha256:724f3dcbe53dd0151e3cb5e7ec4ba4c620bede579caacd16275dc35ce06e8615 \
-    --hash=sha256:7af6eeb84985bf840ba779018ff9424d61ff69b52e66b8789d3c8da7bf5341b2 \
-    --hash=sha256:7b1ddb7b5fc60dfa9df6a487f06a143c77def47c0351849da2bcea59b244a56c \
-    --hash=sha256:7e36efdcc5493f8024ec873a4ee3855bfd2de0c5b19eba16f920e9d2a0d28622 \
-    --hash=sha256:83a9fce296b7e052316d8c6943237b31b9c00f58ca9c253f2d165df52637a293 \
-    --hash=sha256:8b53784972ade4f8174b9aa661f31a06f8a936d2cfdd602913ff3c6dd40ae873 \
-    --hash=sha256:8f00e3eb43ba30eb1b238ee03a8a62309486d1321eda3328bb611e0340033ad8 \
-    --hash=sha256:92064363517a3ff8212b5a93b8c62876579d8dfd1ca5b561335f30152d884fa9 \
-    --hash=sha256:9602c07b03e1449747ecb69f9998a7194a589124475788b370adce57c9e9a56e \
-    --hash=sha256:96fbee6b19c19cd1556c8bf9419447cf2ec149ffcab7ab64348c23e54ef8547f \
-    --hash=sha256:9d1af51558029a156a70986b7df88f042b3d158d7c8d8fb5072912d4b32d89c7 \
-    --hash=sha256:adc0fe7d38d8c8058f7421c25508fcbc74df38233a42aa8324409844122dce8f \
-    --hash=sha256:af5607d11ef90fd6a5c0549fe0045dce1663d427426bcfb506dcb5346a85a3b9 \
-    --hash=sha256:b00098cdbdbd38c7be3d568b0c9c3122b8c0ec62b911b57cd5e6e0254d60a76d \
-    --hash=sha256:bef4ac756363227ef6402a75fee025a4bc690f92328e825868939b3b3a446a6d \
-    --hash=sha256:c4e70c46fad30c3bcc6a4708bc0130a3173e11a5b25f0ea4a9d8911b450f1f52 \
-    --hash=sha256:c5c3cdb753a9004183e1ccb634b41611654c989e61bc68617ce878e46d6f1e51 \
-    --hash=sha256:c966932507a4d7d0a37314927dbfcd89720e3f37d2a1e3352e7ae7939fa8e8a0 \
-    --hash=sha256:e195687f1af431c9515416288373b323b6eb599f774409814e89e9d603a56e39 \
-    --hash=sha256:e6e814658818fd165e749e3d8490ef16cc7f379a118c37ada8b0589ffbaaac22 \
-    --hash=sha256:e8e1b0f6a4dcd9b4839e2320afb5df37a6981cbc20ff9c423ae11c5537bdbd21 \
-    --hash=sha256:ea1a8a2db4b2217d456c8d7a873bfc605f06fe3584d315264ea18c2a17585d0b \
-    --hash=sha256:eefd9a03cc0047b14153872d228499d048bd7deaf926109c9ec25b15157b8e23 \
-    --hash=sha256:f96233858e3df43932ac11589e22520da6e8aeb624b03fedfeebb0e8ea213086 \
-    --hash=sha256:faffef4bcc20a1892e65e155293d99d60855bbbc79250ab712819cfd56a8e6bb
+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]==30.9.0 \
-    --hash=sha256:20bed04b6482bf13560206cae517f451f46c321e04956ad71271ed1f12ce8802 \
-    --hash=sha256:59b5f74f4d391e32e6980e8cd23cca8d47beac3c0140b711ead9ed05a824a8b5
+sqlglot[rs]==30.11.0 \
+    --hash=sha256:1a23c6e2adb41da61fda46b1848d2fa26341d447fc0f0cd5ca21160362100991 \
+    --hash=sha256:cffdee57d1f2f5472dc9f13087e618cf795841172b7d5ef78b63a051a52d2710
     # via
     #   feast (pyproject.toml)
     #   ibis-framework
-sqlglotc==30.9.0 \
-    --hash=sha256:197f30830a4c40d39655e9d97c91b179dcd1c88635d34d5281a15536cb04030e \
-    --hash=sha256:3f132418f0facde6319611dbaf4d47b6f8a7ca37527cda5337f7253ddbd0f62d \
-    --hash=sha256:45e65c77a2a3887934d16421db019a1081403ddc4d2ec359d61971d0ace8f48a \
-    --hash=sha256:46f004fda92af8676577171e2172892aced1ec7baa1388b26b25be37e980164f \
-    --hash=sha256:54788de9eac748135afc322e0385a040296fb6e35fabd213f3387e09821eab50 \
-    --hash=sha256:65a84bc3cca32acef23f3b7366cd85eece18536eac41bd364a87d64fcee97470 \
-    --hash=sha256:7848eb58afdf74e056cf3fbbc8ea4c70b94e6a106d967c7abc628ed8f2acefc8 \
-    --hash=sha256:8060a9446768b810d4f89e1263b04ffdacc67a2c1711aa4af9e7d22be4ac59ed \
-    --hash=sha256:88c98db55e0f673f4bd80f2662a07bc234e9a37d321a1044ca6ff2f3598d42db \
-    --hash=sha256:955c58c5fe0b555304fed58c5bf960a27211cfba2fb0ff0ead6a8253a35b6e17 \
-    --hash=sha256:ab1763090f60581bdabf304c86ef465d3b019244c0b7610db15562bb52688d70 \
-    --hash=sha256:b7d8aff3f33f2930dbdc6b7de875d3c22414528755631f3183d1e982fd7ae255 \
-    --hash=sha256:c4879678e5bca435245951669ce8790651e9806760fbbbe48772440c9f392b43 \
-    --hash=sha256:d57133358daec2003a86f533ca5c38306680cdc60d71e3d25174b182da667b45 \
-    --hash=sha256:d98f26796bc4ab5f0fc2c9ac5eae9dc6ca2d8793abcdffab0a3f8937f9d27ff0 \
-    --hash=sha256:e1829f6d77b1de1c7481ea289ee1615c1ca9e37149cbd20663742bd42f1cfe2a \
-    --hash=sha256:e1c79d46e1733a53c97a78fea76cad6e45e922058afa948e60b796b3546182a3 \
-    --hash=sha256:ee104e4781b4ee656c7461056e8a1ca34dcd0256ade5db5bb8d5eaf4b470ac12 \
-    --hash=sha256:f932992dea9fbdf797cc40da1752e2df423867d0e5de98663f0136822224293e \
-    --hash=sha256:faa3ec4c15894d70341390db2a0b890c92f57c79a0398f7f954f345aea59060a \
-    --hash=sha256:fcea2b7d0dca702f2c0f0af41da8552c39a749f2e63d66757c947f97344ab11f
+    #   sqlglotc
+sqlglotc==30.11.0 \
+    --hash=sha256:20e662593a96c0086edc46b336bc772d213901fd09add99a3326661793ba7018 \
+    --hash=sha256:2f4bcc7b76634171edccc13aabba9c1bea51f97caf2187daacbe433004058dc3 \
+    --hash=sha256:2f6741bff8c92777ecdd05f97d5dcd61614c05b1a01dbf7b10198dfd176060d6 \
+    --hash=sha256:349e6b1e79baefebeda9ea457bb06a8f348aaacf0fc39c2f4b6a54ddef19cbb4 \
+    --hash=sha256:3fb6b4aa751485d5415539762ff16668978436eff946de51985d811c23aba1d4 \
+    --hash=sha256:44eb032a8ebd50bd7d835024f5f50363e1720fbbed1710bca8160f26ebeab59b \
+    --hash=sha256:5c36388963d82aacb4287c7859cc40a08c15fa0dfaf0ad055679b53ba602016b \
+    --hash=sha256:64f0a3d05a92aef5911a2aed058af3195ea08a11a68b3d7befe6dd04d3c2aa66 \
+    --hash=sha256:6ce71f4d31459df966f3752848f397e254ff5d4e2772594e539e23cff0f2bbc8 \
+    --hash=sha256:742c108c8089d39280c229eb7a57838fc907f3b01620de948502b2f3211cf301 \
+    --hash=sha256:76734c1684663fa2899a990446562c635c7057cc431bc1c79920e26423727488 \
+    --hash=sha256:8c6ed84d557772880a082ef29d18b0c2cfee2d177e6528b30df2b7eaf6adb585 \
+    --hash=sha256:9c1cdfc5544cc4e23d31b966f007cc2be16e697cef86b97cba2ffd246f344256 \
+    --hash=sha256:a2cbeec4ec4591268585e5ad5f55fbee30ccd68227b5d2f77d483cdd63b65963 \
+    --hash=sha256:a357a6bf6321796c8506520340feb5052bf76c658a2455aabbbdd7d85c8fd5da \
+    --hash=sha256:ba16b178d2ad9ab1eac38fb1415434abecaf342d3a487c3128649fe8c0d1e500 \
+    --hash=sha256:ba3a0f215ba81c276759a4e6331f8af1948d803d38c3f5ed684119c5d6f1d82a \
+    --hash=sha256:d49533b4a851f3603ecba9a724c32f227bca90cc0034b8a3ad66acdbde759a90 \
+    --hash=sha256:d5759b32f0492f5196f7611f9f5233ff636e91441d9b5cd2309c939cd532f11c \
+    --hash=sha256:eedab4e58c2baa2bf6b9864505aaf7bdbde92c0370854dfdbce5a3cf72bc4be4 \
+    --hash=sha256:ff9d1917f5238e6d8261c79bc911726787220fa85805beca348a36d4aecc71f8
     # via sqlglot
 sqlglotrs==0.13.0 \
     --hash=sha256:6b934a244b16f26fca50974328a2ebc7689583c59f06203cebb46e2e6e8d93a7 \
@@ -5954,23 +6122,27 @@ sqlparse==0.5.5 \
     --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba \
     --hash=sha256:e20d4a9b0b8585fdf63b10d30066c7c94c5d7a7ec47c889a2d83a3caa93ff28e
     # via mlflow-skinny
-sse-starlette==3.4.4 \
-    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
-    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
+sse-starlette==3.4.5 \
+    --hash=sha256:83072538bc211a2f68b7b0422226c4af3e9b62e106e07034664b832ca019842a \
+    --hash=sha256:e71bad53323f65573c3864a6c3bd0c1eb6e5f092b2e48082b0c35927d19ca296
     # via mcp
 stack-data==0.6.3 \
     --hash=sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9 \
     --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
     # via ipython
-starlette==1.2.1 \
-    --hash=sha256:4de0082d08c8f6764a85a54cf1120d6939507a19905c7768acad2a9f875d2b89 \
-    --hash=sha256:9b9b5ebb992e67d6093741e63c2f59e4f6fff986f81163c087867bd7b924b3f6
+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
@@ -5985,16 +6157,18 @@ 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==4.15.0rc3 \
-    --hash=sha256:2a9dad9a10ef1aff91c3df43b7387768ed16616d83bc591b92cefd54d3426faf \
-    --hash=sha256:9e8a1ca7b15d3cbd907dec45d5823f512a01b67cc22d9db6af86fa41b47e561b
+testcontainers==4.15.0rc4 \
+    --hash=sha256:42e26bf7b26b65ed9357b6c58217688519050326cb625c5f04ed09641ae613f1 \
+    --hash=sha256:bf1be1f33b7e20d1d515c10d0df03ddb23fe35a208cb25cef131d80f1799da2b
     # via feast (pyproject.toml)
 threadpoolctl==3.6.0 \
     --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb \
@@ -6162,7 +6336,9 @@ tomli==2.4.1 \
     #   build
     #   coverage
     #   fastapi-mcp
+    #   jupyter-builder
     #   jupyterlab
+    #   milvus-lite
     #   mypy
     #   pip-tools
     #   pytest
@@ -6180,35 +6356,31 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-torch==2.12.0 \
-    --hash=sha256:10802fd383bbfed646212e765a72c37d2185205d4f26eb197a254e8ac7ddcb25 \
-    --hash=sha256:10ee1448a9f304d3b987eb4656f664ba6e4d7b410ca7a5a7c642199777a2cf88 \
-    --hash=sha256:1834bd984f8a2f4f16bdfbeecca9146184b220aa46276bf5756735b5dae12812 \
-    --hash=sha256:2140e373e9a51a3e22ef62e8d14366d0b470d18f0adf19fdc757368077133a34 \
-    --hash=sha256:3fee918902090ade827643e758e98363278815de583c75d111fdd665ebffde9f \
-    --hash=sha256:415c1b8d0412f67551c8e89a2daca0fb3e56694af0281ba155eaa9da481f58b4 \
-    --hash=sha256:4b4f64c2c2b11f7510d93dd6412b87025ff6eddd6bb61c3b5a3d892ea20c4756 \
-    --hash=sha256:5d6b560dfa7d56291c07d615c3bb73e8d9943d9b6d87f76cd0d9d570c4797fa6 \
-    --hash=sha256:5f96b63f8287f66a005dd1b5a6abba2920f11156c5e5c4d815f3e2050fd1aa16 \
-    --hash=sha256:6a7512adfdd7f6732e40de1c620831e3c75b39b98cef60b11d0c5f0a76473ec5 \
-    --hash=sha256:864392c73b7654f4d2b3ae712f607937d0dbb1101c4555fbb41848106b297f39 \
-    --hash=sha256:891c769072637c74e9a5a77a3bc782894696d8ffec83b938df8536dee7f0ba78 \
-    --hash=sha256:8b958caff4a14d3a3b0b2dfc6a378f64dda9728a9dad28c08a0db9ce4dafb549 \
-    --hash=sha256:8fbef9f108a863e7722a73740998967e3b074742a834fc5be3a535a2befa7057 \
-    --hash=sha256:90dd587a5f61bfe1307148b581e2084fc5bc4a06e2b90a20e9a36b81087ff16b \
-    --hash=sha256:a43ac605a5e13116c72b64c359644cce0229f213dde48d2ae0ae5eb5becf7feb \
-    --hash=sha256:a6a2eebb237d3b1d9ad3b378e86d9b9e0782afdea8b1e0eba6a13646b9b49c07 \
-    --hash=sha256:af68dbf403439cae9ceaeaaf92f8352b460787dcd27b92aa05c40dd4a19c0f1e \
-    --hash=sha256:b41339df93d491435e790ff8bcbae1c0ce777175889bfd1281d119862793e6a2 \
-    --hash=sha256:b4556715c8572758625d62b6e0ae3b1f76c440221913a6fb5e100f321fb4fb02 \
-    --hash=sha256:c12592630aef72feaf18bd3f197ef587bbfa21131b31c38b23ab2e55fce92e36 \
-    --hash=sha256:c66696857e987efb8bc1777a37357ec4f60ab5e8af6250b83d6034437fa2d8f3 \
-    --hash=sha256:cf9839790285dd472e7a16aafcb4a4e6bf58ec1b494045044b0eefb0eb4bd1f2 \
-    --hash=sha256:d47e7dee68ac4cd7a068b26bcd6b989935427709fae1c8f7bd0019978f829e15 \
-    --hash=sha256:d4d029801cb7b6df858804a2a21b00cc2aa0bf0ee5d2ab18d343c9e9e5681f35 \
-    --hash=sha256:dd37188ea325042cb1f6cafa56822b11ada2520c04791a52629b0af25bdfbfd9 \
-    --hash=sha256:e2ad3eb85d39c3cab62dfa93ed5a73516e6a53c6713cb97d004004fe089f0f1f \
-    --hash=sha256:f7dfae4a519197dfa050e98d8e36378a0fb5899625a875c2b54445005a2e404e
+torch==2.12.1 \
+    --hash=sha256:107df6888624bdea41508f9aeb6149d9333c737a5530ceecb56c904e811369ae \
+    --hash=sha256:2af3d9cc866e0a15ae7635ff0a9c61d6624a353ad657f5bcd8d86c26cdc64693 \
+    --hash=sha256:2afbb2bdaa8a95040e733f05492ddf133c3967c9b7ce0abd218d704b6cab437d \
+    --hash=sha256:2de4e19b88a481482c6c75291f2d6a52eda3ce51f311b29aa9b68499c830c07c \
+    --hash=sha256:3867b861391701012adb2df93360efb88494dca245a185e3bb7624495cfe3f33 \
+    --hash=sha256:42cd7339bf266f14944710e8274be63e7e012bb937834a8d85a8327a9860eba6 \
+    --hash=sha256:649e4ced014ba646f76f8cb9c9726735a6323eb321b7919f942790a923f90921 \
+    --hash=sha256:6e29e7e74d05bda7d955c75e99459f878ebd970ef851b4057edbd3b34a5eb4a3 \
+    --hash=sha256:7973ccd3d2cd35c74449213f7bded199bec6c6247e705cbeda7407af79703d91 \
+    --hash=sha256:97eba061fcb042fed191400b15568990073d67eaacaa6ee9b7ca01dd8b790fe9 \
+    --hash=sha256:a513506cfda3c1c78dabeb6574c1597538c0254b3d39af174dde35d8177f4ce3 \
+    --hash=sha256:a7817f0f89a796d9de239d06f69faf5d7e19a6a5db6710a5ead777c912f9f50a \
+    --hash=sha256:c64ac4aac16be5e296dcd912305605804b203333c690bf98c55bc09494ee92ad \
+    --hash=sha256:c75e93173c700bccd6bfcc4a9d19ce242ab6dacd1f1781483027a16239b9e650 \
+    --hash=sha256:d2dd0f2c5f7ccbddaf34cade0deaf476808368f902b9cdb7f36a2ab42301bc0e \
+    --hash=sha256:dd15595f8fc764cffde8c6361a3beb6ef69a028c851b1b3e70e077f615980d4e \
+    --hash=sha256:e86550597877fb272ddc52db2f85b82cb601ea7bd932576a0340152cae2200b3 \
+    --hash=sha256:e9b6f7d2dd66ea87a3ae620069d31335d594c06effb1a383bdd21cfe61e44ece \
+    --hash=sha256:ec56e82be6a8b0c036771a77f7d32ad3c299770571af9815b3dafe61434389d5 \
+    --hash=sha256:ef81f503912effea2ce3d9b12a2e3a6ed488943e91271c90c7a829f60baf6aa2 \
+    --hash=sha256:f4afc8083dff08719edbea346644476e3cec0cf40ebe256be0ee5d5b7c7e8c0d \
+    --hash=sha256:f6dc4caf7eb4adb38a2d9f536b51db56310fdd1254e69a2d96767e1367c892b3 \
+    --hash=sha256:f92609e3b3ce72f25e2eb780d043ced2480c1a86c47c852604fc7a9108648386 \
+    --hash=sha256:fcb61ccd20784b62bdd78ec84238a5cfb383b4994902e03bac95505ab360884c
     # via
     #   feast (pyproject.toml)
     #   accelerate
@@ -6218,51 +6390,47 @@ torch==2.12.0 \
     #   sentence-transformers
     #   timm
     #   torchvision
-torchvision==0.27.0 \
-    --hash=sha256:0822b58d2c5d325cd0c7152b744acbd15f898c07572e2cfb70b075a865a4f6f9 \
-    --hash=sha256:1a6dd742a150645126df9e0b2e449874c1d635897c773b322c2e067e98382dfe \
-    --hash=sha256:1c01f0d1091ae22b9dfc082b0a0fe5faaf053686a29b4fb082ba7691375c73cf \
-    --hash=sha256:1c2db4bde82bc48ebff73436a6adf34d4f809448268a70d9a1285f5c8f92313d \
-    --hash=sha256:2664d06acd64d328aa7689b0d0c81ee31e240e9977d8768816b4be7c66c03211 \
-    --hash=sha256:2c037709072ca9b19750c0cbe9e8bb6f91c9a1be1befa26df33e281deccbd8c7 \
-    --hash=sha256:2c4099a15150143b9b034730b404a56d572efe0b79489b4c765d929cb4eac7f3 \
-    --hash=sha256:419c98a9275b27660cdce6d09080fd5974d1ec1d4a225f71439ebacb3b0c4e64 \
-    --hash=sha256:41d6dae73e1af09fa82ded597ae57f2a2314285acde54b25890a8f8e51b999d7 \
-    --hash=sha256:5bb82fc3c55daf1788621e504310b0a286f1069627a8742f692aebb075ef25a7 \
-    --hash=sha256:65772ff3ec4f4f5d680e30019835555dd239e7fefee4b0a846375fe1cb1592ef \
-    --hash=sha256:70f071c6f74b60d5fe8851636d8d4cd5f4fa29d57fd9348a87a6f17b990b95ba \
-    --hash=sha256:72bf547e58ddb948689734eed6f4b6a2031f979dba4fb08e3690688b392e929f \
-    --hash=sha256:7a9966a088d06b4cf6c610e03be62de469efa6f2cd2e7c7eed8e925ed6af59ac \
-    --hash=sha256:91f61b9865423037c327eb56afa207cc72de874e458c361840db9dcf5ce0c0eb \
-    --hash=sha256:9bb9251f64b854124efed95d02953a89f7e2726c3ca662d7ea0151129157297f \
-    --hash=sha256:a49e55055a39a8506fe7e59850522cab004efb2c3839f6057658889c1d69c815 \
-    --hash=sha256:aaafa6962c9d91f42503de1957d6fa349907d028c06f335bd95da7a5bc57147d \
-    --hash=sha256:aee384a2782c89517c4ab9061d2720ba59fd2ffe5ef89d0a149cc2d43abdf521 \
-    --hash=sha256:b4aacff70ea4b7377f996f9048989c850d221fef33658ddbcae42aa5bd4ca11a \
-    --hash=sha256:b4c6bb0a670dcba017b3643e21902c9b8a1cc1c127d602f1488fa29ec3c6e865 \
-    --hash=sha256:c1fac0fc2a7adf29481fc1938a0e7845c57ba1147a986784109c4d98f434ea8c \
-    --hash=sha256:c5121f1b9ab09a7f73e837871deb8321551f7eaeb19d87aa00de9191968eae44 \
-    --hash=sha256:c9f44e35e6ec01caedacce9e941a5bf21fe424403321efac2507a201273653c5 \
-    --hash=sha256:cbf89764fc76f3f17fbf80c12d5a89c691e91cb9d82c38412aaf0568655ffb19 \
-    --hash=sha256:dadea3c5ecfd05bbb2a3312ab0374f213c58bf6459cb059122e2f4dfe13d10ed \
-    --hash=sha256:df0c166b6bdf7c47f88e81e8b43bc085451d5c50d0c5d1691bc474c1227d6fed \
-    --hash=sha256:f44453f107c296d5446a79f7ac59733ad8bf5ddfa04c53805dfbae298a42a798
+torchvision==0.27.1 \
+    --hash=sha256:08aa33bc8e062cca32aefa90ac714916c5a855cbe1ab4c6148fc0453eb40ca5a \
+    --hash=sha256:0b6e3aa98b7433506bbce1d0d05cb13ec787fc6eb8c5fbd998b26ce05f047543 \
+    --hash=sha256:12deaee20d0d9dec6302025d3f93354266befeb692f5c50bca0137b395598b9e \
+    --hash=sha256:18bc906235bfa901c135acd239f05b8c8ab90d502830cf1ef2cba3301e1f8a23 \
+    --hash=sha256:448abfc3baba984da4577f737209e445da6be93e3b5f4799d90162bf61e3f485 \
+    --hash=sha256:68ba63b48af92f06db995adb23d8411993dba1dee705a4e92411b83a00930b7f \
+    --hash=sha256:8abb6d5cacd56486ca2240e5580750e53ac559412e472ea6a3cee83231a77ca7 \
+    --hash=sha256:916448be4b19676677b0dbf47d08f68b7955ea0abec7fc79340c31e217a824ba \
+    --hash=sha256:9edfb5a549fc2f30ccadb24eca907901e92e426c91a59316be6703a9360e5098 \
+    --hash=sha256:9f5ef59ad60e695796eca6b64e97cb9b21b9d5463cac5ac0ef86cfb72b6e5db9 \
+    --hash=sha256:a1d6a123009af59ad288459f579f67a65cbe8f59372dc7b97e41bc01a6a9b767 \
+    --hash=sha256:a726707e4cbe438fcc507d787af7acf6bca52de30bf4b03579f1dfc0675da829 \
+    --hash=sha256:a9ea9a8abdd23466a5f1c09523cb27dc61e36c16fc7e5e88b337ca54f530b1ef \
+    --hash=sha256:aabe47970a00a3c0574360bfbd4ca3d6162a51f3fa1283a29cd528018dd13088 \
+    --hash=sha256:ab2f8047c2da5bf6742fec6da86840e5feaeb0cea76930d0536f3520df31e166 \
+    --hash=sha256:ad8743a9c12c8c124ad0a1491e54c3ca0c749e91e374e3d92136060b22c9e0f4 \
+    --hash=sha256:ae3d49e57c4abc8eafc1a1971f80fc4948a6268fa69340737ca4466936def080 \
+    --hash=sha256:b3e9bc71854fddbf94ddb69ed8d88983945f3f28f78ee104214b0088669af66a \
+    --hash=sha256:b44ef28ad1963f8cba5bf82f3564c454c74be300df9f79efa43f773312d17d6c \
+    --hash=sha256:c2fd9902f23b56b6ac667213171672fb6c89287ff011918b04af053852a2c4eb \
+    --hash=sha256:d0b00ae58379e6c936ce4816b1b8b94cefb1bd1c2a88eccbadfc993de7a430ca \
+    --hash=sha256:d11da1ce8a5cc7fc527f2d5e0fe25efba93687897fe9339382b593910b1d1c6e \
+    --hash=sha256:d60311a6d08df905f9656a3a312f0a8f55f0d46321bc737bad30a8dec9644309 \
+    --hash=sha256:f3b57a984283896f15c9698562418282f828332886c77315bf269936e6ba0280
     # via
     #   feast (pyproject.toml)
     #   docling-ibm-models
     #   easyocr
     #   timm
-tornado==6.5.6 \
-    --hash=sha256:1c34cfab7ad6d104f052f55de06d39bbafc5885cfeb4da688803308dbcfa90b7 \
-    --hash=sha256:2543597b24a695d72338a9a77818362d72387c03ae173f1f169eadc5c91466ac \
-    --hash=sha256:385f35e4e22fb52551dfcda4cdc8c30c61c2c001aef5ddad99cdfe116952efd3 \
-    --hash=sha256:38bc01b4acacded2de63ae78023548e41ebe6fbed3ec05a796d7ae3ad893887e \
-    --hash=sha256:65fcfaafb079435c2c19dc9e07c0f1cf0fa9051759ed0a7d0a3ba7ea7f64919c \
-    --hash=sha256:6739bf1e8eb09230f1280ddbd3236f0309db70f2c551a8dbc40f62babdf82f79 \
-    --hash=sha256:8666946e70171b8c3f1fc9b7876fac492e84822c4c7f3746f4e8f8bc9ac92a79 \
-    --hash=sha256:9a365179fe8ff6b8766f602c0f67c185d778193e9bdd828b19f0b6ed7764177d \
-    --hash=sha256:b942e6a137fda31ff54bf8e6e2c8d1c37f1f50583f3ed53fb840b53b9601d104 \
-    --hash=sha256:db475f1b67b2809b10bb16264829087724ca8d24fe4ed47f7b8675cae453ef86
+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
@@ -6270,9 +6438,9 @@ tornado==6.5.6 \
     #   jupyterlab
     #   notebook
     #   terminado
-tqdm==4.68.0 \
-    --hash=sha256:b79a3ae57db4c870a55352e43abb33b329557cd75b1483028909286ff22a2c03 \
-    --hash=sha256:c627124266fe7904cabb70e88a940d75a06b889a0b11680307a67c18ce094f19
+tqdm==4.68.3 \
+    --hash=sha256:00dfa48452b6b6cfae3dd9885636c23d3422d1ec97c66d96818cbd5e0821d482 \
+    --hash=sha256:39832cc2def2789a6f29df83f172db7416cea70052c0907a57801c5f2fdccb03
     # via
     #   feast (pyproject.toml)
     #   datasets
@@ -6280,7 +6448,6 @@ tqdm==4.68.0 \
     #   docling-ibm-models
     #   great-expectations
     #   huggingface-hub
-    #   milvus-lite
     #   mpire
     #   semchunk
     #   sentence-transformers
@@ -6292,6 +6459,7 @@ traitlets==5.15.1 \
     #   ipykernel
     #   ipython
     #   ipywidgets
+    #   jupyter-builder
     #   jupyter-client
     #   jupyter-core
     #   jupyter-events
@@ -6477,6 +6645,7 @@ typing-extensions==4.15.0 \
     #   elasticsearch
     #   exceptiongroup
     #   fastapi
+    #   flask-cors
     #   graphene
     #   great-expectations
     #   grpcio
@@ -6529,9 +6698,9 @@ tzdata==2026.2 \
     #   arrow
     #   ibis-framework
     #   pandas
-tzlocal==5.3.1 \
-    --hash=sha256:cceffc7edecefea1f595541dbd6e990cb1ea3d19bf01b2809f362a03dd7921fd \
-    --hash=sha256:eb1a66c3ef5847adf7a834f1be0800581b683b5608e74f86ecbcef8ab91bb85d
+tzlocal==5.4.3 \
+    --hash=sha256:24ce97bb58e2a973f7640ec2553ab4e6f6d5a0d0d1aa9dc43bca21d89e1feb82 \
+    --hash=sha256:3a8c9bc18cf47e1dcde252ea0e6a72a6cde320a400b6ac6db1f1f8cccd553c00
     # via
     #   great-expectations
     #   trino
@@ -6546,6 +6715,7 @@ urllib3==2.7.0 \
     #   feast (pyproject.toml)
     #   botocore
     #   clickhouse-connect
+    #   databricks-sdk
     #   docker
     #   elastic-transport
     #   great-expectations
@@ -6734,9 +6904,9 @@ watchfiles==1.2.0 \
     --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
     --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
-wcwidth==0.7.0 \
-    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2 \
-    --hash=sha256:90e3a7ea092341c44b99562e75d09e4d5160fe7a3974c6fb842a101a95e7eed0
+wcwidth==0.8.1 \
+    --hash=sha256:f453740b1e4a4f3291faa37944c555d71056c4da08d59809b307ef4feba695c8 \
+    --hash=sha256:faf5b4a5366a72dc49cad48cdf21f52bdf63bdda995178e483ba247ff79089b9
     # via
     #   prettytable
     #   prompt-toolkit
@@ -6836,97 +7006,97 @@ widgetsnbextension==4.0.15 \
     --hash=sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366 \
     --hash=sha256:de8610639996f1567952d763a5a41af8af37f2575a41f9852a38f947eb82a3b9
     # via ipywidgets
-wrapt==2.2.1 \
-    --hash=sha256:036dfb40128819a751c6f451c6b9c10172c49e4c401aebcdb8ecf2aec1683598 \
-    --hash=sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624 \
-    --hash=sha256:05d5cb74d1b232ec8cfa130a8f900708699ff2491d97b8f85a4cdc5996294b85 \
-    --hash=sha256:07be671fa8875971222b0ba9059ed8b4dc738631122feba17c93aa36b4213e9a \
-    --hash=sha256:09ac16c081bebfd15d8e4dfa5bdc805990bbd52249ecff22530da7a129d6120b \
-    --hash=sha256:0d9ff006f420b2ec8296aa56ade43ea7da3e997e85769f0aafc5e0661aacb710 \
-    --hash=sha256:0f68f478004475d97906686e702ddbddeaf717c0b68ad2794384308f2dc713ae \
-    --hash=sha256:17de18fc12cea55b8a9587314cb830573e37fb33b247a7515696350863714188 \
-    --hash=sha256:1ae574d65c9fa8e86f64f6a7c2668f9fcd507b183e0e577619f504b883cb0a6c \
-    --hash=sha256:1c9934ea5d92957e3cd0adbc0845539dccfd62710ebe16195a8c66c53954db36 \
-    --hash=sha256:1d676ee388bc42a04d56dd7deb5605244dac2e35cc2fadbb43c9fa25bbd93508 \
-    --hash=sha256:1ffa9cfd4bdb581539951b14ae661ff20ed0c3599b3e911a131ee0ec5ac11337 \
-    --hash=sha256:2076d2335085eb09b9547e7688656fa8f5cf0183eab589d33499cd353489d797 \
-    --hash=sha256:211f595f8e7faae5c5930fcc64708f2ba36849e0ba0fd653a843de9fa8d7db77 \
-    --hash=sha256:24c52546acf2ab82412f2ab6fc5948a7fe958d3b4f070202e8dcdd865489eaf9 \
-    --hash=sha256:2d83966dc7f4f45e8b97b5933685ac2e6e67fc0e19246ea314bceb9a8970c956 \
-    --hash=sha256:2de9e20769fe9c1f6dcdc893c6a89287c5ccf8537c90b5de78aed8017697aad5 \
-    --hash=sha256:2e08688ab16525897da6589d56d0aebaf417bbe91c2d8e3b96203b1efa596e85 \
-    --hash=sha256:2f8c90c8afde51969487be4e1343ae049b268854877d415c2510baf833775052 \
-    --hash=sha256:368eac1e20fd0bb03dd3cc42bf9887154c3861b60989389ccb5fac032617d215 \
-    --hash=sha256:3aafea2975caef8ca49400640dde02cc7426e798f24870ed01f490bc3cffd32f \
-    --hash=sha256:3e2f02472a1cbbf3884b365714a810b5947134a95ad6952b554cb8cce9d492b0 \
-    --hash=sha256:3ffad790d9d11d8ecf9f17c4bb671a5b4089e4d8b575c46c5129597f41f836b0 \
-    --hash=sha256:401229e9d63ca09f9b8891ecf83798d26c11bbb445d11ed9f1836b6d4585b38a \
-    --hash=sha256:436addbc4bb4fc0a88c702577f51195d7d73683a7f3e0e5b253d8404d7847243 \
-    --hash=sha256:44255c84bc57554fed822e83e70036b51afa9edb56fc7ca56c54410ece7898c9 \
-    --hash=sha256:50972a1d974ea07725a7f6b1cec5f8759008afd030a0024843ebe7d52de47f2b \
-    --hash=sha256:5590d63f5243251641cf543009b4c9314a79d0598fdb8a8e4cfc918494536c53 \
-    --hash=sha256:585916e210db57b23543342c2f298e42331b617fd0c934caf5c64df44de8640e \
-    --hash=sha256:5f1845c2a8cc1180ccccfa45785dd06f562730d19ef75be180334254012b6283 \
-    --hash=sha256:5fa9bf3b9e66336589d03f42abce2da1055ad5c69b0c2b764852a8471c9b9114 \
-    --hash=sha256:61a0013344674d2b648bc6e6fe9828dd4fc1d3b4eb7523809792f8cb952e2f16 \
-    --hash=sha256:61acce4257a9883669703c525447c5b4c392edf0f987ae77ec32668440158f0e \
-    --hash=sha256:628f5220c7a904d5fc78f7075c8d7871433eb6d035c94728a22fdf85f193d2a8 \
-    --hash=sha256:64b7deeda4b70408e382328d8bbe52a256fe9bc63ae3db86d804608367e5422c \
-    --hash=sha256:6744f504375775d7609c82c8d3d94af1c9a6f05586984536905908ba905277b9 \
-    --hash=sha256:67a97e5b6c457f0cd3cfc19ebb2d84463e60c3ece754cc831e4281a3ca29bb18 \
-    --hash=sha256:69f2e9244542cb34dd59c7f073445b9e54ad9f3fce8d93606c368a1b499fc413 \
-    --hash=sha256:6ce32763ac31ce94fe9aada947e479b1975012bff166da409b4b9e4e376cf7e5 \
-    --hash=sha256:6f56a647e4eaf5f0ca40330fb070f566bdf9f7b0db89a1af20d71c28dcd7a0ab \
-    --hash=sha256:727ab4244622cd6ad2390f322642090c877d2e83a608d2653a7643ae5368d926 \
-    --hash=sha256:74d6a0c31472fe5d814917266b9f46495d7c61ed890af08b468acea92fb89a8d \
-    --hash=sha256:78b0aa6bfb7be8deed0ab23e7aa028cc5210c29bc2d32a04d52b50e517a7307e \
-    --hash=sha256:7975bc88ab4b0f72ef2a2d5ae9d77d87efb5ef95e8f8046242fa9afdaaf2030b \
-    --hash=sha256:7a4fdb9326aab4a5a477a1640e5ad786a8495901009d7e7b038371edd23a9d2b \
-    --hash=sha256:844c858fc3bb7eacc0ba8efa904935d16aac6a4470948ad1e7e55c9f5a2a665f \
-    --hash=sha256:87bacdaf225117a342a20d9c03438d701c02112f6e3f351ce9b7f32354f14797 \
-    --hash=sha256:8a983a603a18c8708f024f7f6991b2e66159219abbf894634c5056243c55f3cd \
-    --hash=sha256:8d1b4d0e0c2119587a31f5c029abd547e0c81d93b89d394566fe1588659eb579 \
-    --hash=sha256:9011395be8db1827d106c6449b4bb6dd17e331ff6ec521f227e4588f1c78e46f \
-    --hash=sha256:93fc2bf40cd7f4a0256010dce073d44eeb4a351b9bca94d0477ce2b6e62532b3 \
-    --hash=sha256:95821352042722cd9f1108874579a47989d0a7e12a37d87d2fc4af20fd99ab8a \
-    --hash=sha256:9907a4402ab6db12b7077a0ea5d7a4d028ecb22c8eee2b53527080d347cd1562 \
-    --hash=sha256:9a04c28c10ba7fd12842b109d2edb0678872a2fe65277ca4ff06a0d61edee245 \
-    --hash=sha256:9a5934eaea872e17936b5f45501eba5ab0bce9a74122e172b663d7c28c459c4a \
-    --hash=sha256:9b984d1eb252145d6302c1dbd5e87fc6d404d45531447c84eadec04bf1fcb027 \
-    --hash=sha256:9c210a6994b21aa9b29e81c8d11560e8fdab54c117e9cff37870d0a27bde1343 \
-    --hash=sha256:9d8f204c8e3a8bf9ece17e0a83d137fd807440977f8a5e762d59306795011440 \
-    --hash=sha256:a8f7176b83664af44567e9cc06e0d3827823fcc1a5e52307ebb8ac3aa95860b9 \
-    --hash=sha256:a9dec1aca52dddde7df94818310fa2fe79739c8f385b2014c4cb1035f5508199 \
-    --hash=sha256:ab5be648d5a0b86b7438864f8df3c705a65cef35a2fd3e5561e3e203167e0f27 \
-    --hash=sha256:abd621552ede77c4c69be7fac44ba911225b0c812b6ba604e5964cf98085b474 \
-    --hash=sha256:ac2745950b2bff80219c15ebf2fa9d8427eba7e249739f97e55c9d169e47e9e1 \
-    --hash=sha256:aed9658797d0b45d6c49adcfc6b41f66e6f2d0c6de3ec79e16cf4b1855df240f \
-    --hash=sha256:b6c0febfe38f22df2eb565c0ce8a092bb80411e56861ca382c443da83105423f \
-    --hash=sha256:b9cf53ba90717db2e292401de290776c498d4bbfb0d4a559ca2895db8b9dcb5c \
-    --hash=sha256:ba519b2d765df9871a25879e6f7fa78948ea59a2a31f9c1a257e34b651994afc \
-    --hash=sha256:c318a64b53d97b841d7b5e637517e50a27be64bc695128422953d4b21710954e \
-    --hash=sha256:c3723ff8eb8721f4daac98bc0256f15158e05316d5e52648ce9cebee434fbdd5 \
-    --hash=sha256:c754dafdf5aaf0b401b644a90a30046929a0dd1a536e0ff0ec959a59155d9c7f \
-    --hash=sha256:c803a3d331796255af51ba2c79ed0ac8275865b516c09e61f248d1e7aff31ce9 \
-    --hash=sha256:c8cc5094b08abeae52da9c73c8a32003623be691a5193df2f4e3eac3d557c394 \
-    --hash=sha256:cf3638274ab9d9b724c9baa0b4c04e132cd6faefb78b4dd3dd1a02a4bdaad41e \
-    --hash=sha256:d047f6498c973874ba08ac3f97c69a2c4b2211c8de6f4c205f75cb1c9522596e \
-    --hash=sha256:d2beb1c7cab10603aecdc42f8edd6ff013f9a32e4543474e38e6b77ce9975aeb \
-    --hash=sha256:d7f513d3185e6fec82d0c3518f2e6365d8b4e49f5f45f29640d5162d56a23b54 \
-    --hash=sha256:dd57607acc85678925940bd5df0385ff8332083a32fa8d7a43f8767f4997263c \
-    --hash=sha256:e0cb7e4dd71f4c32e5e84843cd3c4cd65dda034314004bbe1d7f99af2426ab80 \
-    --hash=sha256:e3677c7146ce694874941ba82b57092cc4875445aadf29d72807351023105143 \
-    --hash=sha256:e395f7bc31851ef9b612050368cb446e9bc14cd7454b025018980349caf25ae5 \
-    --hash=sha256:e422b2d647a65d6b080cad5accd09055d3809bdff00c76fba8dca00ca935572a \
-    --hash=sha256:ed55af48b3eb28f43228ca2306788892bcb629eb2b5c4876e2a3659872c2f17a \
-    --hash=sha256:ed928d0fda15fc0adc8d13305c8b3c0f2fba5b0669950c9e6d019d9162a3b3e8 \
-    --hash=sha256:f4e1a92032a39cd5e3c647ca57dbf33b6a1938fd975623175793f9dbb63236de \
-    --hash=sha256:f53ac9f3ef573326d009ed809beff4efcac6451931c2b8132586da4b9e53ff31 \
-    --hash=sha256:f5b9daf6b629fce418e0cc3dd0436eac045188fa35deadb7a7f3941d5b8203f9 \
-    --hash=sha256:f6518b94edb9150452e9aba08027d4cc293433753ec1fbefb4629a21cbc74181 \
-    --hash=sha256:f70db64e8266d7c45d3b735f2e08eeb434b5e03da9a479ae42b2e2e486a21a00 \
-    --hash=sha256:fafb4e739e43544d12cb4abd1605fd4683b6ca6a9ad682b7fd8f4d21973eafa8 \
-    --hash=sha256:fd0135d34387f5fd087d9be368ea77ea89cf2451dc1cd1c622d35021bcb3ab50
+wrapt==2.2.2 \
+    --hash=sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9 \
+    --hash=sha256:055e6fcfaa28e58c6a8c247d48b92be9d56f818b7068aa4f22b15b3343a09931 \
+    --hash=sha256:0788e321027c999bf221b667bd4a54aaefd1a36283749a860ac3eb77daed0302 \
+    --hash=sha256:07fdcb012821859168641acf68afad61ef9783cf37100af85f152550e9677194 \
+    --hash=sha256:09f811d43f6f33ec7515f0be76b159569f4057ab54d3e079c3204dddb90afa2a \
+    --hash=sha256:0abfd648dac9ac9c5b3aa9b523d27f1789046640b58dcd5652a720ddb325e1fc \
+    --hash=sha256:0ad520e6daa9bbf136f14de735474dbec7dcc0891f718e1d274ce8dc92e645af \
+    --hash=sha256:0e64826f920c42d9d9f87e8cc09ffae66c51ede12d59061a5a426deb9aa71745 \
+    --hash=sha256:0e7070c7472582e31af3dfc2622b2381a0df7435110a9388ed8db5ffbce67efb \
+    --hash=sha256:10adb01371408c6de504a6658b9886480f1a4919a83752748a387a504a21df79 \
+    --hash=sha256:11d95fc2fbad3163596c39d440e6f21ca9fccece74b56e30a37ac2fca786a07c \
+    --hash=sha256:173e5bb5ca350a6e0abab60b7ec7cdd7992a814cb14b4de670a28f067f105663 \
+    --hash=sha256:1fc7691f070220215cccb2a20836b9adbaecb8ff22ad47abe63de5f110994fac \
+    --hash=sha256:209112cafd963710a05d199aae431d79a28bc76eb8e6d1bbbb8ad24340722cae \
+    --hash=sha256:2252f77663651b89255895f58cc6ac08fcb206d4371813e5af61bb62d4f7689c \
+    --hash=sha256:25904acb9475f46c24fe0423dbc8fda8cc5fbc282ab3dc6e72e919748c53f4e9 \
+    --hash=sha256:26fc73a1b15e0946d2942b9a4426d162b51676338327dc067ccd8d2d76385f94 \
+    --hash=sha256:2cb07f414fab25dbe6b5c7398e1491423a5c81a6209533639969a6c928d474a4 \
+    --hash=sha256:2cd7181ab1c31192ff5219269830744b5a62020b3a6d433588c4f1c95b8f8bff \
+    --hash=sha256:2e096c9d39a59b35b63c9aacfbbbec2088ff51ff1fc31051acc60a07f42f273a \
+    --hash=sha256:305d4c247d61c4115794a169141823c62f719525ddb90b23aa332741c77d2c28 \
+    --hash=sha256:30f7424af5c5c345b7f26490e097f74a2ef45b3d08b664dc33571aee3bd3b56c \
+    --hash=sha256:3179a4db066b53d40562e368b12895440c8f0953b6543b89d6acc41c0273996e \
+    --hash=sha256:3442eee2a5798f9b451f1b2cd7518ce8b7e28a2a364696c414460a0e295c012a \
+    --hash=sha256:385cb1866f20479e83299af585375bfa0a4b0c6c9907a981483ea782ea8ae406 \
+    --hash=sha256:3a4eb7964ff4643d333c84f880bcf554652b2a1050aebc54ae696327f61acfaf \
+    --hash=sha256:3b686cfc008776a3952d6213cb296ed7f45d782a8453936406faa89eac0835ab \
+    --hash=sha256:3c4095803491f6ef72128914c28ec05bbad9758433bb35f6715a3e9c8e46fb2d \
+    --hash=sha256:3dc3dcfc2da95d501905f10dc11a0dc622e91d8cdd8bbfcb63ca54afd131e556 \
+    --hash=sha256:4250b43d1a129d947e083c4dc6baf333c9bb34edd26f912d5b0457841fc858ab \
+    --hash=sha256:4402f57c5f0d0579599858ffbdd9bf4e3f0972f51096f2bd6cc7dab6b76ee49e \
+    --hash=sha256:45c2f2768e790c9f8db90f239ef23a2af8e7570f25a35619ef902df4a738447f \
+    --hash=sha256:4b481fb0c40d9fd90a5809911208da700987d373a20a4709dc9e3944af7a6bec \
+    --hash=sha256:4bccea5cdecffa9dd70e343741f0e41e0a16619313d04b72f78bb525162ebcd0 \
+    --hash=sha256:518b0c5e323511ec56a38894802ddd5e1222626484e68efe63f201854ad788e5 \
+    --hash=sha256:5499236ad1dc116012e2a5dd943f3f31af12fce452128e2bbcbd55a7d3d4d14c \
+    --hash=sha256:55b9a899e6fff5444f229d30aa6e9ac92d2216d9d60f33c771b5d76a760d5f8e \
+    --hash=sha256:58f9f8d637c9a6e245c6ef5b109b67ec187d2faed23d1405656b51d96e0a5b56 \
+    --hash=sha256:5bad217350f19ce99ca5b5e71d406765ea86fe541628426772b657375ee1c048 \
+    --hash=sha256:5d0a142f7af07caeb5e5da87493162a7b8efa19ba919e550a746f7446e13fb30 \
+    --hash=sha256:62415fd095bc590b842b6d092f2b5d9ccbaeb7e0b28535c03dcea2718b48636b \
+    --hash=sha256:656593bb3f5529f03d27af4136c4d7b11990e470bcbc6fefa5ef218695bece55 \
+    --hash=sha256:6c99012a22f735a85eed7c4b86a3e99c30fdd57d9e115b2b45f796264b58d0bf \
+    --hash=sha256:6d1a6050405bf334be33bf66296f113563622972a34900ae6fa60fd283a1a900 \
+    --hash=sha256:6e7e45b43d3c774d244fe7264378f5a3f0f383bc55a54a9866434e524540110f \
+    --hash=sha256:6fe35fd51b74867d8b80174c277bd6bbf6a73e443f908129dc531c4b688a20d5 \
+    --hash=sha256:7d2f6573561fa05002e5ee71529f4ab0a7dffed3e45b51013fe6298fe2723c02 \
+    --hash=sha256:814f1bf3e0a7035f67a1db0cdaf5e2bbcaa4d7092db96673cfa467adeaab8591 \
+    --hash=sha256:8374eb6b1a58809211e84ff835a182bb17ab2807a5bfef23204c8cff38178a00 \
+    --hash=sha256:8417fd3c674d3c8023d080292d29301531a12daf8bd938dd419710dd2f464f2b \
+    --hash=sha256:8636809939152be6ae20a6cef0fed9fe60f411b47847d0426a826884b469e971 \
+    --hash=sha256:8ffbeaea6771a6eba6e6eeb09767864995726bc8240bb54baf88a9bb1db34d5c \
+    --hash=sha256:94b00b00f806eb3ef2abe9049ed45994a81ee9284884d96e6b8314927c6cea3d \
+    --hash=sha256:955f1d6e72a352e478de8d8b503abe301c5e139a141b62eb0923bd694995025f \
+    --hash=sha256:9e8b648270c613720a202d9a45ebabc33261b22c3a839b115ac5bce8c0bb0d69 \
+    --hash=sha256:9ee098171b07edba66ab69a9bf0251d3cbef654107e800feb24c0c6f30592728 \
+    --hash=sha256:a28287413351cb198b8c5ddd045c56fac1d195808642cd264d1ab50426146650 \
+    --hash=sha256:a2d78c363f97d8bd718ee40432c66395685e9e98528ccaa423c3355d1715a26d \
+    --hash=sha256:a41e758d80dc0ab8c210f641ac892009d356cf1f955d97db544c8dd317b4d14c \
+    --hash=sha256:a795d3c06e5fbf9ea2f13196180b77aeab1b4685917256ee0d014cc163d90063 \
+    --hash=sha256:aa14b01804bce36c6d63d7b6a4f55df390f29f8648cc13a1f40b166f4d54680d \
+    --hash=sha256:abf033b7e4542357659cd83ed6cd5033c43aaa1887044045ceb571528837f72f \
+    --hash=sha256:abf8c20a2d72ee69e16328b3c91342c446e723bfe48bfcc4dded3b9722ac027f \
+    --hash=sha256:b84cd4058001c9727b0e9980b7a9e66325b5ca748b1b578e822cade1bc6b304f \
+    --hash=sha256:b89d8d73c82db2bb7e6090b3afd7973f980d24e905cc34394eab60b884b3bf67 \
+    --hash=sha256:bbf00ee0cb55ec24e2b0995a71942b85b21a066db8f3f46e1dbfdb9433ffba81 \
+    --hash=sha256:c20279cd1a29800815d7b2d6338b60a6c6e78263f9d6e62e0eda251ba9cae2d0 \
+    --hash=sha256:c38510a21d5b9cf3e84c460d909e9f2a098667439fd42841bb081cab45835d68 \
+    --hash=sha256:c427c9d06d859848a69f0d928fe28b5c33a941b2265d10a0e1f15cd244f1ee33 \
+    --hash=sha256:c5d7825491bfa2d08b97e9557768987952c7b9ae687d06c3320b40a37ccb7f20 \
+    --hash=sha256:c6c64c5d02578bc4c4bca4f0aef1504de933c1d5b4ac2710b9131111459506c8 \
+    --hash=sha256:cd385a48b055bdc3630ab30e0c7fd8514a36904ec23f9cee7a65d887334a3cea \
+    --hash=sha256:d01d8e0afc55823245a3b97a79c7c77464e31ea7a7b629a4bf26f9441dc1f18e \
+    --hash=sha256:d09db0f7e8357060d3c38fc22a018aba683a796bf184360fd1a58f6fc180dc77 \
+    --hash=sha256:d619e1eed9bd4f6ed9f24cd61971aa086fa86505289628d464bcf8a2c2e3f328 \
+    --hash=sha256:d8a15813215f33fa83667bfc978b300e35669ea8bb424e970a1426bcb7bc6cca \
+    --hash=sha256:dcaa5e1451bd8751d7bd1568dfa3321c78092a52a7ecb5d1a0f18a5791e1fd00 \
+    --hash=sha256:dfb00cb7bb22099e2f64b7340fb96113639aa7260c0972af3797ace2297b936c \
+    --hash=sha256:e542b7c5af91e2123a8aabf19894319d5ec4268d2a9ffd2f239386133fc47746 \
+    --hash=sha256:e5a5290e4bf2f332fc29ce72ffb9a2fff678aaac047e2e9f5f7165cd7792e099 \
+    --hash=sha256:e6fb7e94e8fe3e4c3067bb1653a91cce7c5e83acc119fdd41501b1bf74654617 \
+    --hash=sha256:e7f10ee0bd53673bfd52b67cbce83336fe6cad90d2377b03baf66491d2bbfb91 \
+    --hash=sha256:ec8f83949028366531383603139403cac7a826e4011955813cdd640017845ce5 \
+    --hash=sha256:ef2cce266b5b0b07e19fa82e59673b81142b7a3607c8ed1254113d048ed668da \
+    --hash=sha256:f1a2ff355ece6a111ca7a20dc86df6659c9205d3fcee674ca34f2a2854fd4e73 \
+    --hash=sha256:f32fe639c39561ccc187bcae17e9271be0eb45f1c2952510d2f29b33ab577347 \
+    --hash=sha256:f4bfd8d1eb438153eff8b8cfe87f032ba65731e1ce06138b5090f745a33f6f95 \
+    --hash=sha256:f90038ab58fafb584801ca62d72384d7d5225d93c76f7b773c22fae545bd8066 \
+    --hash=sha256:fa81c5b5fe8cd6c41e3a798533b81288279e5fdbde2128f21071922764281c99 \
+    --hash=sha256:fb18fc51e813df0d9c98049e3bf2298a5495a648602040e21fa3c7329371159e
     # via
     #   aiobotocore
     #   deprecated
@@ -7340,4 +7510,5 @@ zstandard==0.25.0 \
     --hash=sha256:ffef5a74088f1e09947aecf91011136665152e0b4b359c42be3373897fb39b01
     # via
     #   clickhouse-connect
+    #   pyiceberg
     #   trino
diff --git a/sdk/python/requirements/py3.10-minimal-requirements.txt b/sdk/python/requirements/py3.10-minimal-requirements.txt
index f8a055011b9..bde9f558a11 100644
--- a/sdk/python/requirements/py3.10-minimal-requirements.txt
+++ b/sdk/python/requirements/py3.10-minimal-requirements.txt
@@ -8,126 +8,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.14.0 \
-    --hash=sha256:02cb2ffbb7da32f82e21ad9952669c45bd88a80e0878264c2f59fe1c6fb2badd \
-    --hash=sha256:0746d9fb0ac4fdef643a84494efe3f06d50335dd8c7a530228b86448aae0a803 \
-    --hash=sha256:076cb014191ae2e65d949e1ad01f1dcfe33e32789b5172510f3e79c79fc04d50 \
-    --hash=sha256:0fc2b75ae8d169d853be2862d960be8550da6c5c65711d5476407eb3fdb006bd \
-    --hash=sha256:101df7779c80c0636014a6b2c6642acd3efb5b355d48347c9d7dfb720aee9430 \
-    --hash=sha256:106ed074a856f3e21d186b8579e2c8afb6da598e267cdaab01059e13db2fc44d \
-    --hash=sha256:1210d4c87cc00128160c7384ab41877a701295b97cffa6362f908a49b6e8a7ca \
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+    --hash=sha256:62a759436b29e677181a9e76bab8b8f689a29cb9c535f45f7c48c9c830d3f8c3 \
+    --hash=sha256:634e385930fb6d2d479cf3aa66515955863b77a5e3c2b5894ca259a25b308602 \
+    --hash=sha256:64c567bf9eaf664280116a8688f63016e6b32db2505908e2bdaca1b6438142f2 \
+    --hash=sha256:672ac254412a24d0d0cf00a9e6c238877e4be5e5fa2d188832c1244f45f31966 \
+    --hash=sha256:672b9d65f42eb877f5c3f234a4547e4e1a226ca8c2eed879bb34670a0ce51192 \
+    --hash=sha256:686b6c0d3911ec387b444ddf5dc62fb7f7c0a7d5186a7861626496a5ab4aff95 \
+    --hash=sha256:6f71173be42d3241d428f760122febb748de0623f44308a6f120d0dd9ec572e3 \
+    --hash=sha256:6fd35beba67c4183b09375c5fff9accb47524191a244a99f95fd4472f5402c2b \
+    --hash=sha256:6ffbb2f4ec1ceaff7e07d43922954da26b223d188bf30658e561b98e23089444 \
+    --hash=sha256:73f05ea02013e02512c3bf42714f1208c57168c779cc6fe23516e4543089d0a6 \
+    --hash=sha256:764457a7be60825fb770a644852ff717bcbb5042f189f2bd16df61a81b3f6573 \
+    --hash=sha256:797457503c2d426bee06eef808d07b31ede30b65e054444e7de64cad0061b7af \
+    --hash=sha256:7c106c26852ca1c2047c6b80384f17100b4e439af276f21ef3d4e2f450ae7e15 \
+    --hash=sha256:7fb4bdf95b0561a79f259f9d28fbc109728c5ee7f27aff6391f0ca703a329abe \
+    --hash=sha256:819c054312f1af92947e6a55883d1b66feefab11531a7fc45e0fb9b63880b5c2 \
+    --hash=sha256:8560b4d712474335d08907db7973f71912d3a9a8f1dee992ec06b5d2fe359496 \
+    --hash=sha256:86a6dab78b0e43e2897a3bbe15745aa60dc5423ca437b7b0b164c069bf91b876 \
+    --hash=sha256:87a5eea1b2a5e21e1ebdbb33ad4165359189327e63fc4e4894693e7f821ac817 \
+    --hash=sha256:896e12dfdbbab9d8f7e16d2b28c6769a60126fa92095d1ebf9473d02593a2448 \
+    --hash=sha256:8f6bb621e5863cfe8fe5ff5468002d200ec31f30f1280b259dc505b02595099e \
+    --hash=sha256:90d53f1609c29ccc2193945ef732428382a28f78d0456ae4d3daf0d48b74f0f6 \
+    --hash=sha256:915fbb7b41b115192259f8c9ae58f3ddc444d2b5579917270211858e606a4afd \
+    --hash=sha256:93b032b5ec3255473c143627d21a69ac74ae12f7f33974cb587c564d11b1066f \
+    --hash=sha256:94da27378da0610e341c4d30de29a191672683cc82b8f9556e8f7c7212a020fe \
+    --hash=sha256:979ed4717f59b8bb12e3963378fa285d93d367e15bcd66c721311826d3c44a6c \
+    --hash=sha256:97e704dcd26271f5bda3fa07c3ce0fb76d6d3f8659f4baa1a24442cc9ba177ca \
+    --hash=sha256:99abd37084b82f5830c635fddd0b4993b9742a66eb746dacf433c8590e8f9e3c \
+    --hash=sha256:9af6779bfb46abf124068327abcdf9ce95c9ef8287a3e8da76ccf2d0f16c28fa \
+    --hash=sha256:9e8f2d660c350b3d0e259c7a7e3d9b7fc8b41210cbcc3d4a7076ff0a5e5c2fdc \
+    --hash=sha256:a24f677ebe83749039e7bdf862ff0bbb16818ae4193d4ef96505e269375bcce0 \
+    --hash=sha256:a9875b46d910cff3ea2f5962f9d266b465459fe634e22556ab9bd6fc1192eea0 \
+    --hash=sha256:aa00140699487bd435fde4342d85c94cb256b7cd3a5b9c3396c67f19922afda2 \
+    --hash=sha256:ae6be797afdef264e8a84864a85b196ca06045586481b3df8a967322fd2fa844 \
+    --hash=sha256:af8b4b81a960eeaf1234971ac3cd0ba5901f3cd42eae42a46b4d089a8b492719 \
+    --hash=sha256:b165790117eea512d7f3fb22f1f6dad3d55a7189571993eb015591c1401276d1 \
+    --hash=sha256:b238af795833d5731d049d82bc84b768ae6f8f97f0495963b3ed9935c5901cc3 \
+    --hash=sha256:b3a03285a7f9c7b016324574a6d92a1c895da6b978cb8f1deee3ac72bc6da178 \
+    --hash=sha256:b6feea921016eb3d4e04d65fc4e9ca402d1a3801f562aef94989f54694917af3 \
+    --hash=sha256:b6ff7fcee63287ae57b5df3e4f5957ce032122802509246dec1a5bcc55904c95 \
+    --hash=sha256:b821a1f7dedf7e37450654e620038ac3b2e81e8fa6ea269337e97101978ec730 \
+    --hash=sha256:bb2c0c80d431c0d03f2c7dbf125150fedd4f0de17366a7ca33f7ccb822391842 \
+    --hash=sha256:bb33777ea21e8b7ecde0e6fc84f598be0a1192eab1a63bc746d75aa75d38e7bd \
+    --hash=sha256:bcfb80a2cc36fba2534e5e5b5264dc7ae6fcd9bf15256da3e53d2f499e6fa29d \
+    --hash=sha256:bd869c427324e5cb15195793de951295710db28be7d818247f3097b4ab5d4b96 \
+    --hash=sha256:bedb0cd073cc2dc035e30aeb99444389d3cd2113afe4ef9fcd23d439f5bade85 \
+    --hash=sha256:c389c482a7e9b9dc3ee2701ac46c4125297a3818875b9c305ddb603c04828fd1 \
+    --hash=sha256:c6fa4dc7ad6f8109c70bb1499e589f76b0b792baf39f9b017eb92c8a81d0a199 \
+    --hash=sha256:c83afe0ba876be7e943d2e0ba645809ad441575d2840c895c21ee5de93b9377a \
+    --hash=sha256:cb21957bb8aca671c1765e32f58164cf0c50e6bf41c0bbbd16da20732ecaf588 \
+    --hash=sha256:cf4491381b1b57425c315a56a439251b1bdac07b2275f19a8c44bc57744532ec \
+    --hash=sha256:d03f281ed22579314ba00821ce20115a7c0ac430660b4cc05704a3f818b3e004 \
+    --hash=sha256:d35143e27778b4bb0fb189562d7f275bff79c62ab8e98459717c0ea617ff2480 \
+    --hash=sha256:d3b1a184a9a8f548a6b73f1e26b96b052193e4b3175ed7342aaf1151a1f00a04 \
+    --hash=sha256:d44ec478e713ee7f29b439f7eb8dc2b9d4079e11ae114d2c2ac3d5daf30516c8 \
+    --hash=sha256:d9d4e294455b23a68c9b8f042d0e8e377a265bcb15332753695f6e5b6819e0ce \
+    --hash=sha256:de538791a80e5d862addbc183f70f0158ac9b9bb872bb147f1fd2a683691e087 \
+    --hash=sha256:e4e5e0ae56914ecdbf446493addefc0159053dd53962cef37d7839f37f73d505 \
+    --hash=sha256:e509a55f681e6158c20f70f102f9cf61fb20fbc382272bc6d94b7343f2582780 \
+    --hash=sha256:ec8dc383ee57ea3e883477dcca3f11b65d58199f1080acaf4cd6ad9a99698be4 \
+    --hash=sha256:ed09c7eb1c391271c2ed0314a51903e72a3acb653d5ccfc264cdf3ef11f8269d \
+    --hash=sha256:eeea07c4397bbc57719c4eed8f9c284874d4f175f9b6d57f7a1546b976d455ca \
+    --hash=sha256:eefd9cc9b6d4a2db5f00a26bc3e4f9acf71926a6ec557cd56c9c6f27c290b665 \
+    --hash=sha256:f234b4deb12f3ad59127e037bc57c40c21e45b45282df7d3a55a0f409f595296 \
+    --hash=sha256:f380468b09d2a81633ee863b0ec5648d364bd17bb8ecfb8c2f387f7ac1faf42c \
+    --hash=sha256:f5e6ff2bdbb8f4cd3fbe41f99e25bbcd58e3bf9f13d3dd31a11e7917251cc77a \
+    --hash=sha256:f7a16ef45b081454ef844502d87a848876c490c4cb5c650c230f6ec79ed2c1e7 \
+    --hash=sha256:faccab372e66bc76d5731525e7f1143c922271725b9d38c9f97edcc66266b451 \
+    --hash=sha256:fc0cacab7ba4e56f0f81c82a98c09bed2f39c940107b03a34b168bdf7597edd3
     # via
     #   aiobotocore
     #   kubernetes
@@ -149,9 +149,9 @@ annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
     --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.0 \
+    --hash=sha256:b47c1f9ccf73e67021df785332508f99379c68fa7d0684e8e3492cb1d4b23f89 \
+    --hash=sha256:dd9b7a2a9799ed6552fde617b2c5df02b7fdd7d88392fc48101e51bae46164d9
     # via
     #   httpx
     #   mcp
@@ -211,12 +211,13 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonschema
     #   referencing
-bigtree==1.4.1 \
-    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
-    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
+bigtree==1.5.0 \
+    --hash=sha256:1917d90a8bd464289a56e34842cb04d3a8131e6d532352afd33fa822fa397fcb \
+    --hash=sha256:8b0c99b8088b33087f6e16ba71af72480b7543d1b8544a66b10d160a2e1160f3
     # via feast (pyproject.toml)
 boto3==1.43.0 \
     --hash=sha256:80d44a943ef90aba7958ab31d30c155c198acc8a9581b5846b3878b2c8951086 \
@@ -236,9 +237,9 @@ cachetools==7.1.4 \
     --hash=sha256:323dc4127934744db5b54eb4924482d7edafbf9554e820d1531c2e08c0e4ef54 \
     --hash=sha256:437f55a4e0c1b01a4f3077cc470e6991d47430970e36fbcb77e2be0df4fc1cd6
     # via pymilvus
-certifi==2026.5.20 \
-    --hash=sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897 \
-    --hash=sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d
+certifi==2026.6.17 \
+    --hash=sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432 \
+    --hash=sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db
     # via
     #   httpcore
     #   httpx
@@ -481,64 +482,61 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==48.0.0 \
-    --hash=sha256:0890f502ddf7d9c6426129c3f49f5c0a39278ed7cd6322c8755ffca6ee675a13 \
-    --hash=sha256:0c558d2cdffd8f4bbb30fc7134c74d2ca9a476f830bb053074498fbc86f41ed6 \
-    --hash=sha256:16cd65b9330583e4619939b3a3843eec1e6e789744bb01e7c7e2e62e33c239c8 \
-    --hash=sha256:18349bbc56f4743c8b12dc32e2bccb2cf83ee8b69a3bba74ef8ae857e26b3d25 \
-    --hash=sha256:1e2d54c8be6152856a36f0882ab231e70f8ec7f14e93cf87db8a2ed056bf160c \
-    --hash=sha256:22a5cb272895dce158b2cacdfdc3debd299019659f42947dbdac6f32d68fe832 \
-    --hash=sha256:27241b1dc9962e056062a8eef1991d02c3a24569c95975bd2322a8a52c6e5e12 \
-    --hash=sha256:2b4d59804e8408e2fea7d1fbaf218e5ec984325221db76e6a241a9abd6cdd95c \
-    --hash=sha256:2eb992bbd4661238c5a397594c83f5b4dc2bc5b848c365c8f991b6780efcc5c7 \
-    --hash=sha256:369a6348999f94bbd53435c894377b20ab95f25a9065c283570e70150d8abc3c \
-    --hash=sha256:3cb07a3ed6431663cd321ea8a000a1314c74211f823e4177fefa2255e057d1ec \
-    --hash=sha256:40ba1f85eaa6959837b1d51c9767e230e14612eea4ef110ee8854ada22da1bf5 \
-    --hash=sha256:4defde8685ae324a9eb9d818717e93b4638ef67070ac9bc15b8ca85f63048355 \
-    --hash=sha256:55b7718303bf06a5753dcdccf2f3945cf18ad7bffde41b61226e4db31ab89a9c \
-    --hash=sha256:561215ea3879cb1cbbf272867e2efda62476f240fb58c64de6b393ae19246741 \
-    --hash=sha256:58d00498e8933e4a194f3076aee1b4a97dfec1a6da444535755822fe5d8b0b86 \
-    --hash=sha256:59baa2cb386c4f0b9905bd6eb4c2a79a69a128408fd31d32ca4d7102d4156321 \
-    --hash=sha256:5a5ed8fde7a1d09376ca0b40e68cd59c69fe23b1f9768bd5824f54681626032a \
-    --hash=sha256:5b012212e08b8dd5edc78ef54da83dd9892fd9105323b3993eff6bea65dc21d7 \
-    --hash=sha256:5c3932f4436d1cccb036cb0eaef46e6e2db91035166f1ad6505c3c9d5a635920 \
-    --hash=sha256:614d0949f4790582d2cc25553abd09dd723025f0c0e7c67376a1d77196743d6e \
-    --hash=sha256:76341972e1eff8b4bea859f09c0d3e64b96ce931b084f9b9b7db8ef364c30eff \
-    --hash=sha256:77a2ccbbe917f6710e05ba9adaa25fb5075620bf3ea6fb751997875aff4ae4bd \
-    --hash=sha256:7995ef305d7165c3f11ae07f2517e5a4f1d5c18da1376a0a9ed496336b69e5f3 \
-    --hash=sha256:7ce4bfae76319a532a2dc68f82cc32f5676ee792a983187dac07183690e5c66f \
-    --hash=sha256:7e8eac43dfca5c4cccc6dad9a80504436fca53bb9bc3100a2386d730fbe6b602 \
-    --hash=sha256:84cf79f0dc8b36ac5da873481716e87aef31fcfa0444f9e1d8b4b2cece142855 \
-    --hash=sha256:8c7378637d7d88016fa6791c159f698b3d3eed28ebf844ac36b9dc04a14dae18 \
-    --hash=sha256:8cd666227ef7af430aa5914a9910e0ddd703e75f039cef0825cd0da71b6b711a \
-    --hash=sha256:906cbf0670286c6e0044156bc7d4af9cbb0ef6db9f73e52c3ec56ba6bdde5336 \
-    --hash=sha256:9071196d81abc88b3516ac8cdfad32e2b66dd4a5393a8e68a961e9161ddc6239 \
-    --hash=sha256:9249e3cd978541d665967ac2cb2787fd6a62bddf1e75b3e347a594d7dacf4f74 \
-    --hash=sha256:984a20b0f62a26f48a3396c72e4bc34c66e356d356bf370053066b3b6d54634a \
-    --hash=sha256:9be5aafa5736574f8f15f262adc81b2a9869e2cfe9014d52a44633905b40d52c \
-    --hash=sha256:9c459db21422be75e2809370b829a87eb37f74cd785fc4aa9ea1e5f43b47cda4 \
-    --hash=sha256:9ccdac7d40688ecb5a3b4a604b8a88c8002e3442d6c60aead1db2a89a041560c \
-    --hash=sha256:a0e692c683f4df67815a2d258b324e66f4738bd7a96a218c826dce4f4bd05d8f \
-    --hash=sha256:a5da777e32ffed6f85a7b2b3f7c5cbc88c146bfcd0a1d7baf5fcc6c52ee35dd4 \
-    --hash=sha256:a64697c641c7b1b2178e573cbc31c7c6684cd56883a478d75143dbb7118036db \
-    --hash=sha256:ad64688338ed4bc1a6618076ba75fd7194a5f1797ac60b47afe926285adb3166 \
-    --hash=sha256:bd72e68b06bb1e96913f97dd4901119bc17f39d4586a5adf2d3e47bc2b9d58b5 \
-    --hash=sha256:c17dfe85494deaeddc5ce251aebd1d60bbe6afc8b62071bb0b469431a000124f \
-    --hash=sha256:c18684a7f0cc9a3cb60328f496b8e3372def7c5d2df39ac267878b05565aaaae \
-    --hash=sha256:cc90c0b39b2e3c65ef52c804b72e3c58f8a04ab2a1871272798e5f9572c17d20 \
-    --hash=sha256:db63bf618e5dea46c07de12e900fe1cdd2541e6dc9dbae772a70b7d4d4765f6a \
-    --hash=sha256:ea8990436d914540a40ab24b6a77c0969695ed52f4a4874c5137ccf7045a7057 \
-    --hash=sha256:ecde28a596bead48b0cfd2a1b4416c3d43074c2d785e3a398d7ec1fc4d0f7fbb \
-    --hash=sha256:f5333311663ea94f75dd408665686aaf426563556bb5283554a3539177e03b8c \
-    --hash=sha256:fdfef35d751d510fcef5252703621574364fec16418c4a1e5e1055248401054b
+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]==2026.6.0 \
+    --hash=sha256:1539859071065dca379ca592ff76e911cd7965dc466da0040354ab466179189b \
+    --hash=sha256:ae3436bd31ebce2be75edf952bd1fc687a1f11ec03fe8b1bec2903d222344a45
     # via feast (pyproject.toml)
 db-dtypes==1.7.0 \
     --hash=sha256:30951c7cda9e5455e43636eebe041c9a637ff28bc49a95d82cb68759d7625467 \
@@ -550,42 +548,42 @@ dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
     --hash=sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c
     # via feast (pyproject.toml)
-duckdb==1.5.3 \
-    --hash=sha256:0b0b4f088a65d77e1217ce5d7eff889e63fedc44281200d899ff47c84d8ff836 \
-    --hash=sha256:0ce80aed7a538422129a57eaca9141e3afb51f8bf562b1908b1576c9725b5b22 \
-    --hash=sha256:10960400ed60cdf0fe05bab2086fa8eb733889cb0ceca18d07ff9a00c0e0be7b \
-    --hash=sha256:2fa17ecdd5d3db122836cb71bb93601c2106a3be883c17dffddc02fbf3fa7888 \
-    --hash=sha256:3248b49cd835ea322574bc6aac0ae7a83be85547f49d4f5f5777cb380ee6627f \
-    --hash=sha256:33ae08b3e818d7613d8936744b67718c2062c2f530376895bfd89efb51b81538 \
-    --hash=sha256:341a2672e2551ba51c95c1898f0ade983e76675e79038ccb16342c3d6cfb82d7 \
-    --hash=sha256:3d5db8c0b55e072cf437948ebb5d7e23d7b9d03d905fa5f9145583e65aa447f7 \
-    --hash=sha256:4bfa9a4dadf71e83e2c4eaca2f9421c82a54defecc1b0b4c0be95e2389dec4fe \
-    --hash=sha256:50379b85f3a0a169478d54880ef8bf971ecaa85772d05eeaa617d720c7704741 \
-    --hash=sha256:5fd25f533cb1b6b2c84cc767a9a9bab7769bb1aa44571a2a0bfc91ac3e4a38ac \
-    --hash=sha256:6d2835e39bb6af73891f73c0f8d4324f98afe00d0b00c6d34b2a582c2256cbb0 \
-    --hash=sha256:6ef8faf121d7b3ad95aab1c3ce31169a28be49da75abfa6099a1bec2e9a70189 \
-    --hash=sha256:70a18f932cf6d87bd0e554613657a515c1443a1724aacfc7ec5137dd28698b03 \
-    --hash=sha256:746433e49bbc667b4df283153415fbe37e9083e0eff6c3cd6e54de7536869cd4 \
-    --hash=sha256:75d13308c9da3ee431d1e72b8ab720aa74a1b3e9159d4124cb62435924496334 \
-    --hash=sha256:787df63824f07bf18022dbc3b8ca4b2bfab0ebe616464f55c6e8cd0f59ea762e \
-    --hash=sha256:8001eccbc28be244dfd04d708526f34ddd6460b47a8aeb5d0e39d6f7f9e3fe15 \
-    --hash=sha256:9fb7516255a8764545e30f7efacea408cc847764a3027b3b0b3e7d1a7bebbc5c \
-    --hash=sha256:a3fb3bad9bc1a3e101d66d33269142ce075dc3d75202ba74ba97d7e44c50b9cd \
-    --hash=sha256:aea7baf67ad7e1829ac76f67d7dcbd7fb1f57c3eb179d55ac30952df4709ae30 \
-    --hash=sha256:bb5bb5dcdd09d62ee60f0ddbbef918e71cce304ffe28428b1131949d39ffaabf \
-    --hash=sha256:c5f18e7561403054433706c187589e86629a7af09a7efc23a06a8b308e6acc68 \
-    --hash=sha256:c9e8fa408705081160ede7ead238d16e73a36b8561b700f2bf2d650ae48e7b92 \
-    --hash=sha256:d0405eae18ec6e8210a471c97dbfe87a7e4d605274b7fe572a1f276e92158f13 \
-    --hash=sha256:d37650ec3ec8a951400ea12dc77edaea88e0baeda34801792776f95f2f922f4f \
-    --hash=sha256:dd00f70231951a619908471b7b6397232ff3be8ccd1f49a47f1a2ccac59eaba1 \
-    --hash=sha256:df39428eb130faa35ae96fd35245bdeae6ecf43936250b116b5fead568eb9f16 \
-    --hash=sha256:e75a6122c12579a99848517f6f00a4e342aebda3590c30fe9b5cc5f39d5e6afc \
-    --hash=sha256:e80eb4d0fb59869cb2c7d7ef494c07fb92014fe8e77d96c170cd1ebc1488a708 \
-    --hash=sha256:f4eff89c12c3a362efa012262e57b7b4ab904a7f79bad9178fe365510077abe8 \
-    --hash=sha256:fd3963c1cb9d9567777f4a898a9dbe388a2fe9724681801b1e7d6d93eecf1b76 \
-    --hash=sha256:fdc65233f0fcf9022e4c6a8ba2ba751a79deb291501073d660afb1aa9874051f \
-    --hash=sha256:fe8d0c1f6a120aa03fa6e0d03897c71a1842e6cf7afd31d181348391f7108fe1 \
-    --hash=sha256:ff11a457258148337ef9a392148a8cdbd1069b6c27c21958816c7b67fe6c542d
+duckdb==1.5.4 \
+    --hash=sha256:02dd9f9a6124069213f13e3a474c208028c472fe1acdae12b38761f954fe4fc6 \
+    --hash=sha256:0cda263d8c20addb8d4f95464787cbe0af1144f7ab7e21db3709fb826ee01725 \
+    --hash=sha256:0cf932055061e544d3fa27cc6c147da25f3f681ee5980157fb55e77d6c2d9c63 \
+    --hash=sha256:0f32ad7e0286c1c29ab6c73b29118c86101f8eee46aae54f54d0b50916f542f6 \
+    --hash=sha256:0f8722346024e5d9f02b58bf7b0491a629f97fdc8a04a10e432940f471ee387a \
+    --hash=sha256:136cea7f886b78caf4035485b4b1e766e8b309e999f9e83a966f81ebb8122844 \
+    --hash=sha256:262f068158beb5943f2c618f4e54b46db8306b959f90dce956f90a89f613673d \
+    --hash=sha256:266c7c909558ce7377f57d082cee408aadebdd9111be017558ca54e44a031037 \
+    --hash=sha256:291a9e7502551170af989ff63139a7a49e99d68edbc5ef5017ac27541fe54c65 \
+    --hash=sha256:3565550adbf160ef7a2ee3395470570182f11233983ad818bd7d5f9e349f92b2 \
+    --hash=sha256:360f2542d09759c3739400f8b787e29b43ba0da665c21756216291458bf6fc59 \
+    --hash=sha256:3ddd9533ce80f9b851bdd6276960a9286166514a9ceca43d5bc2f0d5842c490d \
+    --hash=sha256:3fb41d9cfccb7e44511eeeed263ae98143ca63bdb1ef84631ba637c314efa1b5 \
+    --hash=sha256:3fb6f07d54ecf4d0d3c5179a2361fdddfafa14de4fc42696de4632479b703421 \
+    --hash=sha256:42a612e67d64450b446eb69695290d460713eef46e0f64467ab9dfe96264ee05 \
+    --hash=sha256:4647968629d0677bbcc2416c7aeda8685eb84e4ca15a6dbd4f82a66cfc91a532 \
+    --hash=sha256:4c430e788d99b50854209bf2833ba36a45df75e57f86efb477046cd408bbd077 \
+    --hash=sha256:4d2307a76d199077b0055b354e90e857479461a0d875437535dd4833172c8b6d \
+    --hash=sha256:698ec90bd5d5538bd5f6d212a4b61af443d240703cf45f134738535026556ea5 \
+    --hash=sha256:6dcbb81a1276bc48deb4d562bce4f8895e4fc6348750a096e30052345c6d6552 \
+    --hash=sha256:73f4878a3012283024a64a1909e440aac12091ef336f671fc142f7e87449ce0c \
+    --hash=sha256:83e8c089bbb756ca4471d8b05943b80a106058697cf00615e70423106bb783bc \
+    --hash=sha256:8ba7b666bc9c78d6a930ee9f469024149f0c6a23fb7d2c3418aad6774339bec0 \
+    --hash=sha256:8f935ef210ab00bc94bb1e3052697adaa36bb0ce7bdfeda8b0f34e2ff1643870 \
+    --hash=sha256:9d9e6817fcbc09d2605a2c8c041ac7824d738d917c35a4d427e977647e1d7944 \
+    --hash=sha256:a9a10dc40469b9c0e458625d2a8359461a982c6151bb53ff259fea00c4695ad4 \
+    --hash=sha256:bd6777e8ddd74fb603a6d09766bfcff28638189f8aaa61fc0dffd9e9a4baa8e5 \
+    --hash=sha256:c2d58d39f5e65419cdc27e3875cba4a729a3bbf6bf4016aefb4a2a65335a1d42 \
+    --hash=sha256:ccc7f2694d02b4763fee61021d45e12f7bc5743993686563957df0cef799fbae \
+    --hash=sha256:e2dc8340cfb6006025a798c50f40126d6e945a1d2487be94667bb4166556ce7b \
+    --hash=sha256:e8fcef301cf68d3951ea1eb8ac4d76cea0a6f6a08f4c78fe4026fc96d217bebc \
+    --hash=sha256:f14e79a006341f29ee5a2692a24dac5114e77533d579c57ec39124adf0135033 \
+    --hash=sha256:f6f39cd0dc6948dee17fd130aec55114f97a8ef6e1db519b9774087962bc5c8c \
+    --hash=sha256:f9e32f1cdd106793d79d190186bed9e75289d51e68bd9174e47c04bffedeab6f \
+    --hash=sha256:ff96d2a342b200e1ec6f1f19986c77f4ac16a49b6112f71c5b763989203a9d60
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
@@ -595,9 +593,22 @@ exceptiongroup==1.3.1 \
     --hash=sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219 \
     --hash=sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598
     # via anyio
-fastapi==0.136.3 \
-    --hash=sha256:3d2a69bdf04b7e9f3afa292c3bc7a98816bbfafa10bc9b45f3f3700d2f761620 \
-    --hash=sha256:e487fae93ad408e6f47641ee4dfe389864fd7bec92e547ea8498fc13f43e83ab
+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==0.138.0 \
+    --hash=sha256:b6f54fd1bd72c80b0f899f172c61a600f6f7af9b43d4d772a018f35624048cb0 \
+    --hash=sha256:d445a4877636ad191e7053e08c9bf98cb921a6756776848400bb773d1740c061
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -605,9 +616,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.29.1 \
-    --hash=sha256:85199dfd706869641b72b2e8955d5416a4b2b7dc4b0e8e6d97b4cc1299a6983b \
-    --hash=sha256:d97e6b1b9757569626c58caa07dc4beb1613f4a2938b1e8cc81afca398906c9e
+filelock==3.29.4 \
+    --hash=sha256:10cdb3656fc44541cdf30652a93fb10ec6b05325620eb316bd26893e4201538a \
+    --hash=sha256:dac1648087d5115554850d113e7dd8c83ab2d38e3435dde2d4f163847e57b767
     # via snowflake-connector-python
 frozenlist==1.8.0 \
     --hash=sha256:0325024fe97f94c41c08872db482cf8ac4800d80e79222c6b0b7b162d5b13686 \
@@ -743,9 +754,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-fsspec==2026.4.0 \
-    --hash=sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2 \
-    --hash=sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4
+fsspec==2026.6.0 \
+    --hash=sha256:02e0b71817df9b2169dc30a16832045764def1191b43dcff5bb85bdee212d2a1 \
+    --hash=sha256:f5bac145310fe30e16e1471bd6840b2d990d609e872251d7e674241822abf01a
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -761,9 +772,9 @@ google-api-core[grpc]==2.31.0 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.53.0 \
-    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
-    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
+google-auth[pyopenssl]==2.55.0 \
+    --hash=sha256:a17cef9dedf98c4ebae2fb0c48c8f75952c877cbc2efe09f329ef16c2783d88a \
+    --hash=sha256:fcd3a130f575fa36403d38774af1c64a4fbfbca09215f0589d2372b5119697cb
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -781,9 +792,9 @@ google-auth-oauthlib==1.4.0 \
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.1 \
+    --hash=sha256:159143c1b7248858f35549c09efea5d031c2883145623419ea7c505a50c0899a \
+    --hash=sha256:3c6878f424fc2b21f0bb414ca7262abd008465575a7b7c44c552105278a18914
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
@@ -791,9 +802,9 @@ google-cloud-bigquery-storage==2.39.0 \
     --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
     --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.38.0 \
-    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
-    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
+google-cloud-bigtable==2.39.0 \
+    --hash=sha256:4af2dd1babb799ee2509f9c7eb02904fdd841abc360a09f4ec3bc414dba7d2cc \
+    --hash=sha256:7f6ce53cc18beba84bdfc6eff4c3367bdaed16d46c5821e3189eb27cddeb6be6
     # via feast (pyproject.toml)
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -867,58 +878,58 @@ grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.81.0 \
-    --hash=sha256:0fba53cb96004b2b7fb758b46b2288cb49d0b658316a4e73f3ef67230616ee65 \
-    --hash=sha256:194eddfacc84d80f50512e9fd4ee851d5f2499f18f299c95aa8fb4748f0537e0 \
-    --hash=sha256:19f201da7b4e5c0559198abe5a97157e726f3abe6e8f5e832d4a50740f6dcc22 \
-    --hash=sha256:21ec30b9ea320c8207ea7cd05873ad64aa69fdd0e81b6758b3347983ba20b50a \
-    --hash=sha256:275144b0115353339dbb8a6f28a9cf8997b5bf40e37f8f66ac0b0ea57e95b43f \
-    --hash=sha256:300f3337b6425fd16ead9a4f9b2ac25801acb64aa5bc0b99eb69901645b2b1d2 \
-    --hash=sha256:3755c9669307cad18e7e009860fdea98118978d2300451bd8530a53048e741e7 \
-    --hash=sha256:3d4e0ce5a40a998cf608c8ba60ecfe18fdf364a9aa193ae4ac3faeecd0e86757 \
-    --hash=sha256:40edffb4ec3689373825d367c4457727047a6e554f03245265ecc8cc03215f22 \
-    --hash=sha256:43c121e135ae44d1559b430db2b2dfad7421cbbe40e1deba506c7dc62b439719 \
-    --hash=sha256:4e032feb3bfb4e2749b140a2302a6baa8ead1b9781ff5cf7094e4402b5e9372e \
-    --hash=sha256:5192857589f223e5a98ff0e31f6e551b19040e647d17bfe10116c8a2ce3b8696 \
-    --hash=sha256:57b3b0e73a518fa286959b40c3eddd02703504ca186e8b7b2945954519bd8b2c \
-    --hash=sha256:5e925a70fe99fe5794f7beca0ea034c75f068afcc356d79047e73f99cdcca34c \
-    --hash=sha256:62bbe463c9f0f2ff24e31bd25f8dd8b4bae78900e315915a3195a0ef1471a855 \
-    --hash=sha256:638ccc1b86f7540170a169cb900799b9296a1381e47879ce60b0de9d3db73d33 \
-    --hash=sha256:725801c7086d7e4cd160e42bb2f54e0aeb976b9568df3cc6f843b15d29b79fb1 \
-    --hash=sha256:77eb4e9fe61486bd1198cc7236ebb0f70e66234e63c0348f40bc2553ed16a88b \
-    --hash=sha256:7915a2e63acdc05264a206e1bddfd8e1fb8a29e406c18d72d30f8c124e021374 \
-    --hash=sha256:794e6aa648e8df47d8f908dc8c3b42347d04ec58438f1dcd4e445f09b4f6b0ce \
-    --hash=sha256:8226ba097eed660ef14d36c6a69b85038552bb8b6d17b44a5aa6f9abf48b8e08 \
-    --hash=sha256:87e33b7afcfb3585121b5f007d2c52b8c534104d18f556e840d35193ca2a9141 \
-    --hash=sha256:8bb1789c94322a13336a2b6c58d9c14d68f8628b6e24205a799c69f5bf8516ce \
-    --hash=sha256:8c0855a350886f713b9e458e2a10d208009dcaa849f574e39cd6067db1fe1279 \
-    --hash=sha256:909bb3222b53235498d2c5817a0596d82b0aaea490ba93fdf1b060e2938a543c \
-    --hash=sha256:97bbd623f7ded558fd4f7cb5a4f600c4d4de65c5dd364c83a5b14b2a10a2d3b5 \
-    --hash=sha256:98c6240f563178fc5877bd50e6ff274463e53e1472128f4110742450739659fa \
-    --hash=sha256:9f355384e5543ab77a755a7085225ecc19f32b76032e851cbd8145715d79dec8 \
-    --hash=sha256:a524cd530900bd24511fcb7f2ed144da4ea37711c4b094475d0bceca7a93a170 \
-    --hash=sha256:a5acd7efd3b1fe9b4eb0bcaaa1507eed68a0ad0678b654c3f7b464df9ba9dca5 \
-    --hash=sha256:a9351055f52660b58f3d4890ea66188b5134399f82b11aa0c55bd4b99eff5390 \
-    --hash=sha256:aa948712c8e5fa40ec250870bda14bc7578e1bb832a8912d9d2a0f720518edbe \
-    --hash=sha256:aaaa4f7f2057d795952e4eacf3f342be8b5b156992f6ac85023c8b98794ebd47 \
-    --hash=sha256:b4108e5d9d0f651b7eea749116181fe6c315b145661a80ec31f05ec2dbe21af7 \
-    --hash=sha256:b76ea9d55cd08fcdbda25d28e0f76679536710acb7fbd5b1f70cb4ac49317265 \
-    --hash=sha256:b8b025b6af43ee0ad4a70307025d77bcab5adde7c4597786010d802c203e9fc5 \
-    --hash=sha256:b93cee313cae4e113fbb3a0ce1ea5633db6f63cfde2b2dc1d817429026b2a50b \
-    --hash=sha256:c197e2ef75a442528072b29e9755da299110e8610e8bcbb59a6b4cf55384f005 \
-    --hash=sha256:c36f5d5e97944cbda2d4096b4ae262e6e68506246b61582acf1b8591607f3ccc \
-    --hash=sha256:c4fe218c5a35e1d87a5a26544237f1fa41dfd9cbd3c856b0810a30061f8b0aaf \
-    --hash=sha256:c6ff087cb1f563f47b504b4e29e684129fc5ae4863faf3ebca08a327764ee6cb \
-    --hash=sha256:cd78145b7f7784661c524624f3526c9c6f891b30a4b54cb93a40806d0d0d61e9 \
-    --hash=sha256:db217c2e52931719f9937bd12082cd4d7b495b35803d5760686975c285924bf8 \
-    --hash=sha256:dbdb99986548a7e87f8343805ef315fd4eb50ffaabf4fb1206e42f2542bb805d \
-    --hash=sha256:e4d053900a0d24b75d7521139a3872150301b3d6bde3bed5e12318fb25791e4d \
-    --hash=sha256:e7746ba3e6efc9e2b748eff59470a2b8684d5a9ec607c6580bcaa5be175820bc \
-    --hash=sha256:f345de40ef2e65f63645d53d251824e6070e07804827c5b00ec2e44555f9f901 \
-    --hash=sha256:f750a091fff3a3991731abc1f818bdc64874bb3528162732cb4d45f2e07821a6 \
-    --hash=sha256:f85570a016d794c29b1e76cf22f67af4486ddbe779e0f30674f138fa4e1769ec \
-    --hash=sha256:fbbe81314a9d92156abce8b62c09364eb8bafc0ca2a19919a45ec64b5c6cb664 \
-    --hash=sha256:ff83d889e3ebf6341c8c7864ad8031591ad5ca61599072fc511644d1eb962d2b
+grpcio==1.81.1 \
+    --hash=sha256:0490c30c261eded63f3f354979f9dc4502a9fb944cccb60cd9dc85f5a7349854 \
+    --hash=sha256:0a37165cc80b1a368384b383e63a4c38116a10467ae44c904d2d7468c4470ec2 \
+    --hash=sha256:12b7524c88d4026d3dcb7b0ebe16b6714f3b4af402ddd0f0639ab064a00c87c3 \
+    --hash=sha256:15641444eca4a29358107b3dceb74c1c6305c55c822fd199b458aaea4068a7fb \
+    --hash=sha256:1b22c80559854b789a01fd89e8929b3798a156c0829b5282a8939f33ad4115ad \
+    --hash=sha256:1e123f9b37edb8375fd74130d1f69c944bbf0a7b06761ae7211154b8759e94d2 \
+    --hash=sha256:24c8e57504c8f45b237e40b99262d181071e5099a07053695b75d97bb53053a0 \
+    --hash=sha256:2c2e2ae6867c2966b8daccc836d54a13218e0007e9a490aeb81dd05be64d22d7 \
+    --hash=sha256:30e825f6848d9f18bba350ed6c75c1b02a0b5184474a31db9a32b1fa66fd8c79 \
+    --hash=sha256:3768a5ff1b2125e6f552e561b6b2dca0e64982d8949689b4df145cf8b98d7821 \
+    --hash=sha256:3ad74f8bb1a18963914c5452d289422830b39459e8776ebbcd207be1fbfb1d94 \
+    --hash=sha256:410482da976329fe5f4067270401b12cf2bd552ff8020f054ecfaddb5475f9d6 \
+    --hash=sha256:428bec0161b48d8cf583c068591bc0016d0d9cfff52462b72b3884861ea768c5 \
+    --hash=sha256:506f48f2f9c29b143fca3dad7b0d518c188b6c9648c75a2ae6e2d9f2c13a060b \
+    --hash=sha256:58ad1131c300d3c9b933802b3cc4dc69d380822935ba50b28703156ea826fbf7 \
+    --hash=sha256:592b5fee597faa91cce2dd294dd7d9a1c83d76c4dbf877e33ec1adb866b2fbed \
+    --hash=sha256:61233fe8951e5c85dff81c2458b6528624760166946b5b47ea150a589168411f \
+    --hash=sha256:62481553b1793a27e9b9c3cf9e5bd483ef045ca72462592074b46d42b0c4d9b9 \
+    --hash=sha256:6282caffb41ec326d4cb67ca9cf53b739d1b2f975a2acb498c7418e9f7d9a416 \
+    --hash=sha256:69ef28e54fc85397f91b8c19592b8ef3d81952080366914823bd8572a2958120 \
+    --hash=sha256:6f9a0c9c1cc15c112d1c053064fd032b64917062292c3d70aea280e02ae10b77 \
+    --hash=sha256:6fa10a767143a5e82e8eaab53918af0cd8909a57a27f8cb2288b80a613ac671b \
+    --hash=sha256:766bc7c9a9c340342f4c864ccbda8e78111e4751f13b895812b9c148fb79e9d0 \
+    --hash=sha256:78e29211f26da2fdd0e9c6d2b79f489476140cf7029b6a64808ade7ca4156a42 \
+    --hash=sha256:819edbdcb42ab8598b494bcf0222684bbb7a3c772bd1b1f0be7e029a6063c28e \
+    --hash=sha256:85b10a45b8993d195c4f3ff57025b8d1e11834909ee475c403bfa60cb4caefaf \
+    --hash=sha256:88268ca418cacea64cecb0d1d600d3c6b3a8038fcba02e1e205178c5b1f47661 \
+    --hash=sha256:8b39472beafc0bdcafc4c8c73ad082ebfdb449d566897a61e7acb4fa88089115 \
+    --hash=sha256:8ea1936c26b99999b27479853039a7f34713f56c49375ad52b38535ec93a796c \
+    --hash=sha256:98a07f9bf591e3a8919797bee1c53f026ba4acd587e5a4404c8e57c9ec36b2a5 \
+    --hash=sha256:a185a04039df6cae8648bc8ab6d6fde7bf94f7188ecf7828e76ac52eef1e41d6 \
+    --hash=sha256:a35009284d0d3d5c2c9601c164a911b8b4331608d98a9a66d47d97bb2f522b70 \
+    --hash=sha256:a3acb384427816dd5d470f47e62137b87f74da694faa8a50147012cf40df276a \
+    --hash=sha256:aa2ba7d2ad6df4d80127cea65e5b8d5e2c3adbf153ff4804452836328aca7c54 \
+    --hash=sha256:b10e1ff4756ed27d5a29d7fc79cfce7ef1ff56ad20025b89bac7cf79e09abbbe \
+    --hash=sha256:b137f4bf3ada9dc44d411478decc6ff09a79ed30b306cd2abaa98408c3588137 \
+    --hash=sha256:b259a04a737cb3496be0901328eb8b7552ed8df4865d8c8f1cf1bffcfc0776a3 \
+    --hash=sha256:b427c19380991a4eaab2f6144b64b99b412043314c6bf4ab544f97bb31ee4190 \
+    --hash=sha256:bb693b1e3d9a2f3fd228e2110daf4b5aeedb36761ca1e4282f74725f6d89f611 \
+    --hash=sha256:c261d74b1a945cf895a9d6eccd1685a8e837531beaab782da4d630a8d12deffb \
+    --hash=sha256:c5bf2dc311127d91230cc79b92188c082634a06cf66c5234db49a43b910183b0 \
+    --hash=sha256:ca1cc11d82677b9662082e5478b7528e2b7db7beaa6bdff42bd62789d81be399 \
+    --hash=sha256:d4b2dddfc219f54f956ccd53cf76a1d338ffe68fc7f2849ec9c7feb9927ff692 \
+    --hash=sha256:d71d30f2d92f67d944631c523713934fee37292469e182ebcd2c1dd8a64ce53f \
+    --hash=sha256:d865db4a6318e1c1bea83292e0ed231090538fc4ca45425b0f0480eb338bbc6e \
+    --hash=sha256:e2aa72e3ce1770317ef534f63d397b55e130725f5149bd36077c3b539019db27 \
+    --hash=sha256:e3657301562ac3cb8018d30d0d3ebfa39932239f7b5703422057ef14b69949f5 \
+    --hash=sha256:e64dd101d380a115cc5a0c7856788adb535f1a4e21fc543775602f8be95180ae \
+    --hash=sha256:e8ca6a1fcdb2943c9cbc1804a1baf3acb6071d72a471591678ded84218006e14 \
+    --hash=sha256:edb59506291b647a30884b1d51a599d605f40b20af4a7dc3d33786a47a31de60 \
+    --hash=sha256:f9a0ebbe45c29b5e5866593c12b78bd9035f0f0f0d4bc8361680cd580d99db49
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -931,18 +942,19 @@ grpcio==1.81.0 \
     #   grpcio-health-checking
     #   grpcio-reflection
     #   grpcio-status
+    #   milvus-lite
     #   pymilvus
-grpcio-health-checking==1.81.0 \
-    --hash=sha256:09f31674f1acdcf214bc4e640ebbbbef165b077a1fd64834795196d52bfdce39 \
-    --hash=sha256:1024304a85eecddb7a08cb16e157a36dd1c5b08bdabba09f844a71d7e47c994f
+grpcio-health-checking==1.81.1 \
+    --hash=sha256:cbc6a4171825ec64389de2f062d296ba129a5c27eefd0dd55fa837909184bdf9 \
+    --hash=sha256:ecc61480e25058a4a04e11e4ab6900ad7439b32e60a8ce4ece7d9f219221c85d
     # via feast (pyproject.toml)
-grpcio-reflection==1.81.0 \
-    --hash=sha256:5191db7aa6cab1b6981b0879fa44fdcdd43ba644f0301c40b976f813eb4eff06 \
-    --hash=sha256:85322a9c1ab62d9823b1262a9d78d653b1710b99b5764cdcef2673cfe352b9c1
+grpcio-reflection==1.81.1 \
+    --hash=sha256:3d7160000f5fdd0e241f9b1a3d402f15ebcd5f281be105b374a025f38c6434a8 \
+    --hash=sha256:d82fc4ac39dd5dcfd63e577075f6a68eac4a765e66a453914bbf57caf35665d0
     # via feast (pyproject.toml)
-grpcio-status==1.81.0 \
-    --hash=sha256:10eb4c2309db902dc26c1873e80a821bf794be772c10dfd83030f7f59f165fab \
-    --hash=sha256:b6fe9788cfdd1f0f63c0528a1e0bfdb41e8ff0583e920d2d8e8888598c01bb69
+grpcio-status==1.81.1 \
+    --hash=sha256:08072fa9995f4a95c647fc6f4f85e2411573d00087bcabdf30f260114338f232 \
+    --hash=sha256:9389a03e746017b10f0630c064289201458f3ce01f5d7ef4b0bebc1ef6cf82ad
     # via google-api-core
 gunicorn==26.0.0 \
     --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
@@ -1167,9 +1179,7 @@ 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
@@ -1369,19 +1379,17 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.2 \
-    --hash=sha256:8e02db104096d1c25b28e64bde29a5c32b31bc241710213e12fd4d84985bdfef \
-    --hash=sha256:d6ff5160c6ca65d93013626efb3fc249de683c30b2d8570755ceddd490344de5
+mcp==1.28.0 \
+    --hash=sha256:559d3f9943674cafbe5744c5d3794f3237e8b47f9bbc58e20c0fad680d8487c2 \
+    --hash=sha256:9c1e7cf3a9125557e418ecd4fed8e9adddce81b0dfdae4d6601d700f5beb71a4
     # via 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
+milvus-lite==3.0 \
+    --hash=sha256:2c35d0d046b1faae3402cde1fb73d65f51ee8c6aba65f54de1dda46f7bb18b9b \
+    --hash=sha256:d9a094eab84bdaa4253da3721482282c939da1cce6f4e1759f947e8d3e53406e
     # via feast (pyproject.toml)
 mmh3==5.2.1 \
     --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
@@ -1753,7 +1761,9 @@ numpy==2.2.6 \
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   ibis-framework
+    #   milvus-lite
     #   pandas
     #   pandas-gbq
 oauthlib==3.3.1 \
@@ -1842,6 +1852,7 @@ packaging==26.2 \
     # via
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   google-cloud-bigquery
     #   gunicorn
     #   ibis-framework
@@ -2186,6 +2197,7 @@ pyarrow==24.0.0 \
     #   db-dtypes
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
     #   pandas-gbq
     #   snowflake-connector-python
 pyarrow-hotfix==0.7 \
@@ -2335,9 +2347,9 @@ pydantic-core==2.46.4 \
     --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
     --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.1 \
-    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
-    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
     # via
     #   fastapi-mcp
     #   mcp
@@ -2358,18 +2370,19 @@ pyjwt[crypto]==2.13.0 \
     #   feast (pyproject.toml)
     #   mcp
     #   snowflake-connector-python
-pymilvus==2.6.15 \
-    --hash=sha256:329a20fed7eb78607306ec80289f55151d9238bcfd3ecc61605b653c268326aa \
-    --hash=sha256:c9e67810b40973d917010c176c6c07d3221a8c65b577bd924ae74fb222da8500
+pymilvus==3.0.0 \
+    --hash=sha256:57c8e7c87fbbf579f122b4df893949bc78e50bca2988527864891bd544817b05
     # via feast (pyproject.toml)
 pymysql==1.2.0 \
     --hash=sha256:62169ce6d5510f08e140c5e7990ee884a9764024e4a9a27b2cc11f1099322ae0 \
     --hash=sha256:6c7b17ca686988104d7426c27895b455cdeea3e9d3ceb1270f0c3704fead8c33
     # via feast (pyproject.toml)
-pyopenssl==26.2.0 \
-    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
-    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
-    # via snowflake-connector-python
+pyopenssl==26.3.0 \
+    --hash=sha256:46367f8f66b92271e6d218da9c87607e1ef5a0bc5c8dea5bb3db82f395c385a3 \
+    --hash=sha256:589de7fae1c9ea670d18422ed00fc04da787bbde8e1454aea872aa57b49ad341
+    # via
+    #   google-auth
+    #   snowflake-connector-python
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
     --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
@@ -2642,6 +2655,7 @@ setuptools==80.10.2 \
     #   feast (pyproject.toml)
     #   pandas-gbq
     #   pydata-google-auth
+    #   pymilvus
 shellingham==1.5.4 \
     --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
     --hash=sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de
@@ -2684,77 +2698,77 @@ sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
     --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
     # via snowflake-connector-python
-sqlalchemy[mypy]==2.0.50 \
-    --hash=sha256:03f4323c980ad0e918cc9e5369b015f759f4e534db5bbaf4dc36832c10d05064 \
-    --hash=sha256:06a9210bdc5f4298cff0781087e2ff45683922252dacc452846373a58761f093 \
-    --hash=sha256:0a31c5963d58d3e3d11c5b97709e248305705de1fdf51ec3bf396674c5898b7e \
-    --hash=sha256:0e104e196f457ec608eb8af736c5eb4c6bc58f481b546f485a7f9c628ee532be \
-    --hash=sha256:0f5e4ac70e9e757f6b3e87c0491ff034442ecd8dfd36d041a50564c322dafc0e \
-    --hash=sha256:0fe7822866f3a9fc5f3db21a290ce8961a53050115f05edf9402b6a5feb92a9f \
-    --hash=sha256:0fec460e18cdbb4c7773531122ce9a27e96c6ca17af3933941d94da475ad2c86 \
-    --hash=sha256:110fdac56ace278949f00de805edacbd6141e382d992f9ba28238b3a0827a600 \
-    --hash=sha256:1208050441471d003b7c8cb4054fb084f185cf35ac3f0ea270803865bca9939a \
-    --hash=sha256:13b85b20f9ab714a666df9d8e72e253ec33c16c7e1e375c877e5bf6367a3e917 \
-    --hash=sha256:15708c613cd5005b7dffe1f66ee6a63ee8f5e46799f71c70ebad74178c676a39 \
-    --hash=sha256:1918a3cf564d16d95bca7301005f41ab2ad50b07cd3b9da50d3ed986db148d6a \
-    --hash=sha256:1aa6e403663a9c43c8fef7ce4bdb4cf48bcd8d352e91deda2a99f963270bd508 \
-    --hash=sha256:1c5f858fe79c9f5d8fda065c06186356acb7f8df3cd52dbd5ee3f200e4b144f5 \
-    --hash=sha256:1fbd55a969d7ac44a98e3dec75016074f809fa08f871585ace58dde110d1bf3e \
-    --hash=sha256:23ae23d8b9d344d30d0a92f06d45825024a5790f1c1dd4cf452636a50d3e58cb \
-    --hash=sha256:27b7062af702c61994e8806ad87e42d0a2c879e0a8e5c61c7f69d81dabe24fdf \
-    --hash=sha256:287086e67275a212c4582d166a6fb03a65ccc5551d80866270ce0dd9f34eccd3 \
-    --hash=sha256:2b9dcc43afef8ac157cd92fce96985d6b8b0cfbd3df4d666f66b4d55a75d202f \
-    --hash=sha256:2c1920cde9d741ba3dda9b1aa5acd8c23ea17780ccfb2252d01878d5d0d628d3 \
-    --hash=sha256:2dab927761d9108550f0cf8e66ff21af56f907a0ce0a689793db615e2b55f62c \
-    --hash=sha256:31648fa14460537e768a7303b078e4344d208e0d23e06867c1f376a227ed82db \
-    --hash=sha256:3699dac4be410e97049a1658e9480da9cde956594aa0f3aebc60b88f21c5ba70 \
-    --hash=sha256:3d10700bd519573f6ce5badbabbfe7f5baea84cdf370f2cbbfb4be28dfddbf1d \
-    --hash=sha256:409a8121b917116b035bedc5e532ad470c74a2d279f6c302100985b6304e9f9e \
-    --hash=sha256:47b71b933e7b4ebad407c8fdfd70d2c4f08b78b3238bb30eebdd6eb32ca51b89 \
-    --hash=sha256:4a8e8af330cbb3a1931d3d6c91b239fc2ef135f7dd471dfa34c575028e0b1fa8 \
-    --hash=sha256:51b637a84f9fa35ae1f9017e786cb142974a25305085e1b378b3647a67f65ad3 \
-    --hash=sha256:545eae198d37bcf837a10ede3684e2af32458d6f35c597c35c2de7502dc38fc4 \
-    --hash=sha256:60922d6599065ddca2c6f376b9aa2f41a6b85a271725e0909490bbc50b1998a5 \
-    --hash=sha256:66e374271ecb7101273f57af1a62446a953d327eec4f8089147de57c591bbacc \
-    --hash=sha256:68b154b08088b4ec32bb4d2958bfbb50e57549f91a4cd3e7f928e3553ed69031 \
-    --hash=sha256:6c206aec519a2e7bd08abbfb33436e325fd22c632d9c21a9047e376ce241646e \
-    --hash=sha256:724f3dcbe53dd0151e3cb5e7ec4ba4c620bede579caacd16275dc35ce06e8615 \
-    --hash=sha256:7af6eeb84985bf840ba779018ff9424d61ff69b52e66b8789d3c8da7bf5341b2 \
-    --hash=sha256:7b1ddb7b5fc60dfa9df6a487f06a143c77def47c0351849da2bcea59b244a56c \
-    --hash=sha256:7e36efdcc5493f8024ec873a4ee3855bfd2de0c5b19eba16f920e9d2a0d28622 \
-    --hash=sha256:83a9fce296b7e052316d8c6943237b31b9c00f58ca9c253f2d165df52637a293 \
-    --hash=sha256:8b53784972ade4f8174b9aa661f31a06f8a936d2cfdd602913ff3c6dd40ae873 \
-    --hash=sha256:8f00e3eb43ba30eb1b238ee03a8a62309486d1321eda3328bb611e0340033ad8 \
-    --hash=sha256:92064363517a3ff8212b5a93b8c62876579d8dfd1ca5b561335f30152d884fa9 \
-    --hash=sha256:9602c07b03e1449747ecb69f9998a7194a589124475788b370adce57c9e9a56e \
-    --hash=sha256:96fbee6b19c19cd1556c8bf9419447cf2ec149ffcab7ab64348c23e54ef8547f \
-    --hash=sha256:9d1af51558029a156a70986b7df88f042b3d158d7c8d8fb5072912d4b32d89c7 \
-    --hash=sha256:adc0fe7d38d8c8058f7421c25508fcbc74df38233a42aa8324409844122dce8f \
-    --hash=sha256:af5607d11ef90fd6a5c0549fe0045dce1663d427426bcfb506dcb5346a85a3b9 \
-    --hash=sha256:b00098cdbdbd38c7be3d568b0c9c3122b8c0ec62b911b57cd5e6e0254d60a76d \
-    --hash=sha256:bef4ac756363227ef6402a75fee025a4bc690f92328e825868939b3b3a446a6d \
-    --hash=sha256:c4e70c46fad30c3bcc6a4708bc0130a3173e11a5b25f0ea4a9d8911b450f1f52 \
-    --hash=sha256:c5c3cdb753a9004183e1ccb634b41611654c989e61bc68617ce878e46d6f1e51 \
-    --hash=sha256:c966932507a4d7d0a37314927dbfcd89720e3f37d2a1e3352e7ae7939fa8e8a0 \
-    --hash=sha256:e195687f1af431c9515416288373b323b6eb599f774409814e89e9d603a56e39 \
-    --hash=sha256:e6e814658818fd165e749e3d8490ef16cc7f379a118c37ada8b0589ffbaaac22 \
-    --hash=sha256:e8e1b0f6a4dcd9b4839e2320afb5df37a6981cbc20ff9c423ae11c5537bdbd21 \
-    --hash=sha256:ea1a8a2db4b2217d456c8d7a873bfc605f06fe3584d315264ea18c2a17585d0b \
-    --hash=sha256:eefd9a03cc0047b14153872d228499d048bd7deaf926109c9ec25b15157b8e23 \
-    --hash=sha256:f96233858e3df43932ac11589e22520da6e8aeb624b03fedfeebb0e8ea213086 \
-    --hash=sha256:faffef4bcc20a1892e65e155293d99d60855bbbc79250ab712819cfd56a8e6bb
+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==30.9.0 \
-    --hash=sha256:20bed04b6482bf13560206cae517f451f46c321e04956ad71271ed1f12ce8802 \
-    --hash=sha256:59b5f74f4d391e32e6980e8cd23cca8d47beac3c0140b711ead9ed05a824a8b5
+sqlglot==30.11.0 \
+    --hash=sha256:1a23c6e2adb41da61fda46b1848d2fa26341d447fc0f0cd5ca21160362100991 \
+    --hash=sha256:cffdee57d1f2f5472dc9f13087e618cf795841172b7d5ef78b63a051a52d2710
     # via ibis-framework
-sse-starlette==3.4.4 \
-    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
-    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
+sse-starlette==3.4.5 \
+    --hash=sha256:83072538bc211a2f68b7b0422226c4af3e9b62e106e07034664b832ca019842a \
+    --hash=sha256:e71bad53323f65573c3864a6c3bd0c1eb6e5f092b2e48082b0c35927d19ca296
     # via mcp
-starlette==1.2.1 \
-    --hash=sha256:4de0082d08c8f6764a85a54cf1120d6939507a19905c7768acad2a9f875d2b89 \
-    --hash=sha256:9b9b5ebb992e67d6093741e63c2f59e4f6fff986f81163c087867bd7b924b3f6
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
     #   feast (pyproject.toml)
     #   fastapi
@@ -2822,6 +2836,7 @@ tomli==2.4.1 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via
     #   fastapi-mcp
+    #   milvus-lite
     #   mypy
 tomlkit==0.15.0 \
     --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
@@ -2834,12 +2849,10 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-tqdm==4.68.0 \
-    --hash=sha256:b79a3ae57db4c870a55352e43abb33b329557cd75b1483028909286ff22a2c03 \
-    --hash=sha256:c627124266fe7904cabb70e88a940d75a06b889a0b11680307a67c18ce094f19
-    # via
-    #   feast (pyproject.toml)
-    #   milvus-lite
+tqdm==4.68.3 \
+    --hash=sha256:00dfa48452b6b6cfae3dd9885636c23d3422d1ec97c66d96818cbd5e0821d482 \
+    --hash=sha256:39832cc2def2789a6f29df83f172db7416cea70052c0907a57801c5f2fdccb03
+    # via feast (pyproject.toml)
 typeguard==4.5.2 \
     --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
     --hash=sha256:fcf9de18bd945cdb4c7b996e12b4c51ce83f92f191314a6d7cf1739586ec98cf
@@ -3141,97 +3154,97 @@ websockets==16.0 \
     --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
     --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
     # via uvicorn
-wrapt==2.2.1 \
-    --hash=sha256:036dfb40128819a751c6f451c6b9c10172c49e4c401aebcdb8ecf2aec1683598 \
-    --hash=sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624 \
-    --hash=sha256:05d5cb74d1b232ec8cfa130a8f900708699ff2491d97b8f85a4cdc5996294b85 \
-    --hash=sha256:07be671fa8875971222b0ba9059ed8b4dc738631122feba17c93aa36b4213e9a \
-    --hash=sha256:09ac16c081bebfd15d8e4dfa5bdc805990bbd52249ecff22530da7a129d6120b \
-    --hash=sha256:0d9ff006f420b2ec8296aa56ade43ea7da3e997e85769f0aafc5e0661aacb710 \
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+    --hash=sha256:e542b7c5af91e2123a8aabf19894319d5ec4268d2a9ffd2f239386133fc47746 \
+    --hash=sha256:e5a5290e4bf2f332fc29ce72ffb9a2fff678aaac047e2e9f5f7165cd7792e099 \
+    --hash=sha256:e6fb7e94e8fe3e4c3067bb1653a91cce7c5e83acc119fdd41501b1bf74654617 \
+    --hash=sha256:e7f10ee0bd53673bfd52b67cbce83336fe6cad90d2377b03baf66491d2bbfb91 \
+    --hash=sha256:ec8f83949028366531383603139403cac7a826e4011955813cdd640017845ce5 \
+    --hash=sha256:ef2cce266b5b0b07e19fa82e59673b81142b7a3607c8ed1254113d048ed668da \
+    --hash=sha256:f1a2ff355ece6a111ca7a20dc86df6659c9205d3fcee674ca34f2a2854fd4e73 \
+    --hash=sha256:f32fe639c39561ccc187bcae17e9271be0eb45f1c2952510d2f29b33ab577347 \
+    --hash=sha256:f4bfd8d1eb438153eff8b8cfe87f032ba65731e1ce06138b5090f745a33f6f95 \
+    --hash=sha256:f90038ab58fafb584801ca62d72384d7d5225d93c76f7b773c22fae545bd8066 \
+    --hash=sha256:fa81c5b5fe8cd6c41e3a798533b81288279e5fdbde2128f21071922764281c99 \
+    --hash=sha256:fb18fc51e813df0d9c98049e3bf2298a5495a648602040e21fa3c7329371159e
     # via aiobotocore
 yarl==1.24.2 \
     --hash=sha256:0063adad533e57171b79db3943b229d40dfafeeee579767f96541f106bac5f1b \
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 2ba044416ea..168cecdc06e 100644
--- a/sdk/python/requirements/py3.10-minimal-sdist-requirements-build.txt
+++ b/sdk/python/requirements/py3.10-minimal-sdist-requirements-build.txt
@@ -386,10 +386,6 @@ hatch-vcs==0.5.0 \
     # via
     #   filelock
     #   platformdirs
-hatchling==1.27.0 \
-    --hash=sha256:971c296d9819abb3811112fc52c7a9751c8d381898f36533bb16f9791e941fd6 \
-    --hash=sha256:d3a2f3567c4f926ea39849cdf924c7e99e6686c9c8e288ae1037c8fa2a5d937b
-    # via pymilvus
 hatchling==1.30.1 \
     --hash=sha256:161eacafb3c6f91526e92116d21426369f2c36e98c36a864f11a96345ad4ee31 \
     --hash=sha256:eee4fd45357f72ebb3d7a42e5d72cfb5e29ed426d79e8836288926c4258d5f2e
@@ -411,6 +407,7 @@ hatchling==1.30.1 \
     #   jsonschema
     #   jsonschema-specifications
     #   mcp
+    #   milvus-lite
     #   platformdirs
     #   pyarrow-hotfix
     #   pydantic
@@ -680,21 +677,21 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-maturin==1.13.3 \
-    --hash=sha256:0ef257e692cc756c87af5bea95ddfe7d3ac49d3376a7a87f728d63f06e7b6f8b \
-    --hash=sha256:1cc0a110b224ca90406b668a3e3c1f5a515062e59e26292f6dbaf5fd4909c6f3 \
-    --hash=sha256:2389fe92d017cea9d94e521fa0175314a4c52f79a1057b901fbc9f8686ef7d0b \
-    --hash=sha256:3cc13929ca82aefa4adbf0f2c35419369796213c6fb0eb24e914945f50ef5d8c \
-    --hash=sha256:3db93337ed97e60ffc878aa8b493cd7ae44d3a5e1a37256db3a4491f57565018 \
-    --hash=sha256:4667ef609ab446c1b5e0bfe4f9fb99699ab6d8548433f8d1a684256e0b67217f \
-    --hash=sha256:49fd6ab08da28098ccf37afca24cdba72376ba9c1eedf9dd25ff82ed771961ff \
-    --hash=sha256:4cd478e6e4c56251e48ed079b8efd55b30bc5c09cf695a1bdafaeb582ee735a0 \
-    --hash=sha256:53b08bd075649ce96513ad9abf241a43cb685ed6e9e7790f8dbc2d66e95d8323 \
-    --hash=sha256:771e1e9e71a278e56db01552e0d1acfd1464259f9575b6e72842f893cd299079 \
-    --hash=sha256:a2675e25f313034ae6f57388cf14818f87d8961c4a96795287f3e155f59beb11 \
-    --hash=sha256:b6741d7bf4af97da937528fd1e523c6ab54f53d9a21870fa735d6e67fd88e273 \
-    --hash=sha256:c00ea6428dea17bf616fe93770837634454b28c2de1a876e42ef8036c616079a \
-    --hash=sha256:def4a435ea9d2ee93b18ba579dc8c9cf898889a66f312cd379b5e374ec3e3ad6
+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
@@ -933,9 +930,9 @@ setuptools-rust==1.12.1 \
     # via
     #   libcst
     #   maturin
-setuptools-scm==10.0.5 \
-    --hash=sha256:bbba8fe754516cdefd017f4456721775e6ef9662bd7887fb52ae26813d4838c3 \
-    --hash=sha256:f611037d8aae618221503b8fa89319f073438252ae3420e01c9ceec249131a0a
+setuptools-scm==10.1.2 \
+    --hash=sha256:24079818acc46e99aae0d65b8d511fafe965970d9cbd060c7b9f7275ded520fb \
+    --hash=sha256:8bb17e208fb22ebc11e4eaf6d765955db1903eefd21a3f0ed5518fc3fb186e84
     # via
     #   anyio
     #   cachetools
@@ -949,7 +946,6 @@ setuptools-scm==10.0.5 \
     #   pluggy
     #   pyarrow
     #   pybindgen
-    #   pymilvus
     #   setuptools-rust
     #   sqlglot
     #   tabulate
@@ -1055,9 +1051,9 @@ 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
+vcs-versioning==2.1.0 \
+    --hash=sha256:118bf4b9f86f92e9ec33a94ec24aca0eed8f880fc88736697914d3a876758551 \
+    --hash=sha256:66d9e2c2afd792090bc381aec985d6cd82cb935be35910a742e0af31ca4be61e
     # via setuptools-scm
 versioneer==0.29 \
     --hash=sha256:0f1a137bb5d6811e96a79bb0486798aeae9b9c6efc24b389659cebb0ee396cb9 \
diff --git a/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt b/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
index e1218415516..13ffd932b11 100644
--- a/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
+++ b/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
@@ -1,5 +1,5 @@
 # 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
+#    uv pip compile -p 3.10 --no-strip-extras pyproject.toml --extra minimal-sdist-build --no-emit-package milvus-lite --no-emit-package pymilvus --generate-hashes --output-file sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
 aiobotocore==3.7.0 \
     --hash=sha256:680bde7c64679a821a9312641b759d9497f790ba8b2e88c6959e6273ee765b8e \
     --hash=sha256:c64d871ed5491a6571948dd48eabd185b46c6c23b64e3afd0c059fc7593ada30
@@ -8,126 +8,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.14.0 \
-    --hash=sha256:02cb2ffbb7da32f82e21ad9952669c45bd88a80e0878264c2f59fe1c6fb2badd \
-    --hash=sha256:0746d9fb0ac4fdef643a84494efe3f06d50335dd8c7a530228b86448aae0a803 \
-    --hash=sha256:076cb014191ae2e65d949e1ad01f1dcfe33e32789b5172510f3e79c79fc04d50 \
-    --hash=sha256:0fc2b75ae8d169d853be2862d960be8550da6c5c65711d5476407eb3fdb006bd \
-    --hash=sha256:101df7779c80c0636014a6b2c6642acd3efb5b355d48347c9d7dfb720aee9430 \
-    --hash=sha256:106ed074a856f3e21d186b8579e2c8afb6da598e267cdaab01059e13db2fc44d \
-    --hash=sha256:1210d4c87cc00128160c7384ab41877a701295b97cffa6362f908a49b6e8a7ca \
-    --hash=sha256:1394dce36e0f0d260ac0b555a654de19cb989f3c1b8bdd24f505314dfea18a00 \
-    --hash=sha256:145262119b07d7f95abc1839add35ba2bfc84551d4b4660ca11542c0b215455b \
-    --hash=sha256:16eee56bcc72d04600bc56c1759982c2385ec0b41d3fd3521f836bf64a0957ef \
-    --hash=sha256:198cfe61bf253b19da1fb3e0fa122249dc4f14c12709493fed8054aa0411cc76 \
-    --hash=sha256:19ca5fc84130675ba11c6ca5c7da5cb65f7bf8a32cdd2b616bf49cd334688aae \
-    --hash=sha256:1a4a9f17e85b80878c176695c1998c790e83731d8271881e5d356488652a1f9e \
-    --hash=sha256:1a78a77366ed158a0a54b076990e575d7b7cdb728cbfd02711eadab150f2269f \
-    --hash=sha256:20144819e99db593e22bbd2f3f2691a5e149f879142d6b8670254708853ff4fb \
-    --hash=sha256:22a8d06f204e0518a586d770032db3c7043c9ba3693081b3e3ad425e1458d594 \
-    --hash=sha256:23e8314e7aed8576fbe33314d218bd81447a3adbc91dc36f1163bf583cd3084c \
-    --hash=sha256:23f094a1ef64823fd35854ddf5c7a80a078162f37f9d2f7c6142b51a6affa456 \
-    --hash=sha256:25400d710641a8040bf022a8a99f579e581ffa1c5bd42c33255d7d6f3957c127 \
-    --hash=sha256:25d2326a4967bf705a9f9913a13005e93b6020ad8a9f6bd6bd78850d5171332e \
-    --hash=sha256:25e9f1d2465a210d60edb64d7b204a147e85d4c194eecef3d1604fb5ace678ce \
-    --hash=sha256:26b6d79aa54cb4ed50cc7d41ed14e99e0f1fc8e7c2d42f2e05b37aea897b2b52 \
-    --hash=sha256:26d9224c6dd7f5c749aba4f61315a894601448b28d94d12f4dea0903e26d2096 \
-    --hash=sha256:2882de819734c715fd1b9c11c97e09fa020d14438203d1d354d8ed1702791c9b \
-    --hash=sha256:28eee8de1d69711c53116df8202f1c2aa0e3f80ef912a88fc18d159d53e7110b \
-    --hash=sha256:2c2c7e05dd5335b298085abf45ddf98673934c3ee1c083d0b9ea13d4186ad500 \
-    --hash=sha256:2cc736a9c9fc2bc4dd71fd404815741b6573df27c3f985948ec4076989ac57de \
-    --hash=sha256:2d2ffe9b614f50f069068b3b52e73414e4107fc10b7efc939a76acff9251fdd2 \
-    --hash=sha256:2e2514cb7195f6d7c219339635bea71ae47d1569b051300d32df9dcfabcdb869 \
-    --hash=sha256:2f3fc37054564dee64a855b5b092d87ec35dcddfaabf7dacb1c8a2b1f83dc0a9 \
-    --hash=sha256:30e8b7eeb42d02c120ca90d6c6e076a221a16b70a6dac9ae44c7ab5104cc7fe4 \
-    --hash=sha256:32e735c3182de7b64f6941a4ede48b38c7f47d9437bd615dd30b5bda8fa1bc93 \
-    --hash=sha256:3366751d68d237c621264233a32f3078bbc21b7904ab90a77e03d21390c742c6 \
-    --hash=sha256:363ef9e91014e7891679bfb2ac0a7c6ea93435dbbfd10ecf41b9f06fcf506c5f \
-    --hash=sha256:3b54fbff46127aeafdd764cecd0d99fa2f24a0e37ea5c18a7c3a4ac450df1db3 \
-    --hash=sha256:3c7139100fbaae76515b73051d8f0aa3a3ff02e415eec8a8eee8e2223d9ba955 \
-    --hash=sha256:3cdf534aa455593e589302990c5097aa5c92c06c4262a20da22934f9186a5fff \
-    --hash=sha256:3ea81eb518a2ecb319d8ec6d1424a37c773f6634bd87d6985eb606b2faac419f \
-    --hash=sha256:40ae7b0642c25632c7eabc4a04754012691864d2a1b93becf7cddb76027b838a \
-    --hash=sha256:40af7ebe53c7990e110dc4ad03566b12c3ac996254298a3d39046dd69cfcb2c2 \
-    --hash=sha256:44eca38755d0105bb32f47d085f5dd449846a449e1245fc105889e3279dcf8e3 \
-    --hash=sha256:46fbbec4e4fab7428d4396a3823f9320e4560aa3113b89eeebce712c27c9ed5a \
-    --hash=sha256:4714c70067a08b604d0bf3bc4dfdf82e52944afab41d0428d460862763d2f79b \
-    --hash=sha256:49a33ded29b0b2fa7a367a02cf0fb89af602bb87542a16177ec8ce1c9c51d12a \
-    --hash=sha256:4acfc34bd4d3c58754fc9f22ff1b5e92aabce68f3d4bf7b71a0b732d9bceb78a \
-    --hash=sha256:4d6a998191f5ebe3b8c28463ff72bc030250008b3193c402464efadd08b5ca02 \
-    --hash=sha256:4f770846edae8f00ecc57af825bce811f787f87a7dcf0e90d191790efe5b31f7 \
-    --hash=sha256:514db9a79337068981ee2137310283a07b4b885c584991097a91a4da419bcb81 \
-    --hash=sha256:540632bf882ff8fc88f2e1697be0761578e89e0d79fb4a8a6d65dc5da7e729d4 \
-    --hash=sha256:54bf3522d6f7351e55f89a62d5c2bf138ad557b031670266c5df604ae88e0b5a \
-    --hash=sha256:57ea07d28695a7a40304d42251892a8df765e5588c10ee32afeddcd5df33c0a2 \
-    --hash=sha256:5a2e7ca615c3ddc15b82687e05a624e5f5cba3f1d6c20cb81172d70ea498451e \
-    --hash=sha256:5ba10966d4f03dd96a14365be4b8e37c327c76f11c3ca867116966cdd9f98066 \
-    --hash=sha256:5cbd50e6a50d6b99283a826b18cbdebf65b0797689a7535cb0e9dd37be0f63c3 \
-    --hash=sha256:5e4646e9a6af29af354204011bf5769cb0276ec5b64653e42f90b3e13845169f \
-    --hash=sha256:5f1c5be60add78fabb4aacd13c5a348ae79d2fcbfc7fa78da8f1eb192273b370 \
-    --hash=sha256:610d68800435903e303ca0542b9d3e4eb72a12ff33a6d471a070c1d81eebd3c2 \
-    --hash=sha256:6199707cc40e0e9cd39c36fbc97bec416c704e1d0ddce03412bb3b3e6a90ccd0 \
-    --hash=sha256:6281aecdf2732940f4fe06bd6adec5ae4d59b78b080b8e3a6b81467301010988 \
-    --hash=sha256:63e38be0d75a654deaa06be32fb4cab883a4222940be1d05861b6717679cbadb \
-    --hash=sha256:666c7c5036df57b693026398b69b41874a1931ac5b3485fd910e57bfac253869 \
-    --hash=sha256:667b881d083ccae3900ea5a241e17e5007ca78844c53ed389bb63d48f729d9c7 \
-    --hash=sha256:692e409052e7436029bbb32977cd7c5bf806ac5fa4085b973996785ffadad33c \
-    --hash=sha256:6a5f3532125233c261cf61f32df4059cfcf482eb793c7d3db8452e3142028b86 \
-    --hash=sha256:6aa1a40f9cbb3da9f80714c5966b8946c21e6a2530d809b9498b33161e3c8733 \
-    --hash=sha256:6c79a044cacf360ec46738d863d2f41c9300d2a06ef4a7402ea0df306a350e61 \
-    --hash=sha256:6eb63b1417efaf7d1002a6ad034a40d44376afcc16508a57f8e74b49ad26a095 \
-    --hash=sha256:70ea956f6cc4a37620966b56c2e205d88ca3e6d85ec063277e414b1035cddad3 \
-    --hash=sha256:71b2604c9bfc1b115547d63a094d5244b3f02799833513a99a68aaa7b167c4cb \
-    --hash=sha256:78d6f9286a629ce52728430afe18f8ed2b6c39a1fddb3802d7244b9983910ad2 \
-    --hash=sha256:7a3fc4358e65826c515350f199c210de747cf669998211b1ee6c2e46de364b24 \
-    --hash=sha256:7b33e751cab03fdc960095b1e326cb5a03f5ee577d6ded59f3d1c100f8668882 \
-    --hash=sha256:85e0675f47be4eff0636bf88c02140ea89168ae0df3ff1f3f464e9de9610d277 \
-    --hash=sha256:860a86bc2c80237f5dff52edcf427e10a8d8352271fd84845429a3e60199e02c \
-    --hash=sha256:884a4edbdad77be9d0ef36142c8b504351b170df0bf62b51e784fadabf311c42 \
-    --hash=sha256:89ed35666c95d3efe1955056afcde09e62a57a34e2a4398b17f9f6c1564f0b25 \
-    --hash=sha256:8b93618102caf12801638a01a2b478a55410ddd71bd41cfaf6f707953a49ac43 \
-    --hash=sha256:8fcaef74d2ab0f607d7ff85a0d15e21bb5a258c4a58df1908396eb50d7f4ed3c \
-    --hash=sha256:95f5217e76a046b9f228a101717ef8d42b1eb3d9d196d15202db5bf41df88936 \
-    --hash=sha256:9dc203d6ce6b9106d54e2a93f41dfdfebfbca2d99962ba503bfd3e5921a6549e \
-    --hash=sha256:9e19d17ab02bf16832a2c8c0d55a486792c5b1645665652ee9531aebcc30cb72 \
-    --hash=sha256:9f3a96b6d39a4872222beee72e1df41d2ff886ae96152cf3e757ef8c5673ef0e \
-    --hash=sha256:a071be341c2bd9b0188e62d173509f024e0a35b1c342c53c50f8daaeda8c3bd8 \
-    --hash=sha256:a150c0875ac8fd87f1c398650841308a30d65facf7416b12dbdb9cfdcbe5a48c \
-    --hash=sha256:a1d209375c503472b3c0a340cdf3c55fcd82e84b46dda7caeaced59faba373ec \
-    --hash=sha256:a8d93334d4961c9d566b1f046c81dee475b7c21eb730728d38237bfa70d1c8e6 \
-    --hash=sha256:acdb400538cf4769543548bb5d1eb23d39bed4f96554a6078cb728c7cb2c268b \
-    --hash=sha256:acf1581c4f21ed4b80a2dded504d87b055a071a84d5737ea966435f768275ac6 \
-    --hash=sha256:b0a5747586d4467efd1f932710b269131c9717a872dce082cd92a00c1c13123a \
-    --hash=sha256:b27d89af91a555f58e08e4902dbcbc48862fd40095720ca705990476bd93b7ac \
-    --hash=sha256:b29518c9c2ec7e373e68259206a137c7f4f5439c58baaec4b5ab3ab799850a4e \
-    --hash=sha256:b4141a3e5342ee3053a9cab54d25b64ed28289c1041e4c54b3d99839314d90ce \
-    --hash=sha256:b5314743ebe926c2fda35d0a298c565c885505f6635c2a30936363404cf274a7 \
-    --hash=sha256:b584dfe615d151e9b8f0a8ecb3aee6147f2927ec5b95ba25fe621f5377510928 \
-    --hash=sha256:b62af5a8cc96a194eaa01a9ed7b34a3ffa58d3d8daaa1a0d7a749353ad12d228 \
-    --hash=sha256:c20b9ad156a79eb97be5cf9e069eec01d2f0dc8472ffbd75299a8b2d4c2cbbde \
-    --hash=sha256:c21ca9a1c63d4509158f478aeb9d02914dcc52adc68d1bc9dee2452284ee5996 \
-    --hash=sha256:c452d17eeb95d563fc8b936f3050301dbd1d268126c4632d8b70ede9696202ee \
-    --hash=sha256:c5492b9929826e07cc3fcb9739ae87aab05dff6b5e67a9b73fd1700c6d008981 \
-    --hash=sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108 \
-    --hash=sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159 \
-    --hash=sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026 \
-    --hash=sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903 \
-    --hash=sha256:d33e61021222ce7f9792bcac870d6f58d8adfceda33ab857b01264f4560f2c5f \
-    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
-    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
-    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
-    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
-    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
-    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
-    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
-    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
-    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
-    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
-    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
-    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
-    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
-    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
-    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
+aiohttp==3.14.1 \
+    --hash=sha256:03ab4530fdcb3a543a122ba4b65ac9919da9fe9f78a03d328a6e38ff962f7aa5 \
+    --hash=sha256:07eabb979d236335fed927e137a928c9adfb7df3b9ec7aa31726f133a62be983 \
+    --hash=sha256:092e4ce3619a7c6dee52a6bdabda973d9b34b66781f840ce93c7e0cec30cf521 \
+    --hash=sha256:10ee9c1753a8f706345b22496c79fbddb5be0599e0823f3738b1534058e25340 \
+    --hash=sha256:1601cc37baf5750ccacae618ec2daf020769581695550e3b654a911f859c563d \
+    --hash=sha256:1ac8531b638959718e18c2207fbfe297819875da46a740b29dfa29beba64355a \
+    --hash=sha256:1b9748363260121d2927704f5d4fc498150669ca3ae93625986ee89c8f80dcd4 \
+    --hash=sha256:1c1421eb01d4fd608d88cc8290211d177a58532b55ad94076fb349c5bf467f0a \
+    --hash=sha256:1c1af67559445498b502030c35c59db59966f47041ca9de5b4e707f86bd10b5f \
+    --hash=sha256:1d459b98a932296c6f0e94f87511a0b1b90a8a02c30a50e60a297619cd5a58ee \
+    --hash=sha256:20205f7f5ade7aaec9f4b500549bbc071b046453aed72f9c06dcab87896a83e8 \
+    --hash=sha256:23119f8fd4f5d16902ed459b63b100bcd269628075162bddac56cc7b5273b3fb \
+    --hash=sha256:237651caadc3a59badd39319c54642b5299e9cc98a3a194310e55d5bb9f5e397 \
+    --hash=sha256:24ba13339fed9251d9b1a1bec8c7ab84c0d1675d79d33501e11f94f8b9a84e05 \
+    --hash=sha256:250d14af67f6b6a1a4a811049b1afa69d61d617fca6bf33149b3ab1a6dbcf7b8 \
+    --hash=sha256:269b76ac5394092b95bc4a098f4fc6c191c083c3bd12775d1e30e663132f6a09 \
+    --hash=sha256:27fd7c91e51729b4f7e1577865fa6d34c9adccbc39aabe9000285b48af9f0ec2 \
+    --hash=sha256:2964cbf553df4d7a57348da44d961d871895fc1ee4e8c322b2a95612c7b17fba \
+    --hash=sha256:2a73f487ab8ef5abbb24b7aa9b73e98eaba9e9e031804ff2416f02eca315ccaf \
+    --hash=sha256:2aa92c87868cd13674989f9ee83e5f9f7ea4237589b728048e1f0c8f6caa3271 \
+    --hash=sha256:2b7edd08e0a5deb1e8564a2fcd8f4561014a3f05252334671bbf55ddd47db0e5 \
+    --hash=sha256:2c840c90759922cb5e6dda94596e079a30fb5a5ba548e7e0dc00574703940847 \
+    --hash=sha256:2f73e01dc37122325caf079982621262f96d74823c179038a82fddfc50359264 \
+    --hash=sha256:2fbc3ed048b3475b9f0cbcb9978e9d2d3511acd91ead203af26ed9f0056004cf \
+    --hash=sha256:2fe3607e71acc6ebb0ec8e492a247bf7a291226192dc0084236dfc12478916f6 \
+    --hash=sha256:30099eda75a53c32efb0920e9c33c195314d2cc1c680fbfd30894932ac5f27df \
+    --hash=sha256:307f2cff90a764d329e77040603fa032db89c5c24fdad50c4c15334cba744035 \
+    --hash=sha256:313701e488100074ce99850404ee36e741abf6330179fec908a1944ecf570126 \
+    --hash=sha256:317acd9f8602858dc7d59679812c376c7f0b97bcbbf16e0d6237f54141d8a8a6 \
+    --hash=sha256:335c0cc3e3545ce98dcb9cfcb836f40c3411f43fa03dab757597d80c89af8a35 \
+    --hash=sha256:34b257ec41345c1e8f2df68fa908a7952f5de932723871eb633ecbbff396c9a4 \
+    --hash=sha256:367a9314fdc79dab0fac96e216cb41dd73c85bdca85306ce8999118ba7e0f333 \
+    --hash=sha256:38e1e7daaea81df51c952e18483f323d878499a1e2bfe564790e0f9701d6f203 \
+    --hash=sha256:3e6fc1a85fa7194a1a7d19f44e8609180f4a8eb5fa4c7ed8b4355f080fad235c \
+    --hash=sha256:4132e72c608fe9fecb8f409113567605915b83e9bdd3ea56538d2f9cd35002f1 \
+    --hash=sha256:4691802dda97be727f79d86818acaad7eb8e9252626a1d6b519fedbb92d5e251 \
+    --hash=sha256:47ddf841cdecc810749921d25606dee45857d12d2ad5ddb7b5bd7eab12e4b365 \
+    --hash=sha256:486f7d16ed54c39c2cbd7ca71fd8ba2b8bb7860df65bd7b6ed640bab96a38a8b \
+    --hash=sha256:4cd96b5ba05d67ed0cf00b5b405c8cd99586d8e3481e8ee0a831057591af7621 \
+    --hash=sha256:4d6e0ac9da31c9c04c84e1c0182ad8d6df35965a85cae29cd71d089621b3ae94 \
+    --hash=sha256:4dfd6e47d3c44c2279907607f73a4240b88c69eb8b90da7e2441a8045dfd21da \
+    --hash=sha256:4f7215cb3933784f79ed20e5f050e15984f390424339b22375d5a53c933a0491 \
+    --hash=sha256:4fe1f1087cbadb280b5e1bb054a4f00d1423c74d6626c5e48400d871d34ecefe \
+    --hash=sha256:52cdac9432d8b4a719f35094a818d95adcae0f0b4fe9b9b921909e0c87de9e7d \
+    --hash=sha256:5663ee9257cfa1add7253a7da3035a02f31b6600ec48261585e1800a81533080 \
+    --hash=sha256:57fc6745a4b7d0f5a9eb4f40a69718be6c0bc1b8368cc9fe89e90118719f4f42 \
+    --hash=sha256:5a837f49d901f9e368651b676912bff1104ed8c1a83b280bcd7b29adccef5c9c \
+    --hash=sha256:5c0b3e614340c889d575451696374c9d17affd54cd607ca0babed8f8c37b9397 \
+    --hash=sha256:5e78b522b7a6e27e0b25d19b247b75039ac4c94f99823e3c9e53ae1603a9f7e9 \
+    --hash=sha256:5f2504bc0322437c9a1ff6d3333ca56c7477b727c995f036b976ae17b98372c8 \
+    --hash=sha256:603a2c834142172ffddc054067f5ec0ca65d57a0aa98a71bc81952573208e345 \
+    --hash=sha256:62a759436b29e677181a9e76bab8b8f689a29cb9c535f45f7c48c9c830d3f8c3 \
+    --hash=sha256:634e385930fb6d2d479cf3aa66515955863b77a5e3c2b5894ca259a25b308602 \
+    --hash=sha256:64c567bf9eaf664280116a8688f63016e6b32db2505908e2bdaca1b6438142f2 \
+    --hash=sha256:672ac254412a24d0d0cf00a9e6c238877e4be5e5fa2d188832c1244f45f31966 \
+    --hash=sha256:672b9d65f42eb877f5c3f234a4547e4e1a226ca8c2eed879bb34670a0ce51192 \
+    --hash=sha256:686b6c0d3911ec387b444ddf5dc62fb7f7c0a7d5186a7861626496a5ab4aff95 \
+    --hash=sha256:6f71173be42d3241d428f760122febb748de0623f44308a6f120d0dd9ec572e3 \
+    --hash=sha256:6fd35beba67c4183b09375c5fff9accb47524191a244a99f95fd4472f5402c2b \
+    --hash=sha256:6ffbb2f4ec1ceaff7e07d43922954da26b223d188bf30658e561b98e23089444 \
+    --hash=sha256:73f05ea02013e02512c3bf42714f1208c57168c779cc6fe23516e4543089d0a6 \
+    --hash=sha256:764457a7be60825fb770a644852ff717bcbb5042f189f2bd16df61a81b3f6573 \
+    --hash=sha256:797457503c2d426bee06eef808d07b31ede30b65e054444e7de64cad0061b7af \
+    --hash=sha256:7c106c26852ca1c2047c6b80384f17100b4e439af276f21ef3d4e2f450ae7e15 \
+    --hash=sha256:7fb4bdf95b0561a79f259f9d28fbc109728c5ee7f27aff6391f0ca703a329abe \
+    --hash=sha256:819c054312f1af92947e6a55883d1b66feefab11531a7fc45e0fb9b63880b5c2 \
+    --hash=sha256:8560b4d712474335d08907db7973f71912d3a9a8f1dee992ec06b5d2fe359496 \
+    --hash=sha256:86a6dab78b0e43e2897a3bbe15745aa60dc5423ca437b7b0b164c069bf91b876 \
+    --hash=sha256:87a5eea1b2a5e21e1ebdbb33ad4165359189327e63fc4e4894693e7f821ac817 \
+    --hash=sha256:896e12dfdbbab9d8f7e16d2b28c6769a60126fa92095d1ebf9473d02593a2448 \
+    --hash=sha256:8f6bb621e5863cfe8fe5ff5468002d200ec31f30f1280b259dc505b02595099e \
+    --hash=sha256:90d53f1609c29ccc2193945ef732428382a28f78d0456ae4d3daf0d48b74f0f6 \
+    --hash=sha256:915fbb7b41b115192259f8c9ae58f3ddc444d2b5579917270211858e606a4afd \
+    --hash=sha256:93b032b5ec3255473c143627d21a69ac74ae12f7f33974cb587c564d11b1066f \
+    --hash=sha256:94da27378da0610e341c4d30de29a191672683cc82b8f9556e8f7c7212a020fe \
+    --hash=sha256:979ed4717f59b8bb12e3963378fa285d93d367e15bcd66c721311826d3c44a6c \
+    --hash=sha256:97e704dcd26271f5bda3fa07c3ce0fb76d6d3f8659f4baa1a24442cc9ba177ca \
+    --hash=sha256:99abd37084b82f5830c635fddd0b4993b9742a66eb746dacf433c8590e8f9e3c \
+    --hash=sha256:9af6779bfb46abf124068327abcdf9ce95c9ef8287a3e8da76ccf2d0f16c28fa \
+    --hash=sha256:9e8f2d660c350b3d0e259c7a7e3d9b7fc8b41210cbcc3d4a7076ff0a5e5c2fdc \
+    --hash=sha256:a24f677ebe83749039e7bdf862ff0bbb16818ae4193d4ef96505e269375bcce0 \
+    --hash=sha256:a9875b46d910cff3ea2f5962f9d266b465459fe634e22556ab9bd6fc1192eea0 \
+    --hash=sha256:aa00140699487bd435fde4342d85c94cb256b7cd3a5b9c3396c67f19922afda2 \
+    --hash=sha256:ae6be797afdef264e8a84864a85b196ca06045586481b3df8a967322fd2fa844 \
+    --hash=sha256:af8b4b81a960eeaf1234971ac3cd0ba5901f3cd42eae42a46b4d089a8b492719 \
+    --hash=sha256:b165790117eea512d7f3fb22f1f6dad3d55a7189571993eb015591c1401276d1 \
+    --hash=sha256:b238af795833d5731d049d82bc84b768ae6f8f97f0495963b3ed9935c5901cc3 \
+    --hash=sha256:b3a03285a7f9c7b016324574a6d92a1c895da6b978cb8f1deee3ac72bc6da178 \
+    --hash=sha256:b6feea921016eb3d4e04d65fc4e9ca402d1a3801f562aef94989f54694917af3 \
+    --hash=sha256:b6ff7fcee63287ae57b5df3e4f5957ce032122802509246dec1a5bcc55904c95 \
+    --hash=sha256:b821a1f7dedf7e37450654e620038ac3b2e81e8fa6ea269337e97101978ec730 \
+    --hash=sha256:bb2c0c80d431c0d03f2c7dbf125150fedd4f0de17366a7ca33f7ccb822391842 \
+    --hash=sha256:bb33777ea21e8b7ecde0e6fc84f598be0a1192eab1a63bc746d75aa75d38e7bd \
+    --hash=sha256:bcfb80a2cc36fba2534e5e5b5264dc7ae6fcd9bf15256da3e53d2f499e6fa29d \
+    --hash=sha256:bd869c427324e5cb15195793de951295710db28be7d818247f3097b4ab5d4b96 \
+    --hash=sha256:bedb0cd073cc2dc035e30aeb99444389d3cd2113afe4ef9fcd23d439f5bade85 \
+    --hash=sha256:c389c482a7e9b9dc3ee2701ac46c4125297a3818875b9c305ddb603c04828fd1 \
+    --hash=sha256:c6fa4dc7ad6f8109c70bb1499e589f76b0b792baf39f9b017eb92c8a81d0a199 \
+    --hash=sha256:c83afe0ba876be7e943d2e0ba645809ad441575d2840c895c21ee5de93b9377a \
+    --hash=sha256:cb21957bb8aca671c1765e32f58164cf0c50e6bf41c0bbbd16da20732ecaf588 \
+    --hash=sha256:cf4491381b1b57425c315a56a439251b1bdac07b2275f19a8c44bc57744532ec \
+    --hash=sha256:d03f281ed22579314ba00821ce20115a7c0ac430660b4cc05704a3f818b3e004 \
+    --hash=sha256:d35143e27778b4bb0fb189562d7f275bff79c62ab8e98459717c0ea617ff2480 \
+    --hash=sha256:d3b1a184a9a8f548a6b73f1e26b96b052193e4b3175ed7342aaf1151a1f00a04 \
+    --hash=sha256:d44ec478e713ee7f29b439f7eb8dc2b9d4079e11ae114d2c2ac3d5daf30516c8 \
+    --hash=sha256:d9d4e294455b23a68c9b8f042d0e8e377a265bcb15332753695f6e5b6819e0ce \
+    --hash=sha256:de538791a80e5d862addbc183f70f0158ac9b9bb872bb147f1fd2a683691e087 \
+    --hash=sha256:e4e5e0ae56914ecdbf446493addefc0159053dd53962cef37d7839f37f73d505 \
+    --hash=sha256:e509a55f681e6158c20f70f102f9cf61fb20fbc382272bc6d94b7343f2582780 \
+    --hash=sha256:ec8dc383ee57ea3e883477dcca3f11b65d58199f1080acaf4cd6ad9a99698be4 \
+    --hash=sha256:ed09c7eb1c391271c2ed0314a51903e72a3acb653d5ccfc264cdf3ef11f8269d \
+    --hash=sha256:eeea07c4397bbc57719c4eed8f9c284874d4f175f9b6d57f7a1546b976d455ca \
+    --hash=sha256:eefd9cc9b6d4a2db5f00a26bc3e4f9acf71926a6ec557cd56c9c6f27c290b665 \
+    --hash=sha256:f234b4deb12f3ad59127e037bc57c40c21e45b45282df7d3a55a0f409f595296 \
+    --hash=sha256:f380468b09d2a81633ee863b0ec5648d364bd17bb8ecfb8c2f387f7ac1faf42c \
+    --hash=sha256:f5e6ff2bdbb8f4cd3fbe41f99e25bbcd58e3bf9f13d3dd31a11e7917251cc77a \
+    --hash=sha256:f7a16ef45b081454ef844502d87a848876c490c4cb5c650c230f6ec79ed2c1e7 \
+    --hash=sha256:faccab372e66bc76d5731525e7f1143c922271725b9d38c9f97edcc66266b451 \
+    --hash=sha256:fc0cacab7ba4e56f0f81c82a98c09bed2f39c940107b03a34b168bdf7597edd3
     # via
     #   aiobotocore
     #   kubernetes
@@ -153,9 +153,9 @@ annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
     --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.0 \
+    --hash=sha256:b47c1f9ccf73e67021df785332508f99379c68fa7d0684e8e3492cb1d4b23f89 \
+    --hash=sha256:dd9b7a2a9799ed6552fde617b2c5df02b7fdd7d88392fc48101e51bae46164d9
     # via
     #   httpx
     #   mcp
@@ -215,6 +215,7 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonschema
     #   referencing
@@ -222,9 +223,9 @@ babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
     --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
     # via sphinx
-bigtree==1.4.1 \
-    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
-    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
+bigtree==1.5.0 \
+    --hash=sha256:1917d90a8bd464289a56e34842cb04d3a8131e6d532352afd33fa822fa397fcb \
+    --hash=sha256:8b0c99b8088b33087f6e16ba71af72480b7543d1b8544a66b10d160a2e1160f3
     # via feast (pyproject.toml)
 boto3==1.43.0 \
     --hash=sha256:80d44a943ef90aba7958ab31d30c155c198acc8a9581b5846b3878b2c8951086 \
@@ -248,9 +249,9 @@ calver==2025.3.31 \
     --hash=sha256:07511edf5e7fa75ae97445c8c5921240e0fe62937289a3ebe6963eddd3c691b6 \
     --hash=sha256:255d1a70bba8f97dc1eee3af4240ed35980508da69257feef94c79e5c6545fc7
     # via feast (pyproject.toml)
-certifi==2026.5.20 \
-    --hash=sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897 \
-    --hash=sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d
+certifi==2026.6.17 \
+    --hash=sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432 \
+    --hash=sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db
     # via
     #   httpcore
     #   httpx
@@ -493,56 +494,53 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==48.0.0 \
-    --hash=sha256:0890f502ddf7d9c6426129c3f49f5c0a39278ed7cd6322c8755ffca6ee675a13 \
-    --hash=sha256:0c558d2cdffd8f4bbb30fc7134c74d2ca9a476f830bb053074498fbc86f41ed6 \
-    --hash=sha256:16cd65b9330583e4619939b3a3843eec1e6e789744bb01e7c7e2e62e33c239c8 \
-    --hash=sha256:18349bbc56f4743c8b12dc32e2bccb2cf83ee8b69a3bba74ef8ae857e26b3d25 \
-    --hash=sha256:1e2d54c8be6152856a36f0882ab231e70f8ec7f14e93cf87db8a2ed056bf160c \
-    --hash=sha256:22a5cb272895dce158b2cacdfdc3debd299019659f42947dbdac6f32d68fe832 \
-    --hash=sha256:27241b1dc9962e056062a8eef1991d02c3a24569c95975bd2322a8a52c6e5e12 \
-    --hash=sha256:2b4d59804e8408e2fea7d1fbaf218e5ec984325221db76e6a241a9abd6cdd95c \
-    --hash=sha256:2eb992bbd4661238c5a397594c83f5b4dc2bc5b848c365c8f991b6780efcc5c7 \
-    --hash=sha256:369a6348999f94bbd53435c894377b20ab95f25a9065c283570e70150d8abc3c \
-    --hash=sha256:3cb07a3ed6431663cd321ea8a000a1314c74211f823e4177fefa2255e057d1ec \
-    --hash=sha256:40ba1f85eaa6959837b1d51c9767e230e14612eea4ef110ee8854ada22da1bf5 \
-    --hash=sha256:4defde8685ae324a9eb9d818717e93b4638ef67070ac9bc15b8ca85f63048355 \
-    --hash=sha256:55b7718303bf06a5753dcdccf2f3945cf18ad7bffde41b61226e4db31ab89a9c \
-    --hash=sha256:561215ea3879cb1cbbf272867e2efda62476f240fb58c64de6b393ae19246741 \
-    --hash=sha256:58d00498e8933e4a194f3076aee1b4a97dfec1a6da444535755822fe5d8b0b86 \
-    --hash=sha256:59baa2cb386c4f0b9905bd6eb4c2a79a69a128408fd31d32ca4d7102d4156321 \
-    --hash=sha256:5a5ed8fde7a1d09376ca0b40e68cd59c69fe23b1f9768bd5824f54681626032a \
-    --hash=sha256:5b012212e08b8dd5edc78ef54da83dd9892fd9105323b3993eff6bea65dc21d7 \
-    --hash=sha256:5c3932f4436d1cccb036cb0eaef46e6e2db91035166f1ad6505c3c9d5a635920 \
-    --hash=sha256:614d0949f4790582d2cc25553abd09dd723025f0c0e7c67376a1d77196743d6e \
-    --hash=sha256:76341972e1eff8b4bea859f09c0d3e64b96ce931b084f9b9b7db8ef364c30eff \
-    --hash=sha256:77a2ccbbe917f6710e05ba9adaa25fb5075620bf3ea6fb751997875aff4ae4bd \
-    --hash=sha256:7995ef305d7165c3f11ae07f2517e5a4f1d5c18da1376a0a9ed496336b69e5f3 \
-    --hash=sha256:7ce4bfae76319a532a2dc68f82cc32f5676ee792a983187dac07183690e5c66f \
-    --hash=sha256:7e8eac43dfca5c4cccc6dad9a80504436fca53bb9bc3100a2386d730fbe6b602 \
-    --hash=sha256:84cf79f0dc8b36ac5da873481716e87aef31fcfa0444f9e1d8b4b2cece142855 \
-    --hash=sha256:8c7378637d7d88016fa6791c159f698b3d3eed28ebf844ac36b9dc04a14dae18 \
-    --hash=sha256:8cd666227ef7af430aa5914a9910e0ddd703e75f039cef0825cd0da71b6b711a \
-    --hash=sha256:906cbf0670286c6e0044156bc7d4af9cbb0ef6db9f73e52c3ec56ba6bdde5336 \
-    --hash=sha256:9071196d81abc88b3516ac8cdfad32e2b66dd4a5393a8e68a961e9161ddc6239 \
-    --hash=sha256:9249e3cd978541d665967ac2cb2787fd6a62bddf1e75b3e347a594d7dacf4f74 \
-    --hash=sha256:984a20b0f62a26f48a3396c72e4bc34c66e356d356bf370053066b3b6d54634a \
-    --hash=sha256:9be5aafa5736574f8f15f262adc81b2a9869e2cfe9014d52a44633905b40d52c \
-    --hash=sha256:9c459db21422be75e2809370b829a87eb37f74cd785fc4aa9ea1e5f43b47cda4 \
-    --hash=sha256:9ccdac7d40688ecb5a3b4a604b8a88c8002e3442d6c60aead1db2a89a041560c \
-    --hash=sha256:a0e692c683f4df67815a2d258b324e66f4738bd7a96a218c826dce4f4bd05d8f \
-    --hash=sha256:a5da777e32ffed6f85a7b2b3f7c5cbc88c146bfcd0a1d7baf5fcc6c52ee35dd4 \
-    --hash=sha256:a64697c641c7b1b2178e573cbc31c7c6684cd56883a478d75143dbb7118036db \
-    --hash=sha256:ad64688338ed4bc1a6618076ba75fd7194a5f1797ac60b47afe926285adb3166 \
-    --hash=sha256:bd72e68b06bb1e96913f97dd4901119bc17f39d4586a5adf2d3e47bc2b9d58b5 \
-    --hash=sha256:c17dfe85494deaeddc5ce251aebd1d60bbe6afc8b62071bb0b469431a000124f \
-    --hash=sha256:c18684a7f0cc9a3cb60328f496b8e3372def7c5d2df39ac267878b05565aaaae \
-    --hash=sha256:cc90c0b39b2e3c65ef52c804b72e3c58f8a04ab2a1871272798e5f9572c17d20 \
-    --hash=sha256:db63bf618e5dea46c07de12e900fe1cdd2541e6dc9dbae772a70b7d4d4765f6a \
-    --hash=sha256:ea8990436d914540a40ab24b6a77c0969695ed52f4a4874c5137ccf7045a7057 \
-    --hash=sha256:ecde28a596bead48b0cfd2a1b4416c3d43074c2d785e3a398d7ec1fc4d0f7fbb \
-    --hash=sha256:f5333311663ea94f75dd408665686aaf426563556bb5283554a3539177e03b8c \
-    --hash=sha256:fdfef35d751d510fcef5252703621574364fec16418c4a1e5e1055248401054b
+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
@@ -614,9 +612,9 @@ 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]==2026.6.0 \
+    --hash=sha256:1539859071065dca379ca592ff76e911cd7965dc466da0040354ab466179189b \
+    --hash=sha256:ae3436bd31ebce2be75edf952bd1fc687a1f11ec03fe8b1bec2903d222344a45
     # via feast (pyproject.toml)
 db-dtypes==1.7.0 \
     --hash=sha256:30951c7cda9e5455e43636eebe041c9a637ff28bc49a95d82cb68759d7625467 \
@@ -632,42 +630,42 @@ docutils==0.21.2 \
     --hash=sha256:3a6b18732edf182daa3cd12775bbb338cf5691468f91eeeb109deff6ebfa986f \
     --hash=sha256:dafca5b9e384f0e419294eb4d2ff9fa826435bf15f15b7bd45723e8ad76811b2
     # via sphinx
-duckdb==1.5.3 \
-    --hash=sha256:0b0b4f088a65d77e1217ce5d7eff889e63fedc44281200d899ff47c84d8ff836 \
-    --hash=sha256:0ce80aed7a538422129a57eaca9141e3afb51f8bf562b1908b1576c9725b5b22 \
-    --hash=sha256:10960400ed60cdf0fe05bab2086fa8eb733889cb0ceca18d07ff9a00c0e0be7b \
-    --hash=sha256:2fa17ecdd5d3db122836cb71bb93601c2106a3be883c17dffddc02fbf3fa7888 \
-    --hash=sha256:3248b49cd835ea322574bc6aac0ae7a83be85547f49d4f5f5777cb380ee6627f \
-    --hash=sha256:33ae08b3e818d7613d8936744b67718c2062c2f530376895bfd89efb51b81538 \
-    --hash=sha256:341a2672e2551ba51c95c1898f0ade983e76675e79038ccb16342c3d6cfb82d7 \
-    --hash=sha256:3d5db8c0b55e072cf437948ebb5d7e23d7b9d03d905fa5f9145583e65aa447f7 \
-    --hash=sha256:4bfa9a4dadf71e83e2c4eaca2f9421c82a54defecc1b0b4c0be95e2389dec4fe \
-    --hash=sha256:50379b85f3a0a169478d54880ef8bf971ecaa85772d05eeaa617d720c7704741 \
-    --hash=sha256:5fd25f533cb1b6b2c84cc767a9a9bab7769bb1aa44571a2a0bfc91ac3e4a38ac \
-    --hash=sha256:6d2835e39bb6af73891f73c0f8d4324f98afe00d0b00c6d34b2a582c2256cbb0 \
-    --hash=sha256:6ef8faf121d7b3ad95aab1c3ce31169a28be49da75abfa6099a1bec2e9a70189 \
-    --hash=sha256:70a18f932cf6d87bd0e554613657a515c1443a1724aacfc7ec5137dd28698b03 \
-    --hash=sha256:746433e49bbc667b4df283153415fbe37e9083e0eff6c3cd6e54de7536869cd4 \
-    --hash=sha256:75d13308c9da3ee431d1e72b8ab720aa74a1b3e9159d4124cb62435924496334 \
-    --hash=sha256:787df63824f07bf18022dbc3b8ca4b2bfab0ebe616464f55c6e8cd0f59ea762e \
-    --hash=sha256:8001eccbc28be244dfd04d708526f34ddd6460b47a8aeb5d0e39d6f7f9e3fe15 \
-    --hash=sha256:9fb7516255a8764545e30f7efacea408cc847764a3027b3b0b3e7d1a7bebbc5c \
-    --hash=sha256:a3fb3bad9bc1a3e101d66d33269142ce075dc3d75202ba74ba97d7e44c50b9cd \
-    --hash=sha256:aea7baf67ad7e1829ac76f67d7dcbd7fb1f57c3eb179d55ac30952df4709ae30 \
-    --hash=sha256:bb5bb5dcdd09d62ee60f0ddbbef918e71cce304ffe28428b1131949d39ffaabf \
-    --hash=sha256:c5f18e7561403054433706c187589e86629a7af09a7efc23a06a8b308e6acc68 \
-    --hash=sha256:c9e8fa408705081160ede7ead238d16e73a36b8561b700f2bf2d650ae48e7b92 \
-    --hash=sha256:d0405eae18ec6e8210a471c97dbfe87a7e4d605274b7fe572a1f276e92158f13 \
-    --hash=sha256:d37650ec3ec8a951400ea12dc77edaea88e0baeda34801792776f95f2f922f4f \
-    --hash=sha256:dd00f70231951a619908471b7b6397232ff3be8ccd1f49a47f1a2ccac59eaba1 \
-    --hash=sha256:df39428eb130faa35ae96fd35245bdeae6ecf43936250b116b5fead568eb9f16 \
-    --hash=sha256:e75a6122c12579a99848517f6f00a4e342aebda3590c30fe9b5cc5f39d5e6afc \
-    --hash=sha256:e80eb4d0fb59869cb2c7d7ef494c07fb92014fe8e77d96c170cd1ebc1488a708 \
-    --hash=sha256:f4eff89c12c3a362efa012262e57b7b4ab904a7f79bad9178fe365510077abe8 \
-    --hash=sha256:fd3963c1cb9d9567777f4a898a9dbe388a2fe9724681801b1e7d6d93eecf1b76 \
-    --hash=sha256:fdc65233f0fcf9022e4c6a8ba2ba751a79deb291501073d660afb1aa9874051f \
-    --hash=sha256:fe8d0c1f6a120aa03fa6e0d03897c71a1842e6cf7afd31d181348391f7108fe1 \
-    --hash=sha256:ff11a457258148337ef9a392148a8cdbd1069b6c27c21958816c7b67fe6c542d
+duckdb==1.5.4 \
+    --hash=sha256:02dd9f9a6124069213f13e3a474c208028c472fe1acdae12b38761f954fe4fc6 \
+    --hash=sha256:0cda263d8c20addb8d4f95464787cbe0af1144f7ab7e21db3709fb826ee01725 \
+    --hash=sha256:0cf932055061e544d3fa27cc6c147da25f3f681ee5980157fb55e77d6c2d9c63 \
+    --hash=sha256:0f32ad7e0286c1c29ab6c73b29118c86101f8eee46aae54f54d0b50916f542f6 \
+    --hash=sha256:0f8722346024e5d9f02b58bf7b0491a629f97fdc8a04a10e432940f471ee387a \
+    --hash=sha256:136cea7f886b78caf4035485b4b1e766e8b309e999f9e83a966f81ebb8122844 \
+    --hash=sha256:262f068158beb5943f2c618f4e54b46db8306b959f90dce956f90a89f613673d \
+    --hash=sha256:266c7c909558ce7377f57d082cee408aadebdd9111be017558ca54e44a031037 \
+    --hash=sha256:291a9e7502551170af989ff63139a7a49e99d68edbc5ef5017ac27541fe54c65 \
+    --hash=sha256:3565550adbf160ef7a2ee3395470570182f11233983ad818bd7d5f9e349f92b2 \
+    --hash=sha256:360f2542d09759c3739400f8b787e29b43ba0da665c21756216291458bf6fc59 \
+    --hash=sha256:3ddd9533ce80f9b851bdd6276960a9286166514a9ceca43d5bc2f0d5842c490d \
+    --hash=sha256:3fb41d9cfccb7e44511eeeed263ae98143ca63bdb1ef84631ba637c314efa1b5 \
+    --hash=sha256:3fb6f07d54ecf4d0d3c5179a2361fdddfafa14de4fc42696de4632479b703421 \
+    --hash=sha256:42a612e67d64450b446eb69695290d460713eef46e0f64467ab9dfe96264ee05 \
+    --hash=sha256:4647968629d0677bbcc2416c7aeda8685eb84e4ca15a6dbd4f82a66cfc91a532 \
+    --hash=sha256:4c430e788d99b50854209bf2833ba36a45df75e57f86efb477046cd408bbd077 \
+    --hash=sha256:4d2307a76d199077b0055b354e90e857479461a0d875437535dd4833172c8b6d \
+    --hash=sha256:698ec90bd5d5538bd5f6d212a4b61af443d240703cf45f134738535026556ea5 \
+    --hash=sha256:6dcbb81a1276bc48deb4d562bce4f8895e4fc6348750a096e30052345c6d6552 \
+    --hash=sha256:73f4878a3012283024a64a1909e440aac12091ef336f671fc142f7e87449ce0c \
+    --hash=sha256:83e8c089bbb756ca4471d8b05943b80a106058697cf00615e70423106bb783bc \
+    --hash=sha256:8ba7b666bc9c78d6a930ee9f469024149f0c6a23fb7d2c3418aad6774339bec0 \
+    --hash=sha256:8f935ef210ab00bc94bb1e3052697adaa36bb0ce7bdfeda8b0f34e2ff1643870 \
+    --hash=sha256:9d9e6817fcbc09d2605a2c8c041ac7824d738d917c35a4d427e977647e1d7944 \
+    --hash=sha256:a9a10dc40469b9c0e458625d2a8359461a982c6151bb53ff259fea00c4695ad4 \
+    --hash=sha256:bd6777e8ddd74fb603a6d09766bfcff28638189f8aaa61fc0dffd9e9a4baa8e5 \
+    --hash=sha256:c2d58d39f5e65419cdc27e3875cba4a729a3bbf6bf4016aefb4a2a65335a1d42 \
+    --hash=sha256:ccc7f2694d02b4763fee61021d45e12f7bc5743993686563957df0cef799fbae \
+    --hash=sha256:e2dc8340cfb6006025a798c50f40126d6e945a1d2487be94667bb4166556ce7b \
+    --hash=sha256:e8fcef301cf68d3951ea1eb8ac4d76cea0a6f6a08f4c78fe4026fc96d217bebc \
+    --hash=sha256:f14e79a006341f29ee5a2692a24dac5114e77533d579c57ec39124adf0135033 \
+    --hash=sha256:f6f39cd0dc6948dee17fd130aec55114f97a8ef6e1db519b9774087962bc5c8c \
+    --hash=sha256:f9e32f1cdd106793d79d190186bed9e75289d51e68bd9174e47c04bffedeab6f \
+    --hash=sha256:ff96d2a342b200e1ec6f1f19986c77f4ac16a49b6112f71c5b763989203a9d60
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
@@ -679,9 +677,22 @@ exceptiongroup==1.3.1 \
     # via
     #   anyio
     #   scikit-build-core
-fastapi==0.136.3 \
-    --hash=sha256:3d2a69bdf04b7e9f3afa292c3bc7a98816bbfafa10bc9b45f3f3700d2f761620 \
-    --hash=sha256:e487fae93ad408e6f47641ee4dfe389864fd7bec92e547ea8498fc13f43e83ab
+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==0.138.0 \
+    --hash=sha256:b6f54fd1bd72c80b0f899f172c61a600f6f7af9b43d4d772a018f35624048cb0 \
+    --hash=sha256:d445a4877636ad191e7053e08c9bf98cb921a6756776848400bb773d1740c061
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -689,9 +700,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.29.1 \
-    --hash=sha256:85199dfd706869641b72b2e8955d5416a4b2b7dc4b0e8e6d97b4cc1299a6983b \
-    --hash=sha256:d97e6b1b9757569626c58caa07dc4beb1613f4a2938b1e8cc81afca398906c9e
+filelock==3.29.4 \
+    --hash=sha256:10cdb3656fc44541cdf30652a93fb10ec6b05325620eb316bd26893e4201538a \
+    --hash=sha256:dac1648087d5115554850d113e7dd8c83ab2d38e3435dde2d4f163847e57b767
     # via snowflake-connector-python
 flit-core==3.12.0 \
     --hash=sha256:18f63100d6f94385c6ed57a72073443e1a71a4acb4339491615d0f16d6ff01b2 \
@@ -831,9 +842,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-fsspec==2026.4.0 \
-    --hash=sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2 \
-    --hash=sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4
+fsspec==2026.6.0 \
+    --hash=sha256:02e0b71817df9b2169dc30a16832045764def1191b43dcff5bb85bdee212d2a1 \
+    --hash=sha256:f5bac145310fe30e16e1471bd6840b2d990d609e872251d7e674241822abf01a
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -849,9 +860,9 @@ google-api-core[grpc]==2.31.0 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.53.0 \
-    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
-    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
+google-auth[pyopenssl]==2.55.0 \
+    --hash=sha256:a17cef9dedf98c4ebae2fb0c48c8f75952c877cbc2efe09f329ef16c2783d88a \
+    --hash=sha256:fcd3a130f575fa36403d38774af1c64a4fbfbca09215f0589d2372b5119697cb
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -869,9 +880,9 @@ google-auth-oauthlib==1.4.0 \
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.1 \
+    --hash=sha256:159143c1b7248858f35549c09efea5d031c2883145623419ea7c505a50c0899a \
+    --hash=sha256:3c6878f424fc2b21f0bb414ca7262abd008465575a7b7c44c552105278a18914
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
@@ -879,9 +890,9 @@ google-cloud-bigquery-storage==2.39.0 \
     --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
     --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.38.0 \
-    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
-    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
+google-cloud-bigtable==2.39.0 \
+    --hash=sha256:4af2dd1babb799ee2509f9c7eb02904fdd841abc360a09f4ec3bc414dba7d2cc \
+    --hash=sha256:7f6ce53cc18beba84bdfc6eff4c3367bdaed16d46c5821e3189eb27cddeb6be6
     # via feast (pyproject.toml)
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -951,143 +962,143 @@ googleapis-common-protos[grpc]==1.75.0 \
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
-greenlet==3.5.1 \
-    --hash=sha256:001775efe7b8e758861294c7a27c28af87f3f3f1c20468a2bc618c45b346c061 \
-    --hash=sha256:00929c98ec525fd9bf075875d8c5f6a983a90906cdf78a66e6de2d8e466c2a19 \
-    --hash=sha256:017a544f0385d441e88714160d089d6900ef46c9eff9d99b6715a5ef2d127747 \
-    --hash=sha256:089fff7a6ce8d9316d1f65ebc00273a56be258c1725b32b94de90a3a979557e1 \
-    --hash=sha256:1072b4f9edcc1e192d9283a66a3e68d6b84c561de33a83d7858beb9ba1effe10 \
-    --hash=sha256:10a9a1c0bfbc93d41156ffcb90c75fbc05544054faf15dcc1fdf9765f8b607f0 \
-    --hash=sha256:110a1ca7b49b014b097f6078272c3f4ed31af45b254de5228b79adba879f6af9 \
-    --hash=sha256:111e2390ffffc47d5840b01711dd7fac07d4c09283d0283e7f3264b14e284c64 \
-    --hash=sha256:17d86354f0ae6b61bf9be5148d0dd34e06c3cb7c602c671f79f29ac3b150e659 \
-    --hash=sha256:1ffdb3c0bb002c99cd8f298957e046c3dbf6006b5b7cdf11a4e19194624a0a0a \
-    --hash=sha256:2baee5ca02031757ffe8cc3d69f0cc0aec7065ce362622da74f32d3bcab1c541 \
-    --hash=sha256:2c18ef16bf6d4dd410e4dd52996888ea1497be26892fe5bbc73580aba4287b8e \
-    --hash=sha256:2f82b3597e9d83b63408affed0b48fd0f54935edac4302237b9a837be0dae33c \
-    --hash=sha256:3bfbd69cc349e43bf3a8ae1c85548ff0718efc887615c2db16c3833d7b0b072d \
-    --hash=sha256:3c8bb982ad117d29478ef8f5533e97df21f1e2befd17a299257b0c96d1371c0b \
-    --hash=sha256:3d955c89b75eeca4723d7cc14135f393cd47c32e2a6cb4a8e4c6e760a26b0986 \
-    --hash=sha256:4378720dd888136c27215a0214d32a4d37c3852765d45bc37aad0623423cfd78 \
-    --hash=sha256:45718441607f9325d948db98cbc691276059316d0358c188c246da4e1d4d23d2 \
-    --hash=sha256:5028648bf2253ec4745add746129d3904121fa7fe871a76bed23c5720573ce0a \
-    --hash=sha256:50ae25a67bea74ea41fb14b960bc532df73eb713417b2d61892dced82fe8d3bc \
-    --hash=sha256:51518ff74664078fc51bffcc6fc529b0df5ae58da192691cee765d45ce944a2b \
-    --hash=sha256:540dae7b956209af4d70a3be35927b4055f617763771e5e84a5255bea934d2f5 \
-    --hash=sha256:5a56aeb7d5d9cc4b3a735efb5095bd4b4f6f0e4f93e5ca876d0e2315137b7829 \
-    --hash=sha256:5e300185139abc337ade480c327183adf42a875ac7181bfe66d7d4efea31fbea \
-    --hash=sha256:67821bb03e4e98664490edb787ff6af501194c29bbee0f5c1dfdcf1dc3d9d436 \
-    --hash=sha256:6c09df69dc1712d131332054a858a3e5cca400967fa3a672e2324fbb0971448c \
-    --hash=sha256:6ebeb75c81211f5c702576cf81f315e77e23cfdb2c7c6fcb9dd143e6de35c360 \
-    --hash=sha256:73f78f9b9f0a5c06e5c946ba1e8e36f5114923b6be109ee618c54f079c3ea14f \
-    --hash=sha256:7546556f0d649f99f6a361098a55f761181bb2ea12ff150bb16d26092ad88244 \
-    --hash=sha256:7715a5a2c3378ba602c3a440558261e13a820bb53a82693aacd7b7f6d964e283 \
-    --hash=sha256:7b5f5fae05b8ac6d176a61b60c394a8cbdc2b5b91b81793066e68745cf165e54 \
-    --hash=sha256:7eacb17a9d41538a2bc4912eba5ef13823c83cb69e4d141d0813debe7163187f \
-    --hash=sha256:7ffdb990dcaa0234cf9845aead5df2e3c3a8b6507d409274dd87e0d5ab05ffc2 \
-    --hash=sha256:80eb4b04dadc4e67df3fae179a32c4706a3f495bc7f22fc8a81115d5f5512188 \
-    --hash=sha256:88e300d136eac057b2397aa1cfd7328b4c87c7eb66a09c7bc6a1292234db474e \
-    --hash=sha256:89101bfd5011e069be974903cb3a4e4523845e4ece2d62dcd8d358933c0ef249 \
-    --hash=sha256:8a17c42330e261299766b75ac1ea32caa437a9453c8f65d16a13140db378ecd3 \
-    --hash=sha256:8a271fcd66c74615cda6a964fda3f304267a12e50a084472218a39bb0376f563 \
-    --hash=sha256:8d8a23250ea3ec7b36de8fa4b541e9e2db3ee82915cc060ab0631609ad8b28de \
-    --hash=sha256:92fd6d44ac5e5a887c8a5dc4a8ba0ba908527c31c12f78c6bc7dcfe8aab279f6 \
-    --hash=sha256:975eac34b44a7077ca4d421348455b94f0f518246a7f14bc6d2fdcfe5b584368 \
-    --hash=sha256:9ab3c3a0b2ae6198e67c898dad5215a49f9ae0d0081b3c3ec59f333e39eeca26 \
-    --hash=sha256:9b1ec3274918a81d3ea778b9e75b56b72b33f300edb6cf7f3a7fe1dae56683de \
-    --hash=sha256:9d59e840387076a51016777a9328b3f2c427c6f9208a6e958bad251be50a648d \
-    --hash=sha256:a0cbed8bb44e23c5b199f888f4e4ce096b45ad9f25ff74a7ad0213875e936bb2 \
-    --hash=sha256:a19570c52a21420dcbc94e661994bc325c0b5b11304540fed514586da5dc8f2e \
-    --hash=sha256:a203a8bd0acb0701653d3bbb26e404854a68674139ed5cbb778830f42b09bb33 \
-    --hash=sha256:a4764e0bfc6a4d114c865b32520805c16a990ef5f286a514413b05d5ecd6a23d \
-    --hash=sha256:a57b0d05a0448eed231d59c0ceb287dde984551e54cbc51ac2d4865712838e9c \
-    --hash=sha256:a5c81f74d204d3edd136ebfd50dce53acbb776995d721a0fe801626cfc93b8cd \
-    --hash=sha256:a5ea42a752d47a145eae922b605cd1634665ac3d5ec1e72402d5048e8d60d207 \
-    --hash=sha256:a6fdf2433a5441ef9a95464f7c3e674775da1c8c1177fff311cee1acad4626ed \
-    --hash=sha256:add5217d68b31130f0beca584d7fef4878327d2e31642b66618a14eef312b63b \
-    --hash=sha256:b0703c2cef53e01baec47f7a3868009913ad71ec678bbecb42a6f40895e4ce62 \
-    --hash=sha256:b9152fca4a6466e114aaec745ae61cba739903a109754a9d4e1262f01e9259b1 \
-    --hash=sha256:c0141e37414c10164e702b8fb1473304221ad98f71600850c6ef7ff4880feba0 \
-    --hash=sha256:c3d35f87c7253b715d13d679e0783d845910144f282cb939fe1ba4ac8616269c \
-    --hash=sha256:c5551170cf4f5ff5623e9af81323751979fee2c731e2287b61f73cd27257b823 \
-    --hash=sha256:cbfc69be86e10dcfef5b1e6269d1d6926552aa89ee39e1de3353360c1b6989ab \
-    --hash=sha256:cc6ab7e555c8a112ad3a76e368e86e12a2754bcae1652a5602e133ec7b635523 \
-    --hash=sha256:cd443683db272ebaaca03af98c0b063ab30db70ea8a31a1559f35e3f7b744ccd \
-    --hash=sha256:d0932b81d72f552ded9d810d00021b64d89f2195a91ce115b893f943b7a4ab3c \
-    --hash=sha256:d40a890035c0058cadbdc4af7569800fd28a0e527a0fdbb7b5f9418f176846ce \
-    --hash=sha256:d5ee3ea898009fa898f85f9982255d35278c477bebe185beca249cab42d4526c \
-    --hash=sha256:d8ab31c9de8651a2facdd5c5bb0011f2380dd1a7af78ce2adf4b56095294fc07 \
-    --hash=sha256:dc71ff466927a201b08305acac451ebe1aedfcea002f62f1f2f2ac2ac1e6a135 \
-    --hash=sha256:de2daaaebd1a5aa88c49045b6baf9310b3263796bd88db713edf37cf53e7bb4e \
-    --hash=sha256:ded7b068c7c31c1a8657d4fd42d886b3e051ae29f88b80c5ff9d502257b0f071 \
-    --hash=sha256:e5cc9606aa5f4e0bde0d3bd502b44f743864c3ffa5cfa1011b1e30f5aa02366f \
-    --hash=sha256:e630136e905fe5ff43e86945ae41220b6d1470956a39220e708110ac48d01ea5 \
-    --hash=sha256:e6cd99ea59dd5d89f0c956606571d79bfe6f68c9eb7f4a4083a41a7f1587edee \
-    --hash=sha256:e7516cf6ae6b8a582c2770a0caed47b8a48373ed732c33d69a72913ae6ac923e \
-    --hash=sha256:ea37d5a157eb9493820d3792ac4ece28619a394391d2b9f2f78057d396ff0f0f \
-    --hash=sha256:ea8da1e900d758d078810d4255d8c6aa572181896a31ec79d779eb79c3adc9ad \
-    --hash=sha256:ed8cdb691169715a9a492844a83246f090182247d1a5031dc78a403f68ba1e97 \
-    --hash=sha256:ef08c1567c78074b22d1a200183d52d04a14df447bf70bcbb6a3507a48e776fc \
-    --hash=sha256:f16ba1efc0715b680a18b8123d90dad887c6112ae3555b4b5c32c149540c6b4e \
-    --hash=sha256:fa4f98af3a528f0c3fd592a26df7f376f93329c8f4d987f6bb979057af8bf5e2 \
-    --hash=sha256:ffea73584b216150eab159b6d12348fb253e68757974de1e2c40d8a318ac89ed
+greenlet==3.5.2 \
+    --hash=sha256:01e32e9d2b1714a2b06184cb3071ff2a2fd9bc7d065e39198ab21f7253dad421 \
+    --hash=sha256:0488ca77c94da5e09d1d9958f98b58cebba1b8fd9664c24898499133de927574 \
+    --hash=sha256:049827baab63dda8ab8ec5a6d07fc6eb0f418319cfc757fc8737a605e99ca1ad \
+    --hash=sha256:0629377725977252159de1ebd3c6e49c170a63856e585446797bb3d66d4d9c34 \
+    --hash=sha256:09201fa698768db245920b00fdc86ee3e73540f01ca6db162be9632642e1a473 \
+    --hash=sha256:0977af2df83136f81c1f76e76d4e2fe7d0dc56ea9c101a86af26a95190b9ca32 \
+    --hash=sha256:120b77c2a18ebf629c3a7886f68c6d01e065654844ad468f15bb93ace66f2094 \
+    --hash=sha256:1587ff8b58fdf806993ed1490a06ac19c22d47b219c68b30954380029045d8d4 \
+    --hash=sha256:1724499fc08388208408681c53c5062e9803c334e5a0bdaeb616228ba882aac8 \
+    --hash=sha256:1adc23c50f22b0f5979521909a8360ab4a3d3bef8b641ce633a04cf1b1c967ea \
+    --hash=sha256:1c31219badba285858ba8ed117f403dea7fafee6bade9a1991875aae530c3ceb \
+    --hash=sha256:1d554cd96841a68d464d75a3736f8e87408a7b02b1930a75fa32feb408ad62f8 \
+    --hash=sha256:1f052fff492c52fdfa99bd3b3c1389a53de37dae76a0562741417f0d018f02b3 \
+    --hash=sha256:24c59cb7db9d5c694cb8fd0c76eef8e456b2123afdfa7e4b8f2a67a0860d7682 \
+    --hash=sha256:26aed8d9503ca78889141a9739d71b383efea5f472a7c522b5410f7eb2a1b163 \
+    --hash=sha256:2c3b3311af72b3d3b03cc0f1ffd11f072e834be5d0444105cf715fc44434e39c \
+    --hash=sha256:2c6d6bfa4fdd7c39a0dbf112cdf28edbd19c517c810eefb6e4e71b0d55933a4c \
+    --hash=sha256:2debcd0ef9455b7d4879589903efc8e497d4b8fb8c0ae772309e44d1ca5e957f \
+    --hash=sha256:2ee6288f1933d698b4f098127ed17bda2910a75d2807915bd16294a972055d6c \
+    --hash=sha256:30252d191d6959df1d040b559a38fc017139606c5ecc2ad00416557c0355d742 \
+    --hash=sha256:36cfea2aa075d544617176b2e84450480f0797070ad8799a8c41ada2fe449d32 \
+    --hash=sha256:3be00501fb4a8c37f6b4b3c4773808ceb26ea65c7ea64fd5735d0f330b3786de \
+    --hash=sha256:3c2315045f9983e2e50d7e89d95405c21bddb8745f2da4487bc080ab3525f904 \
+    --hash=sha256:3c417cd6c593bbbef6f7aa31a79f37d3db7d18832fc56b694a2150130bde784e \
+    --hash=sha256:3dff6cd3aac35f6cd3fc23460105acf576f5faf6c378de0bc088bf37c913864a \
+    --hash=sha256:423167363c510a75b649f5cd58d873c29498ea03598b9e4b1c3b73e0f899f3d5 \
+    --hash=sha256:4e554809538bd4867f24421b43abde170f9c9b8192149b30df5e164bcac6124f \
+    --hash=sha256:537c5c4f30395020bb9f48f53146070e3b997c3c75da14011ab732aaa19ce3ef \
+    --hash=sha256:561dd919c02236a613fbf226791cbd77ee5002cbd5cb7e838869aa3ac7a71e16 \
+    --hash=sha256:5795e883e915333c0d5648faaa691857fbc7180136883edc377f50f0d509c2a8 \
+    --hash=sha256:5930d3946ecae99fa7fc0e3f3ae515426ad85058ebd9bfc6c00cca8016e6206b \
+    --hash=sha256:5eba55076d79e8a5176e6925295cfb901ebc95dae493342ede22230f75d8bee2 \
+    --hash=sha256:6d78b5c1c178dad90447f1b8452262709d3eef4c98f825569e74c9d0b2260ac9 \
+    --hash=sha256:6d9e19257794e28821c9ebd5e23f86d7c267cd9d390089374f068d2049f949e3 \
+    --hash=sha256:6e9e49d732ee92a189bb7035e293029244aeba648297a9b856dc733d17ca7f0d \
+    --hash=sha256:6f1e473c06ae8be00c9034c2bb10fa277b08a93287e3111c395b839f01d27e1f \
+    --hash=sha256:6f96ed6f4adc1066954ae95f45717657cb67468ef3b89e9a3632e14a625a8f39 \
+    --hash=sha256:711028c953cd6ce5dc01bbb5a1747e3ad6bd8b2f7ded73778bb936e8dab9e3b6 \
+    --hash=sha256:76dae33e97b52743a19210931ee3e78a88fe1438bc2fc4ee5e7512d289bfad4f \
+    --hash=sha256:7a7bfc200be40d04961d7e80e8337d726c0c1a50777e588123c3ed8ba731dcb9 \
+    --hash=sha256:7bb811753703739ad318112f16eccfaabdac050037b6d092debaa8b23566b4ce \
+    --hash=sha256:7fe6062b1f35534e1e8fb28dfed406cf4eeff3e0bca3a0d9f8ff69f20a4abb00 \
+    --hash=sha256:87359c23eb4e8f1b16da68faad29bf5aeb80e3628d7d8e4aa2e41c36879ddedd \
+    --hash=sha256:89da99ee8345b458ea2f16831dad31c88ddcdec454b48704d569a0b8fb28f146 \
+    --hash=sha256:9558cae989faeab6fbb425cd98a0cfa4190a47fba6443973fbee0a1eb0b0b6c3 \
+    --hash=sha256:98a52d6a50d4deaba304331d83ee3e10ebbdc1517fcca40b2715d1de4534065c \
+    --hash=sha256:9dc23f0e5ad76415457212a4b947d22ebe4dc80baf02adf7dd5647a90f38bb4e \
+    --hash=sha256:9df9daae96848508450011d0d86ed7c95f8829a354ce438284a77b24896fd1f8 \
+    --hash=sha256:9e194b996aa1b89d933cfe136e5eb39b22a8b72ba59d376ef39a55bca4dbf47f \
+    --hash=sha256:a0314aa832c94633355dc6f3ee54f195159533355a323f26926fc63b98b2ccbb \
+    --hash=sha256:a1759fa4f14c398508cf20dc8037de55cc23ae8bd14c185c2718257837195ca5 \
+    --hash=sha256:a1789a6244ea1ba61fd4386c9a6a31873e9b0234762103364be98ef87dcb19f3 \
+    --hash=sha256:a207023f1cf8695fd82580b8099c09c5809be18bc2282362cdfb965dd884a317 \
+    --hash=sha256:a2ddf9eddc617681108dd071b3feabf3f4a4cd64846254aec4d4ceda098b639a \
+    --hash=sha256:a3f76a94e2d6e1fee8f302265679d8cc47d71a203936dd03c6e2ace0f9cfd46d \
+    --hash=sha256:a850f6224088ef7dcc70f1a545cb6b3d119c35d6dca63b925b9f35da0635cdad \
+    --hash=sha256:a9476cbead736dc48ce89e3cd97acff95ecc48cbf21273603a438f9870c4a014 \
+    --hash=sha256:a96457a30384de52d9c5d2fd33abf6c1daae3db392cd556738f408b1a79a1cf0 \
+    --hash=sha256:b4ac902af825cbac8e9b2fccab8122236fd2ba6c8b71a080116d2c2ec72671b1 \
+    --hash=sha256:b4cad42662c796334c2d24607c411e3ed82481c1fb4e1e8ec3a5a8416060092e \
+    --hash=sha256:b9318cdeb9abdbfdd8bc8464ee4a06dffde2c7846e1def138365a6240ab2c9a5 \
+    --hash=sha256:bc18b8d33e6976804b9b792fe11cb3b1fee8b646e8a9e20bf521a429ddf73520 \
+    --hash=sha256:bf493b3c1c0a2324c49b0472e2280ba4665f3510d8115f6f807759a6163b15f7 \
+    --hash=sha256:c0ea4eb3de23f0bac1d75205e10ccfa9b418b17b01a2d7bf19e3b69dda08900a \
+    --hash=sha256:c1b906220d83c140361cdd12eef970fb5881a168b98ee58a43786426173da14c \
+    --hash=sha256:c1c1e5ad80f1f38ea479b83b39dccb20874cfe9ad5e52f87225fa294ba4d39a1 \
+    --hash=sha256:c674a1dd4fe41f6a93febe7ab366ceabf15080ea31a9307811c56dac5f435f73 \
+    --hash=sha256:ca92411942154023c65851e6077d8ca0d00f19de5fa80bb2c6f196ff6c920ba9 \
+    --hash=sha256:d7792398872f89466c6671d5d193537eff163ecf7fac78d82e6ddc25017fb4f5 \
+    --hash=sha256:db548d5ab6c2a8ead82c013f875090d79b5d7d2b67fc513934ce6cf66492ad7f \
+    --hash=sha256:dbebc038fcdda8f8f21cce985fd04e34e0f42007e7fc7ab7ad285caf77974b95 \
+    --hash=sha256:e063263ce9047878480d7e536012fc8b7c8e1922989eb5f03b9ab998a2ee7b7e \
+    --hash=sha256:e4af5d4961818ab651d09c1448a03b1ba2a1726a076266ebb62330bab9f3238c \
+    --hash=sha256:e976f9f6941f57d87a194c91868622c8b22a142a741d2fde31655c319133ade6 \
+    --hash=sha256:f41feb9f2b59e2e61ac9bea4e344ddd9396bf3cacb2583f73a3595ed7df6f8e7 \
+    --hash=sha256:f4d67c1684db3f9782c37ee4bade3f86f5a23a8fcf3f8359224106018ca40728 \
+    --hash=sha256:f9bbd6216c45a563c2a61e478e038b439d9f248bde44f775ea37d339da643af4 \
+    --hash=sha256:f9ed777c6891d8253e54468576f55e27f8fc1a662a664f946a191003574c0a74 \
+    --hash=sha256:feb721811d2754bfd16b48de151dd6b1f222c048e625151f2ca44cfdfd69f59c
     # via feast (pyproject.toml)
 grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.81.0 \
-    --hash=sha256:0fba53cb96004b2b7fb758b46b2288cb49d0b658316a4e73f3ef67230616ee65 \
-    --hash=sha256:194eddfacc84d80f50512e9fd4ee851d5f2499f18f299c95aa8fb4748f0537e0 \
-    --hash=sha256:19f201da7b4e5c0559198abe5a97157e726f3abe6e8f5e832d4a50740f6dcc22 \
-    --hash=sha256:21ec30b9ea320c8207ea7cd05873ad64aa69fdd0e81b6758b3347983ba20b50a \
-    --hash=sha256:275144b0115353339dbb8a6f28a9cf8997b5bf40e37f8f66ac0b0ea57e95b43f \
-    --hash=sha256:300f3337b6425fd16ead9a4f9b2ac25801acb64aa5bc0b99eb69901645b2b1d2 \
-    --hash=sha256:3755c9669307cad18e7e009860fdea98118978d2300451bd8530a53048e741e7 \
-    --hash=sha256:3d4e0ce5a40a998cf608c8ba60ecfe18fdf364a9aa193ae4ac3faeecd0e86757 \
-    --hash=sha256:40edffb4ec3689373825d367c4457727047a6e554f03245265ecc8cc03215f22 \
-    --hash=sha256:43c121e135ae44d1559b430db2b2dfad7421cbbe40e1deba506c7dc62b439719 \
-    --hash=sha256:4e032feb3bfb4e2749b140a2302a6baa8ead1b9781ff5cf7094e4402b5e9372e \
-    --hash=sha256:5192857589f223e5a98ff0e31f6e551b19040e647d17bfe10116c8a2ce3b8696 \
-    --hash=sha256:57b3b0e73a518fa286959b40c3eddd02703504ca186e8b7b2945954519bd8b2c \
-    --hash=sha256:5e925a70fe99fe5794f7beca0ea034c75f068afcc356d79047e73f99cdcca34c \
-    --hash=sha256:62bbe463c9f0f2ff24e31bd25f8dd8b4bae78900e315915a3195a0ef1471a855 \
-    --hash=sha256:638ccc1b86f7540170a169cb900799b9296a1381e47879ce60b0de9d3db73d33 \
-    --hash=sha256:725801c7086d7e4cd160e42bb2f54e0aeb976b9568df3cc6f843b15d29b79fb1 \
-    --hash=sha256:77eb4e9fe61486bd1198cc7236ebb0f70e66234e63c0348f40bc2553ed16a88b \
-    --hash=sha256:7915a2e63acdc05264a206e1bddfd8e1fb8a29e406c18d72d30f8c124e021374 \
-    --hash=sha256:794e6aa648e8df47d8f908dc8c3b42347d04ec58438f1dcd4e445f09b4f6b0ce \
-    --hash=sha256:8226ba097eed660ef14d36c6a69b85038552bb8b6d17b44a5aa6f9abf48b8e08 \
-    --hash=sha256:87e33b7afcfb3585121b5f007d2c52b8c534104d18f556e840d35193ca2a9141 \
-    --hash=sha256:8bb1789c94322a13336a2b6c58d9c14d68f8628b6e24205a799c69f5bf8516ce \
-    --hash=sha256:8c0855a350886f713b9e458e2a10d208009dcaa849f574e39cd6067db1fe1279 \
-    --hash=sha256:909bb3222b53235498d2c5817a0596d82b0aaea490ba93fdf1b060e2938a543c \
-    --hash=sha256:97bbd623f7ded558fd4f7cb5a4f600c4d4de65c5dd364c83a5b14b2a10a2d3b5 \
-    --hash=sha256:98c6240f563178fc5877bd50e6ff274463e53e1472128f4110742450739659fa \
-    --hash=sha256:9f355384e5543ab77a755a7085225ecc19f32b76032e851cbd8145715d79dec8 \
-    --hash=sha256:a524cd530900bd24511fcb7f2ed144da4ea37711c4b094475d0bceca7a93a170 \
-    --hash=sha256:a5acd7efd3b1fe9b4eb0bcaaa1507eed68a0ad0678b654c3f7b464df9ba9dca5 \
-    --hash=sha256:a9351055f52660b58f3d4890ea66188b5134399f82b11aa0c55bd4b99eff5390 \
-    --hash=sha256:aa948712c8e5fa40ec250870bda14bc7578e1bb832a8912d9d2a0f720518edbe \
-    --hash=sha256:aaaa4f7f2057d795952e4eacf3f342be8b5b156992f6ac85023c8b98794ebd47 \
-    --hash=sha256:b4108e5d9d0f651b7eea749116181fe6c315b145661a80ec31f05ec2dbe21af7 \
-    --hash=sha256:b76ea9d55cd08fcdbda25d28e0f76679536710acb7fbd5b1f70cb4ac49317265 \
-    --hash=sha256:b8b025b6af43ee0ad4a70307025d77bcab5adde7c4597786010d802c203e9fc5 \
-    --hash=sha256:b93cee313cae4e113fbb3a0ce1ea5633db6f63cfde2b2dc1d817429026b2a50b \
-    --hash=sha256:c197e2ef75a442528072b29e9755da299110e8610e8bcbb59a6b4cf55384f005 \
-    --hash=sha256:c36f5d5e97944cbda2d4096b4ae262e6e68506246b61582acf1b8591607f3ccc \
-    --hash=sha256:c4fe218c5a35e1d87a5a26544237f1fa41dfd9cbd3c856b0810a30061f8b0aaf \
-    --hash=sha256:c6ff087cb1f563f47b504b4e29e684129fc5ae4863faf3ebca08a327764ee6cb \
-    --hash=sha256:cd78145b7f7784661c524624f3526c9c6f891b30a4b54cb93a40806d0d0d61e9 \
-    --hash=sha256:db217c2e52931719f9937bd12082cd4d7b495b35803d5760686975c285924bf8 \
-    --hash=sha256:dbdb99986548a7e87f8343805ef315fd4eb50ffaabf4fb1206e42f2542bb805d \
-    --hash=sha256:e4d053900a0d24b75d7521139a3872150301b3d6bde3bed5e12318fb25791e4d \
-    --hash=sha256:e7746ba3e6efc9e2b748eff59470a2b8684d5a9ec607c6580bcaa5be175820bc \
-    --hash=sha256:f345de40ef2e65f63645d53d251824e6070e07804827c5b00ec2e44555f9f901 \
-    --hash=sha256:f750a091fff3a3991731abc1f818bdc64874bb3528162732cb4d45f2e07821a6 \
-    --hash=sha256:f85570a016d794c29b1e76cf22f67af4486ddbe779e0f30674f138fa4e1769ec \
-    --hash=sha256:fbbe81314a9d92156abce8b62c09364eb8bafc0ca2a19919a45ec64b5c6cb664 \
-    --hash=sha256:ff83d889e3ebf6341c8c7864ad8031591ad5ca61599072fc511644d1eb962d2b
+grpcio==1.81.1 \
+    --hash=sha256:0490c30c261eded63f3f354979f9dc4502a9fb944cccb60cd9dc85f5a7349854 \
+    --hash=sha256:0a37165cc80b1a368384b383e63a4c38116a10467ae44c904d2d7468c4470ec2 \
+    --hash=sha256:12b7524c88d4026d3dcb7b0ebe16b6714f3b4af402ddd0f0639ab064a00c87c3 \
+    --hash=sha256:15641444eca4a29358107b3dceb74c1c6305c55c822fd199b458aaea4068a7fb \
+    --hash=sha256:1b22c80559854b789a01fd89e8929b3798a156c0829b5282a8939f33ad4115ad \
+    --hash=sha256:1e123f9b37edb8375fd74130d1f69c944bbf0a7b06761ae7211154b8759e94d2 \
+    --hash=sha256:24c8e57504c8f45b237e40b99262d181071e5099a07053695b75d97bb53053a0 \
+    --hash=sha256:2c2e2ae6867c2966b8daccc836d54a13218e0007e9a490aeb81dd05be64d22d7 \
+    --hash=sha256:30e825f6848d9f18bba350ed6c75c1b02a0b5184474a31db9a32b1fa66fd8c79 \
+    --hash=sha256:3768a5ff1b2125e6f552e561b6b2dca0e64982d8949689b4df145cf8b98d7821 \
+    --hash=sha256:3ad74f8bb1a18963914c5452d289422830b39459e8776ebbcd207be1fbfb1d94 \
+    --hash=sha256:410482da976329fe5f4067270401b12cf2bd552ff8020f054ecfaddb5475f9d6 \
+    --hash=sha256:428bec0161b48d8cf583c068591bc0016d0d9cfff52462b72b3884861ea768c5 \
+    --hash=sha256:506f48f2f9c29b143fca3dad7b0d518c188b6c9648c75a2ae6e2d9f2c13a060b \
+    --hash=sha256:58ad1131c300d3c9b933802b3cc4dc69d380822935ba50b28703156ea826fbf7 \
+    --hash=sha256:592b5fee597faa91cce2dd294dd7d9a1c83d76c4dbf877e33ec1adb866b2fbed \
+    --hash=sha256:61233fe8951e5c85dff81c2458b6528624760166946b5b47ea150a589168411f \
+    --hash=sha256:62481553b1793a27e9b9c3cf9e5bd483ef045ca72462592074b46d42b0c4d9b9 \
+    --hash=sha256:6282caffb41ec326d4cb67ca9cf53b739d1b2f975a2acb498c7418e9f7d9a416 \
+    --hash=sha256:69ef28e54fc85397f91b8c19592b8ef3d81952080366914823bd8572a2958120 \
+    --hash=sha256:6f9a0c9c1cc15c112d1c053064fd032b64917062292c3d70aea280e02ae10b77 \
+    --hash=sha256:6fa10a767143a5e82e8eaab53918af0cd8909a57a27f8cb2288b80a613ac671b \
+    --hash=sha256:766bc7c9a9c340342f4c864ccbda8e78111e4751f13b895812b9c148fb79e9d0 \
+    --hash=sha256:78e29211f26da2fdd0e9c6d2b79f489476140cf7029b6a64808ade7ca4156a42 \
+    --hash=sha256:819edbdcb42ab8598b494bcf0222684bbb7a3c772bd1b1f0be7e029a6063c28e \
+    --hash=sha256:85b10a45b8993d195c4f3ff57025b8d1e11834909ee475c403bfa60cb4caefaf \
+    --hash=sha256:88268ca418cacea64cecb0d1d600d3c6b3a8038fcba02e1e205178c5b1f47661 \
+    --hash=sha256:8b39472beafc0bdcafc4c8c73ad082ebfdb449d566897a61e7acb4fa88089115 \
+    --hash=sha256:8ea1936c26b99999b27479853039a7f34713f56c49375ad52b38535ec93a796c \
+    --hash=sha256:98a07f9bf591e3a8919797bee1c53f026ba4acd587e5a4404c8e57c9ec36b2a5 \
+    --hash=sha256:a185a04039df6cae8648bc8ab6d6fde7bf94f7188ecf7828e76ac52eef1e41d6 \
+    --hash=sha256:a35009284d0d3d5c2c9601c164a911b8b4331608d98a9a66d47d97bb2f522b70 \
+    --hash=sha256:a3acb384427816dd5d470f47e62137b87f74da694faa8a50147012cf40df276a \
+    --hash=sha256:aa2ba7d2ad6df4d80127cea65e5b8d5e2c3adbf153ff4804452836328aca7c54 \
+    --hash=sha256:b10e1ff4756ed27d5a29d7fc79cfce7ef1ff56ad20025b89bac7cf79e09abbbe \
+    --hash=sha256:b137f4bf3ada9dc44d411478decc6ff09a79ed30b306cd2abaa98408c3588137 \
+    --hash=sha256:b259a04a737cb3496be0901328eb8b7552ed8df4865d8c8f1cf1bffcfc0776a3 \
+    --hash=sha256:b427c19380991a4eaab2f6144b64b99b412043314c6bf4ab544f97bb31ee4190 \
+    --hash=sha256:bb693b1e3d9a2f3fd228e2110daf4b5aeedb36761ca1e4282f74725f6d89f611 \
+    --hash=sha256:c261d74b1a945cf895a9d6eccd1685a8e837531beaab782da4d630a8d12deffb \
+    --hash=sha256:c5bf2dc311127d91230cc79b92188c082634a06cf66c5234db49a43b910183b0 \
+    --hash=sha256:ca1cc11d82677b9662082e5478b7528e2b7db7beaa6bdff42bd62789d81be399 \
+    --hash=sha256:d4b2dddfc219f54f956ccd53cf76a1d338ffe68fc7f2849ec9c7feb9927ff692 \
+    --hash=sha256:d71d30f2d92f67d944631c523713934fee37292469e182ebcd2c1dd8a64ce53f \
+    --hash=sha256:d865db4a6318e1c1bea83292e0ed231090538fc4ca45425b0f0480eb338bbc6e \
+    --hash=sha256:e2aa72e3ce1770317ef534f63d397b55e130725f5149bd36077c3b539019db27 \
+    --hash=sha256:e3657301562ac3cb8018d30d0d3ebfa39932239f7b5703422057ef14b69949f5 \
+    --hash=sha256:e64dd101d380a115cc5a0c7856788adb535f1a4e21fc543775602f8be95180ae \
+    --hash=sha256:e8ca6a1fcdb2943c9cbc1804a1baf3acb6071d72a471591678ded84218006e14 \
+    --hash=sha256:edb59506291b647a30884b1d51a599d605f40b20af4a7dc3d33786a47a31de60 \
+    --hash=sha256:f9a0ebbe45c29b5e5866593c12b78bd9035f0f0f0d4bc8361680cd580d99db49
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -1100,18 +1111,19 @@ grpcio==1.81.0 \
     #   grpcio-health-checking
     #   grpcio-reflection
     #   grpcio-status
+    #   milvus-lite
     #   pymilvus
-grpcio-health-checking==1.81.0 \
-    --hash=sha256:09f31674f1acdcf214bc4e640ebbbbef165b077a1fd64834795196d52bfdce39 \
-    --hash=sha256:1024304a85eecddb7a08cb16e157a36dd1c5b08bdabba09f844a71d7e47c994f
+grpcio-health-checking==1.81.1 \
+    --hash=sha256:cbc6a4171825ec64389de2f062d296ba129a5c27eefd0dd55fa837909184bdf9 \
+    --hash=sha256:ecc61480e25058a4a04e11e4ab6900ad7439b32e60a8ce4ece7d9f219221c85d
     # via feast (pyproject.toml)
-grpcio-reflection==1.81.0 \
-    --hash=sha256:5191db7aa6cab1b6981b0879fa44fdcdd43ba644f0301c40b976f813eb4eff06 \
-    --hash=sha256:85322a9c1ab62d9823b1262a9d78d653b1710b99b5764cdcef2673cfe352b9c1
+grpcio-reflection==1.81.1 \
+    --hash=sha256:3d7160000f5fdd0e241f9b1a3d402f15ebcd5f281be105b374a025f38c6434a8 \
+    --hash=sha256:d82fc4ac39dd5dcfd63e577075f6a68eac4a765e66a453914bbf57caf35665d0
     # via feast (pyproject.toml)
-grpcio-status==1.81.0 \
-    --hash=sha256:10eb4c2309db902dc26c1873e80a821bf794be772c10dfd83030f7f59f165fab \
-    --hash=sha256:b6fe9788cfdd1f0f63c0528a1e0bfdb41e8ff0583e920d2d8e8888598c01bb69
+grpcio-status==1.81.1 \
+    --hash=sha256:08072fa9995f4a95c647fc6f4f85e2411573d00087bcabdf30f260114338f232 \
+    --hash=sha256:9389a03e746017b10f0630c064289201458f3ce01f5d7ef4b0bebc1ef6cf82ad
     # via google-api-core
 gunicorn==26.0.0 \
     --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
@@ -1357,9 +1369,7 @@ 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
@@ -1559,9 +1569,9 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.2 \
-    --hash=sha256:8e02db104096d1c25b28e64bde29a5c32b31bc241710213e12fd4d84985bdfef \
-    --hash=sha256:d6ff5160c6ca65d93013626efb3fc249de683c30b2d8570755ceddd490344de5
+mcp==1.28.0 \
+    --hash=sha256:559d3f9943674cafbe5744c5d3794f3237e8b47f9bbc58e20c0fad680d8487c2 \
+    --hash=sha256:9c1e7cf3a9125557e418ecd4fed8e9adddce81b0dfdae4d6601d700f5beb71a4
     # via fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
@@ -1947,7 +1957,9 @@ numpy==2.2.6 \
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   ibis-framework
+    #   milvus-lite
     #   pandas
     #   pandas-gbq
 oauthlib==3.3.1 \
@@ -2036,6 +2048,7 @@ packaging==26.2 \
     # via
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   google-cloud-bigquery
     #   gunicorn
     #   hatchling
@@ -2404,6 +2417,7 @@ pyarrow==24.0.0 \
     #   db-dtypes
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
     #   pandas-gbq
     #   snowflake-connector-python
 pyarrow-hotfix==0.7 \
@@ -2557,9 +2571,9 @@ pydantic-core==2.46.4 \
     --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
     --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.1 \
-    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
-    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
     # via
     #   fastapi-mcp
     #   mcp
@@ -2581,18 +2595,16 @@ pyjwt[crypto]==2.13.0 \
     #   feast (pyproject.toml)
     #   mcp
     #   snowflake-connector-python
-pymilvus==2.6.15 \
-    --hash=sha256:329a20fed7eb78607306ec80289f55151d9238bcfd3ecc61605b653c268326aa \
-    --hash=sha256:c9e67810b40973d917010c176c6c07d3221a8c65b577bd924ae74fb222da8500
-    # via feast (pyproject.toml)
 pymysql==1.2.0 \
     --hash=sha256:62169ce6d5510f08e140c5e7990ee884a9764024e4a9a27b2cc11f1099322ae0 \
     --hash=sha256:6c7b17ca686988104d7426c27895b455cdeea3e9d3ceb1270f0c3704fead8c33
     # via feast (pyproject.toml)
-pyopenssl==26.2.0 \
-    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
-    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
-    # via snowflake-connector-python
+pyopenssl==26.3.0 \
+    --hash=sha256:46367f8f66b92271e6d218da9c87607e1ef5a0bc5c8dea5bb3db82f395c385a3 \
+    --hash=sha256:589de7fae1c9ea670d18422ed00fc04da787bbde8e1454aea872aa57b49ad341
+    # via
+    #   google-auth
+    #   snowflake-connector-python
 pyproject-metadata==0.11.0 \
     --hash=sha256:85bbecca8694e2c00f63b492c96921d6c228454057c88e7c352b2077fcaa4096 \
     --hash=sha256:c72fa49418bb7c5a10f25e050c418009898d1c051721d19f98a6fb6da59a66cf
@@ -2874,10 +2886,11 @@ 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==10.1.2 \
+    --hash=sha256:24079818acc46e99aae0d65b8d511fafe965970d9cbd060c7b9f7275ded520fb \
+    --hash=sha256:8bb17e208fb22ebc11e4eaf6d765955db1903eefd21a3f0ed5518fc3fb186e84
     # via hatch-vcs
 shellingham==1.5.4 \
     --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
@@ -2953,77 +2966,77 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.50 \
-    --hash=sha256:03f4323c980ad0e918cc9e5369b015f759f4e534db5bbaf4dc36832c10d05064 \
-    --hash=sha256:06a9210bdc5f4298cff0781087e2ff45683922252dacc452846373a58761f093 \
-    --hash=sha256:0a31c5963d58d3e3d11c5b97709e248305705de1fdf51ec3bf396674c5898b7e \
-    --hash=sha256:0e104e196f457ec608eb8af736c5eb4c6bc58f481b546f485a7f9c628ee532be \
-    --hash=sha256:0f5e4ac70e9e757f6b3e87c0491ff034442ecd8dfd36d041a50564c322dafc0e \
-    --hash=sha256:0fe7822866f3a9fc5f3db21a290ce8961a53050115f05edf9402b6a5feb92a9f \
-    --hash=sha256:0fec460e18cdbb4c7773531122ce9a27e96c6ca17af3933941d94da475ad2c86 \
-    --hash=sha256:110fdac56ace278949f00de805edacbd6141e382d992f9ba28238b3a0827a600 \
-    --hash=sha256:1208050441471d003b7c8cb4054fb084f185cf35ac3f0ea270803865bca9939a \
-    --hash=sha256:13b85b20f9ab714a666df9d8e72e253ec33c16c7e1e375c877e5bf6367a3e917 \
-    --hash=sha256:15708c613cd5005b7dffe1f66ee6a63ee8f5e46799f71c70ebad74178c676a39 \
-    --hash=sha256:1918a3cf564d16d95bca7301005f41ab2ad50b07cd3b9da50d3ed986db148d6a \
-    --hash=sha256:1aa6e403663a9c43c8fef7ce4bdb4cf48bcd8d352e91deda2a99f963270bd508 \
-    --hash=sha256:1c5f858fe79c9f5d8fda065c06186356acb7f8df3cd52dbd5ee3f200e4b144f5 \
-    --hash=sha256:1fbd55a969d7ac44a98e3dec75016074f809fa08f871585ace58dde110d1bf3e \
-    --hash=sha256:23ae23d8b9d344d30d0a92f06d45825024a5790f1c1dd4cf452636a50d3e58cb \
-    --hash=sha256:27b7062af702c61994e8806ad87e42d0a2c879e0a8e5c61c7f69d81dabe24fdf \
-    --hash=sha256:287086e67275a212c4582d166a6fb03a65ccc5551d80866270ce0dd9f34eccd3 \
-    --hash=sha256:2b9dcc43afef8ac157cd92fce96985d6b8b0cfbd3df4d666f66b4d55a75d202f \
-    --hash=sha256:2c1920cde9d741ba3dda9b1aa5acd8c23ea17780ccfb2252d01878d5d0d628d3 \
-    --hash=sha256:2dab927761d9108550f0cf8e66ff21af56f907a0ce0a689793db615e2b55f62c \
-    --hash=sha256:31648fa14460537e768a7303b078e4344d208e0d23e06867c1f376a227ed82db \
-    --hash=sha256:3699dac4be410e97049a1658e9480da9cde956594aa0f3aebc60b88f21c5ba70 \
-    --hash=sha256:3d10700bd519573f6ce5badbabbfe7f5baea84cdf370f2cbbfb4be28dfddbf1d \
-    --hash=sha256:409a8121b917116b035bedc5e532ad470c74a2d279f6c302100985b6304e9f9e \
-    --hash=sha256:47b71b933e7b4ebad407c8fdfd70d2c4f08b78b3238bb30eebdd6eb32ca51b89 \
-    --hash=sha256:4a8e8af330cbb3a1931d3d6c91b239fc2ef135f7dd471dfa34c575028e0b1fa8 \
-    --hash=sha256:51b637a84f9fa35ae1f9017e786cb142974a25305085e1b378b3647a67f65ad3 \
-    --hash=sha256:545eae198d37bcf837a10ede3684e2af32458d6f35c597c35c2de7502dc38fc4 \
-    --hash=sha256:60922d6599065ddca2c6f376b9aa2f41a6b85a271725e0909490bbc50b1998a5 \
-    --hash=sha256:66e374271ecb7101273f57af1a62446a953d327eec4f8089147de57c591bbacc \
-    --hash=sha256:68b154b08088b4ec32bb4d2958bfbb50e57549f91a4cd3e7f928e3553ed69031 \
-    --hash=sha256:6c206aec519a2e7bd08abbfb33436e325fd22c632d9c21a9047e376ce241646e \
-    --hash=sha256:724f3dcbe53dd0151e3cb5e7ec4ba4c620bede579caacd16275dc35ce06e8615 \
-    --hash=sha256:7af6eeb84985bf840ba779018ff9424d61ff69b52e66b8789d3c8da7bf5341b2 \
-    --hash=sha256:7b1ddb7b5fc60dfa9df6a487f06a143c77def47c0351849da2bcea59b244a56c \
-    --hash=sha256:7e36efdcc5493f8024ec873a4ee3855bfd2de0c5b19eba16f920e9d2a0d28622 \
-    --hash=sha256:83a9fce296b7e052316d8c6943237b31b9c00f58ca9c253f2d165df52637a293 \
-    --hash=sha256:8b53784972ade4f8174b9aa661f31a06f8a936d2cfdd602913ff3c6dd40ae873 \
-    --hash=sha256:8f00e3eb43ba30eb1b238ee03a8a62309486d1321eda3328bb611e0340033ad8 \
-    --hash=sha256:92064363517a3ff8212b5a93b8c62876579d8dfd1ca5b561335f30152d884fa9 \
-    --hash=sha256:9602c07b03e1449747ecb69f9998a7194a589124475788b370adce57c9e9a56e \
-    --hash=sha256:96fbee6b19c19cd1556c8bf9419447cf2ec149ffcab7ab64348c23e54ef8547f \
-    --hash=sha256:9d1af51558029a156a70986b7df88f042b3d158d7c8d8fb5072912d4b32d89c7 \
-    --hash=sha256:adc0fe7d38d8c8058f7421c25508fcbc74df38233a42aa8324409844122dce8f \
-    --hash=sha256:af5607d11ef90fd6a5c0549fe0045dce1663d427426bcfb506dcb5346a85a3b9 \
-    --hash=sha256:b00098cdbdbd38c7be3d568b0c9c3122b8c0ec62b911b57cd5e6e0254d60a76d \
-    --hash=sha256:bef4ac756363227ef6402a75fee025a4bc690f92328e825868939b3b3a446a6d \
-    --hash=sha256:c4e70c46fad30c3bcc6a4708bc0130a3173e11a5b25f0ea4a9d8911b450f1f52 \
-    --hash=sha256:c5c3cdb753a9004183e1ccb634b41611654c989e61bc68617ce878e46d6f1e51 \
-    --hash=sha256:c966932507a4d7d0a37314927dbfcd89720e3f37d2a1e3352e7ae7939fa8e8a0 \
-    --hash=sha256:e195687f1af431c9515416288373b323b6eb599f774409814e89e9d603a56e39 \
-    --hash=sha256:e6e814658818fd165e749e3d8490ef16cc7f379a118c37ada8b0589ffbaaac22 \
-    --hash=sha256:e8e1b0f6a4dcd9b4839e2320afb5df37a6981cbc20ff9c423ae11c5537bdbd21 \
-    --hash=sha256:ea1a8a2db4b2217d456c8d7a873bfc605f06fe3584d315264ea18c2a17585d0b \
-    --hash=sha256:eefd9a03cc0047b14153872d228499d048bd7deaf926109c9ec25b15157b8e23 \
-    --hash=sha256:f96233858e3df43932ac11589e22520da6e8aeb624b03fedfeebb0e8ea213086 \
-    --hash=sha256:faffef4bcc20a1892e65e155293d99d60855bbbc79250ab712819cfd56a8e6bb
+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==30.9.0 \
-    --hash=sha256:20bed04b6482bf13560206cae517f451f46c321e04956ad71271ed1f12ce8802 \
-    --hash=sha256:59b5f74f4d391e32e6980e8cd23cca8d47beac3c0140b711ead9ed05a824a8b5
+sqlglot==30.11.0 \
+    --hash=sha256:1a23c6e2adb41da61fda46b1848d2fa26341d447fc0f0cd5ca21160362100991 \
+    --hash=sha256:cffdee57d1f2f5472dc9f13087e618cf795841172b7d5ef78b63a051a52d2710
     # via ibis-framework
-sse-starlette==3.4.4 \
-    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
-    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
+sse-starlette==3.4.5 \
+    --hash=sha256:83072538bc211a2f68b7b0422226c4af3e9b62e106e07034664b832ca019842a \
+    --hash=sha256:e71bad53323f65573c3864a6c3bd0c1eb6e5f092b2e48082b0c35927d19ca296
     # via mcp
-starlette==1.2.1 \
-    --hash=sha256:4de0082d08c8f6764a85a54cf1120d6939507a19905c7768acad2a9f875d2b89 \
-    --hash=sha256:9b9b5ebb992e67d6093741e63c2f59e4f6fff986f81163c087867bd7b924b3f6
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
     #   feast (pyproject.toml)
     #   fastapi
@@ -3094,6 +3107,7 @@ tomli==2.4.1 \
     #   hatch-fancy-pypi-readme
     #   hatchling
     #   meson-python
+    #   milvus-lite
     #   mypy
     #   scikit-build-core
     #   setuptools-scm
@@ -3110,12 +3124,10 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-tqdm==4.68.0 \
-    --hash=sha256:b79a3ae57db4c870a55352e43abb33b329557cd75b1483028909286ff22a2c03 \
-    --hash=sha256:c627124266fe7904cabb70e88a940d75a06b889a0b11680307a67c18ce094f19
-    # via
-    #   feast (pyproject.toml)
-    #   milvus-lite
+tqdm==4.68.3 \
+    --hash=sha256:00dfa48452b6b6cfae3dd9885636c23d3422d1ec97c66d96818cbd5e0821d482 \
+    --hash=sha256:39832cc2def2789a6f29df83f172db7416cea70052c0907a57801c5f2fdccb03
+    # via feast (pyproject.toml)
 trove-classifiers==2026.6.1.19 \
     --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3 \
     --hash=sha256:c5132b4b61a829d11cfbd2d72e97f20a45ed6edb95e45c5efdeb5e00836b2745
@@ -3252,9 +3264,9 @@ 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==2.1.0 \
+    --hash=sha256:118bf4b9f86f92e9ec33a94ec24aca0eed8f880fc88736697914d3a876758551 \
+    --hash=sha256:66d9e2c2afd792090bc381aec985d6cd82cb935be35910a742e0af31ca4be61e
     # via setuptools-scm
 watchfiles==1.2.0 \
     --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
@@ -3432,97 +3444,97 @@ websockets==16.0 \
     --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
     --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
     # via uvicorn
-wrapt==2.2.1 \
-    --hash=sha256:036dfb40128819a751c6f451c6b9c10172c49e4c401aebcdb8ecf2aec1683598 \
-    --hash=sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624 \
-    --hash=sha256:05d5cb74d1b232ec8cfa130a8f900708699ff2491d97b8f85a4cdc5996294b85 \
-    --hash=sha256:07be671fa8875971222b0ba9059ed8b4dc738631122feba17c93aa36b4213e9a \
-    --hash=sha256:09ac16c081bebfd15d8e4dfa5bdc805990bbd52249ecff22530da7a129d6120b \
-    --hash=sha256:0d9ff006f420b2ec8296aa56ade43ea7da3e997e85769f0aafc5e0661aacb710 \
-    --hash=sha256:0f68f478004475d97906686e702ddbddeaf717c0b68ad2794384308f2dc713ae \
-    --hash=sha256:17de18fc12cea55b8a9587314cb830573e37fb33b247a7515696350863714188 \
-    --hash=sha256:1ae574d65c9fa8e86f64f6a7c2668f9fcd507b183e0e577619f504b883cb0a6c \
-    --hash=sha256:1c9934ea5d92957e3cd0adbc0845539dccfd62710ebe16195a8c66c53954db36 \
-    --hash=sha256:1d676ee388bc42a04d56dd7deb5605244dac2e35cc2fadbb43c9fa25bbd93508 \
-    --hash=sha256:1ffa9cfd4bdb581539951b14ae661ff20ed0c3599b3e911a131ee0ec5ac11337 \
-    --hash=sha256:2076d2335085eb09b9547e7688656fa8f5cf0183eab589d33499cd353489d797 \
-    --hash=sha256:211f595f8e7faae5c5930fcc64708f2ba36849e0ba0fd653a843de9fa8d7db77 \
-    --hash=sha256:24c52546acf2ab82412f2ab6fc5948a7fe958d3b4f070202e8dcdd865489eaf9 \
-    --hash=sha256:2d83966dc7f4f45e8b97b5933685ac2e6e67fc0e19246ea314bceb9a8970c956 \
-    --hash=sha256:2de9e20769fe9c1f6dcdc893c6a89287c5ccf8537c90b5de78aed8017697aad5 \
-    --hash=sha256:2e08688ab16525897da6589d56d0aebaf417bbe91c2d8e3b96203b1efa596e85 \
-    --hash=sha256:2f8c90c8afde51969487be4e1343ae049b268854877d415c2510baf833775052 \
-    --hash=sha256:368eac1e20fd0bb03dd3cc42bf9887154c3861b60989389ccb5fac032617d215 \
-    --hash=sha256:3aafea2975caef8ca49400640dde02cc7426e798f24870ed01f490bc3cffd32f \
-    --hash=sha256:3e2f02472a1cbbf3884b365714a810b5947134a95ad6952b554cb8cce9d492b0 \
-    --hash=sha256:3ffad790d9d11d8ecf9f17c4bb671a5b4089e4d8b575c46c5129597f41f836b0 \
-    --hash=sha256:401229e9d63ca09f9b8891ecf83798d26c11bbb445d11ed9f1836b6d4585b38a \
-    --hash=sha256:436addbc4bb4fc0a88c702577f51195d7d73683a7f3e0e5b253d8404d7847243 \
-    --hash=sha256:44255c84bc57554fed822e83e70036b51afa9edb56fc7ca56c54410ece7898c9 \
-    --hash=sha256:50972a1d974ea07725a7f6b1cec5f8759008afd030a0024843ebe7d52de47f2b \
-    --hash=sha256:5590d63f5243251641cf543009b4c9314a79d0598fdb8a8e4cfc918494536c53 \
-    --hash=sha256:585916e210db57b23543342c2f298e42331b617fd0c934caf5c64df44de8640e \
-    --hash=sha256:5f1845c2a8cc1180ccccfa45785dd06f562730d19ef75be180334254012b6283 \
-    --hash=sha256:5fa9bf3b9e66336589d03f42abce2da1055ad5c69b0c2b764852a8471c9b9114 \
-    --hash=sha256:61a0013344674d2b648bc6e6fe9828dd4fc1d3b4eb7523809792f8cb952e2f16 \
-    --hash=sha256:61acce4257a9883669703c525447c5b4c392edf0f987ae77ec32668440158f0e \
-    --hash=sha256:628f5220c7a904d5fc78f7075c8d7871433eb6d035c94728a22fdf85f193d2a8 \
-    --hash=sha256:64b7deeda4b70408e382328d8bbe52a256fe9bc63ae3db86d804608367e5422c \
-    --hash=sha256:6744f504375775d7609c82c8d3d94af1c9a6f05586984536905908ba905277b9 \
-    --hash=sha256:67a97e5b6c457f0cd3cfc19ebb2d84463e60c3ece754cc831e4281a3ca29bb18 \
-    --hash=sha256:69f2e9244542cb34dd59c7f073445b9e54ad9f3fce8d93606c368a1b499fc413 \
-    --hash=sha256:6ce32763ac31ce94fe9aada947e479b1975012bff166da409b4b9e4e376cf7e5 \
-    --hash=sha256:6f56a647e4eaf5f0ca40330fb070f566bdf9f7b0db89a1af20d71c28dcd7a0ab \
-    --hash=sha256:727ab4244622cd6ad2390f322642090c877d2e83a608d2653a7643ae5368d926 \
-    --hash=sha256:74d6a0c31472fe5d814917266b9f46495d7c61ed890af08b468acea92fb89a8d \
-    --hash=sha256:78b0aa6bfb7be8deed0ab23e7aa028cc5210c29bc2d32a04d52b50e517a7307e \
-    --hash=sha256:7975bc88ab4b0f72ef2a2d5ae9d77d87efb5ef95e8f8046242fa9afdaaf2030b \
-    --hash=sha256:7a4fdb9326aab4a5a477a1640e5ad786a8495901009d7e7b038371edd23a9d2b \
-    --hash=sha256:844c858fc3bb7eacc0ba8efa904935d16aac6a4470948ad1e7e55c9f5a2a665f \
-    --hash=sha256:87bacdaf225117a342a20d9c03438d701c02112f6e3f351ce9b7f32354f14797 \
-    --hash=sha256:8a983a603a18c8708f024f7f6991b2e66159219abbf894634c5056243c55f3cd \
-    --hash=sha256:8d1b4d0e0c2119587a31f5c029abd547e0c81d93b89d394566fe1588659eb579 \
-    --hash=sha256:9011395be8db1827d106c6449b4bb6dd17e331ff6ec521f227e4588f1c78e46f \
-    --hash=sha256:93fc2bf40cd7f4a0256010dce073d44eeb4a351b9bca94d0477ce2b6e62532b3 \
-    --hash=sha256:95821352042722cd9f1108874579a47989d0a7e12a37d87d2fc4af20fd99ab8a \
-    --hash=sha256:9907a4402ab6db12b7077a0ea5d7a4d028ecb22c8eee2b53527080d347cd1562 \
-    --hash=sha256:9a04c28c10ba7fd12842b109d2edb0678872a2fe65277ca4ff06a0d61edee245 \
-    --hash=sha256:9a5934eaea872e17936b5f45501eba5ab0bce9a74122e172b663d7c28c459c4a \
-    --hash=sha256:9b984d1eb252145d6302c1dbd5e87fc6d404d45531447c84eadec04bf1fcb027 \
-    --hash=sha256:9c210a6994b21aa9b29e81c8d11560e8fdab54c117e9cff37870d0a27bde1343 \
-    --hash=sha256:9d8f204c8e3a8bf9ece17e0a83d137fd807440977f8a5e762d59306795011440 \
-    --hash=sha256:a8f7176b83664af44567e9cc06e0d3827823fcc1a5e52307ebb8ac3aa95860b9 \
-    --hash=sha256:a9dec1aca52dddde7df94818310fa2fe79739c8f385b2014c4cb1035f5508199 \
-    --hash=sha256:ab5be648d5a0b86b7438864f8df3c705a65cef35a2fd3e5561e3e203167e0f27 \
-    --hash=sha256:abd621552ede77c4c69be7fac44ba911225b0c812b6ba604e5964cf98085b474 \
-    --hash=sha256:ac2745950b2bff80219c15ebf2fa9d8427eba7e249739f97e55c9d169e47e9e1 \
-    --hash=sha256:aed9658797d0b45d6c49adcfc6b41f66e6f2d0c6de3ec79e16cf4b1855df240f \
-    --hash=sha256:b6c0febfe38f22df2eb565c0ce8a092bb80411e56861ca382c443da83105423f \
-    --hash=sha256:b9cf53ba90717db2e292401de290776c498d4bbfb0d4a559ca2895db8b9dcb5c \
-    --hash=sha256:ba519b2d765df9871a25879e6f7fa78948ea59a2a31f9c1a257e34b651994afc \
-    --hash=sha256:c318a64b53d97b841d7b5e637517e50a27be64bc695128422953d4b21710954e \
-    --hash=sha256:c3723ff8eb8721f4daac98bc0256f15158e05316d5e52648ce9cebee434fbdd5 \
-    --hash=sha256:c754dafdf5aaf0b401b644a90a30046929a0dd1a536e0ff0ec959a59155d9c7f \
-    --hash=sha256:c803a3d331796255af51ba2c79ed0ac8275865b516c09e61f248d1e7aff31ce9 \
-    --hash=sha256:c8cc5094b08abeae52da9c73c8a32003623be691a5193df2f4e3eac3d557c394 \
-    --hash=sha256:cf3638274ab9d9b724c9baa0b4c04e132cd6faefb78b4dd3dd1a02a4bdaad41e \
-    --hash=sha256:d047f6498c973874ba08ac3f97c69a2c4b2211c8de6f4c205f75cb1c9522596e \
-    --hash=sha256:d2beb1c7cab10603aecdc42f8edd6ff013f9a32e4543474e38e6b77ce9975aeb \
-    --hash=sha256:d7f513d3185e6fec82d0c3518f2e6365d8b4e49f5f45f29640d5162d56a23b54 \
-    --hash=sha256:dd57607acc85678925940bd5df0385ff8332083a32fa8d7a43f8767f4997263c \
-    --hash=sha256:e0cb7e4dd71f4c32e5e84843cd3c4cd65dda034314004bbe1d7f99af2426ab80 \
-    --hash=sha256:e3677c7146ce694874941ba82b57092cc4875445aadf29d72807351023105143 \
-    --hash=sha256:e395f7bc31851ef9b612050368cb446e9bc14cd7454b025018980349caf25ae5 \
-    --hash=sha256:e422b2d647a65d6b080cad5accd09055d3809bdff00c76fba8dca00ca935572a \
-    --hash=sha256:ed55af48b3eb28f43228ca2306788892bcb629eb2b5c4876e2a3659872c2f17a \
-    --hash=sha256:ed928d0fda15fc0adc8d13305c8b3c0f2fba5b0669950c9e6d019d9162a3b3e8 \
-    --hash=sha256:f4e1a92032a39cd5e3c647ca57dbf33b6a1938fd975623175793f9dbb63236de \
-    --hash=sha256:f53ac9f3ef573326d009ed809beff4efcac6451931c2b8132586da4b9e53ff31 \
-    --hash=sha256:f5b9daf6b629fce418e0cc3dd0436eac045188fa35deadb7a7f3941d5b8203f9 \
-    --hash=sha256:f6518b94edb9150452e9aba08027d4cc293433753ec1fbefb4629a21cbc74181 \
-    --hash=sha256:f70db64e8266d7c45d3b735f2e08eeb434b5e03da9a479ae42b2e2e486a21a00 \
-    --hash=sha256:fafb4e739e43544d12cb4abd1605fd4683b6ca6a9ad682b7fd8f4d21973eafa8 \
-    --hash=sha256:fd0135d34387f5fd087d9be368ea77ea89cf2451dc1cd1c622d35021bcb3ab50
+wrapt==2.2.2 \
+    --hash=sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9 \
+    --hash=sha256:055e6fcfaa28e58c6a8c247d48b92be9d56f818b7068aa4f22b15b3343a09931 \
+    --hash=sha256:0788e321027c999bf221b667bd4a54aaefd1a36283749a860ac3eb77daed0302 \
+    --hash=sha256:07fdcb012821859168641acf68afad61ef9783cf37100af85f152550e9677194 \
+    --hash=sha256:09f811d43f6f33ec7515f0be76b159569f4057ab54d3e079c3204dddb90afa2a \
+    --hash=sha256:0abfd648dac9ac9c5b3aa9b523d27f1789046640b58dcd5652a720ddb325e1fc \
+    --hash=sha256:0ad520e6daa9bbf136f14de735474dbec7dcc0891f718e1d274ce8dc92e645af \
+    --hash=sha256:0e64826f920c42d9d9f87e8cc09ffae66c51ede12d59061a5a426deb9aa71745 \
+    --hash=sha256:0e7070c7472582e31af3dfc2622b2381a0df7435110a9388ed8db5ffbce67efb \
+    --hash=sha256:10adb01371408c6de504a6658b9886480f1a4919a83752748a387a504a21df79 \
+    --hash=sha256:11d95fc2fbad3163596c39d440e6f21ca9fccece74b56e30a37ac2fca786a07c \
+    --hash=sha256:173e5bb5ca350a6e0abab60b7ec7cdd7992a814cb14b4de670a28f067f105663 \
+    --hash=sha256:1fc7691f070220215cccb2a20836b9adbaecb8ff22ad47abe63de5f110994fac \
+    --hash=sha256:209112cafd963710a05d199aae431d79a28bc76eb8e6d1bbbb8ad24340722cae \
+    --hash=sha256:2252f77663651b89255895f58cc6ac08fcb206d4371813e5af61bb62d4f7689c \
+    --hash=sha256:25904acb9475f46c24fe0423dbc8fda8cc5fbc282ab3dc6e72e919748c53f4e9 \
+    --hash=sha256:26fc73a1b15e0946d2942b9a4426d162b51676338327dc067ccd8d2d76385f94 \
+    --hash=sha256:2cb07f414fab25dbe6b5c7398e1491423a5c81a6209533639969a6c928d474a4 \
+    --hash=sha256:2cd7181ab1c31192ff5219269830744b5a62020b3a6d433588c4f1c95b8f8bff \
+    --hash=sha256:2e096c9d39a59b35b63c9aacfbbbec2088ff51ff1fc31051acc60a07f42f273a \
+    --hash=sha256:305d4c247d61c4115794a169141823c62f719525ddb90b23aa332741c77d2c28 \
+    --hash=sha256:30f7424af5c5c345b7f26490e097f74a2ef45b3d08b664dc33571aee3bd3b56c \
+    --hash=sha256:3179a4db066b53d40562e368b12895440c8f0953b6543b89d6acc41c0273996e \
+    --hash=sha256:3442eee2a5798f9b451f1b2cd7518ce8b7e28a2a364696c414460a0e295c012a \
+    --hash=sha256:385cb1866f20479e83299af585375bfa0a4b0c6c9907a981483ea782ea8ae406 \
+    --hash=sha256:3a4eb7964ff4643d333c84f880bcf554652b2a1050aebc54ae696327f61acfaf \
+    --hash=sha256:3b686cfc008776a3952d6213cb296ed7f45d782a8453936406faa89eac0835ab \
+    --hash=sha256:3c4095803491f6ef72128914c28ec05bbad9758433bb35f6715a3e9c8e46fb2d \
+    --hash=sha256:3dc3dcfc2da95d501905f10dc11a0dc622e91d8cdd8bbfcb63ca54afd131e556 \
+    --hash=sha256:4250b43d1a129d947e083c4dc6baf333c9bb34edd26f912d5b0457841fc858ab \
+    --hash=sha256:4402f57c5f0d0579599858ffbdd9bf4e3f0972f51096f2bd6cc7dab6b76ee49e \
+    --hash=sha256:45c2f2768e790c9f8db90f239ef23a2af8e7570f25a35619ef902df4a738447f \
+    --hash=sha256:4b481fb0c40d9fd90a5809911208da700987d373a20a4709dc9e3944af7a6bec \
+    --hash=sha256:4bccea5cdecffa9dd70e343741f0e41e0a16619313d04b72f78bb525162ebcd0 \
+    --hash=sha256:518b0c5e323511ec56a38894802ddd5e1222626484e68efe63f201854ad788e5 \
+    --hash=sha256:5499236ad1dc116012e2a5dd943f3f31af12fce452128e2bbcbd55a7d3d4d14c \
+    --hash=sha256:55b9a899e6fff5444f229d30aa6e9ac92d2216d9d60f33c771b5d76a760d5f8e \
+    --hash=sha256:58f9f8d637c9a6e245c6ef5b109b67ec187d2faed23d1405656b51d96e0a5b56 \
+    --hash=sha256:5bad217350f19ce99ca5b5e71d406765ea86fe541628426772b657375ee1c048 \
+    --hash=sha256:5d0a142f7af07caeb5e5da87493162a7b8efa19ba919e550a746f7446e13fb30 \
+    --hash=sha256:62415fd095bc590b842b6d092f2b5d9ccbaeb7e0b28535c03dcea2718b48636b \
+    --hash=sha256:656593bb3f5529f03d27af4136c4d7b11990e470bcbc6fefa5ef218695bece55 \
+    --hash=sha256:6c99012a22f735a85eed7c4b86a3e99c30fdd57d9e115b2b45f796264b58d0bf \
+    --hash=sha256:6d1a6050405bf334be33bf66296f113563622972a34900ae6fa60fd283a1a900 \
+    --hash=sha256:6e7e45b43d3c774d244fe7264378f5a3f0f383bc55a54a9866434e524540110f \
+    --hash=sha256:6fe35fd51b74867d8b80174c277bd6bbf6a73e443f908129dc531c4b688a20d5 \
+    --hash=sha256:7d2f6573561fa05002e5ee71529f4ab0a7dffed3e45b51013fe6298fe2723c02 \
+    --hash=sha256:814f1bf3e0a7035f67a1db0cdaf5e2bbcaa4d7092db96673cfa467adeaab8591 \
+    --hash=sha256:8374eb6b1a58809211e84ff835a182bb17ab2807a5bfef23204c8cff38178a00 \
+    --hash=sha256:8417fd3c674d3c8023d080292d29301531a12daf8bd938dd419710dd2f464f2b \
+    --hash=sha256:8636809939152be6ae20a6cef0fed9fe60f411b47847d0426a826884b469e971 \
+    --hash=sha256:8ffbeaea6771a6eba6e6eeb09767864995726bc8240bb54baf88a9bb1db34d5c \
+    --hash=sha256:94b00b00f806eb3ef2abe9049ed45994a81ee9284884d96e6b8314927c6cea3d \
+    --hash=sha256:955f1d6e72a352e478de8d8b503abe301c5e139a141b62eb0923bd694995025f \
+    --hash=sha256:9e8b648270c613720a202d9a45ebabc33261b22c3a839b115ac5bce8c0bb0d69 \
+    --hash=sha256:9ee098171b07edba66ab69a9bf0251d3cbef654107e800feb24c0c6f30592728 \
+    --hash=sha256:a28287413351cb198b8c5ddd045c56fac1d195808642cd264d1ab50426146650 \
+    --hash=sha256:a2d78c363f97d8bd718ee40432c66395685e9e98528ccaa423c3355d1715a26d \
+    --hash=sha256:a41e758d80dc0ab8c210f641ac892009d356cf1f955d97db544c8dd317b4d14c \
+    --hash=sha256:a795d3c06e5fbf9ea2f13196180b77aeab1b4685917256ee0d014cc163d90063 \
+    --hash=sha256:aa14b01804bce36c6d63d7b6a4f55df390f29f8648cc13a1f40b166f4d54680d \
+    --hash=sha256:abf033b7e4542357659cd83ed6cd5033c43aaa1887044045ceb571528837f72f \
+    --hash=sha256:abf8c20a2d72ee69e16328b3c91342c446e723bfe48bfcc4dded3b9722ac027f \
+    --hash=sha256:b84cd4058001c9727b0e9980b7a9e66325b5ca748b1b578e822cade1bc6b304f \
+    --hash=sha256:b89d8d73c82db2bb7e6090b3afd7973f980d24e905cc34394eab60b884b3bf67 \
+    --hash=sha256:bbf00ee0cb55ec24e2b0995a71942b85b21a066db8f3f46e1dbfdb9433ffba81 \
+    --hash=sha256:c20279cd1a29800815d7b2d6338b60a6c6e78263f9d6e62e0eda251ba9cae2d0 \
+    --hash=sha256:c38510a21d5b9cf3e84c460d909e9f2a098667439fd42841bb081cab45835d68 \
+    --hash=sha256:c427c9d06d859848a69f0d928fe28b5c33a941b2265d10a0e1f15cd244f1ee33 \
+    --hash=sha256:c5d7825491bfa2d08b97e9557768987952c7b9ae687d06c3320b40a37ccb7f20 \
+    --hash=sha256:c6c64c5d02578bc4c4bca4f0aef1504de933c1d5b4ac2710b9131111459506c8 \
+    --hash=sha256:cd385a48b055bdc3630ab30e0c7fd8514a36904ec23f9cee7a65d887334a3cea \
+    --hash=sha256:d01d8e0afc55823245a3b97a79c7c77464e31ea7a7b629a4bf26f9441dc1f18e \
+    --hash=sha256:d09db0f7e8357060d3c38fc22a018aba683a796bf184360fd1a58f6fc180dc77 \
+    --hash=sha256:d619e1eed9bd4f6ed9f24cd61971aa086fa86505289628d464bcf8a2c2e3f328 \
+    --hash=sha256:d8a15813215f33fa83667bfc978b300e35669ea8bb424e970a1426bcb7bc6cca \
+    --hash=sha256:dcaa5e1451bd8751d7bd1568dfa3321c78092a52a7ecb5d1a0f18a5791e1fd00 \
+    --hash=sha256:dfb00cb7bb22099e2f64b7340fb96113639aa7260c0972af3797ace2297b936c \
+    --hash=sha256:e542b7c5af91e2123a8aabf19894319d5ec4268d2a9ffd2f239386133fc47746 \
+    --hash=sha256:e5a5290e4bf2f332fc29ce72ffb9a2fff678aaac047e2e9f5f7165cd7792e099 \
+    --hash=sha256:e6fb7e94e8fe3e4c3067bb1653a91cce7c5e83acc119fdd41501b1bf74654617 \
+    --hash=sha256:e7f10ee0bd53673bfd52b67cbce83336fe6cad90d2377b03baf66491d2bbfb91 \
+    --hash=sha256:ec8f83949028366531383603139403cac7a826e4011955813cdd640017845ce5 \
+    --hash=sha256:ef2cce266b5b0b07e19fa82e59673b81142b7a3607c8ed1254113d048ed668da \
+    --hash=sha256:f1a2ff355ece6a111ca7a20dc86df6659c9205d3fcee674ca34f2a2854fd4e73 \
+    --hash=sha256:f32fe639c39561ccc187bcae17e9271be0eb45f1c2952510d2f29b33ab577347 \
+    --hash=sha256:f4bfd8d1eb438153eff8b8cfe87f032ba65731e1ce06138b5090f745a33f6f95 \
+    --hash=sha256:f90038ab58fafb584801ca62d72384d7d5225d93c76f7b773c22fae545bd8066 \
+    --hash=sha256:fa81c5b5fe8cd6c41e3a798533b81288279e5fdbde2128f21071922764281c99 \
+    --hash=sha256:fb18fc51e813df0d9c98049e3bf2298a5495a648602040e21fa3c7329371159e
     # via aiobotocore
 yarl==1.24.2 \
     --hash=sha256:0063adad533e57171b79db3943b229d40dfafeeee579767f96541f106bac5f1b \
@@ -3637,3 +3649,4 @@ zipp==4.1.0 \
 
 # The following packages were excluded from the output:
 # milvus-lite
+# pymilvus
diff --git a/sdk/python/requirements/py3.10-requirements.txt b/sdk/python/requirements/py3.10-requirements.txt
index ec690d1ee5d..f31a7da3787 100644
--- a/sdk/python/requirements/py3.10-requirements.txt
+++ b/sdk/python/requirements/py3.10-requirements.txt
@@ -8,9 +8,9 @@ annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
     --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.0 \
+    --hash=sha256:b47c1f9ccf73e67021df785332508f99379c68fa7d0684e8e3492cb1d4b23f89 \
+    --hash=sha256:dd9b7a2a9799ed6552fde617b2c5df02b7fdd7d88392fc48101e51bae46164d9
     # via
     #   starlette
     #   watchfiles
@@ -52,16 +52,14 @@ ast-serialize==0.5.0 \
 attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
-    # via
-    #   jsonschema
-    #   referencing
-bigtree==1.4.1 \
-    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
-    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
     # via feast (pyproject.toml)
-certifi==2026.5.20 \
-    --hash=sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897 \
-    --hash=sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d
+bigtree==1.5.0 \
+    --hash=sha256:1917d90a8bd464289a56e34842cb04d3a8131e6d532352afd33fa822fa397fcb \
+    --hash=sha256:8b0c99b8088b33087f6e16ba71af72480b7543d1b8544a66b10d160a2e1160f3
+    # via feast (pyproject.toml)
+certifi==2026.6.17 \
+    --hash=sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432 \
+    --hash=sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db
     # via requests
 charset-normalizer==3.4.7 \
     --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
@@ -209,9 +207,9 @@ 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]==2026.6.0 \
+    --hash=sha256:1539859071065dca379ca592ff76e911cd7965dc466da0040354ab466179189b \
+    --hash=sha256:ae3436bd31ebce2be75edf952bd1fc687a1f11ec03fe8b1bec2903d222344a45
     # via feast (pyproject.toml)
 dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
@@ -221,13 +219,13 @@ exceptiongroup==1.3.1 \
     --hash=sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219 \
     --hash=sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598
     # via anyio
-fastapi==0.136.3 \
-    --hash=sha256:3d2a69bdf04b7e9f3afa292c3bc7a98816bbfafa10bc9b45f3f3700d2f761620 \
-    --hash=sha256:e487fae93ad408e6f47641ee4dfe389864fd7bec92e547ea8498fc13f43e83ab
+fastapi==0.138.0 \
+    --hash=sha256:b6f54fd1bd72c80b0f899f172c61a600f6f7af9b43d4d772a018f35624048cb0 \
+    --hash=sha256:d445a4877636ad191e7053e08c9bf98cb921a6756776848400bb773d1740c061
     # via feast (pyproject.toml)
-fsspec==2026.4.0 \
-    --hash=sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2 \
-    --hash=sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4
+fsspec==2026.6.0 \
+    --hash=sha256:02e0b71817df9b2169dc30a16832045764def1191b43dcff5bb85bdee212d2a1 \
+    --hash=sha256:f5bac145310fe30e16e1471bd6840b2d990d609e872251d7e674241822abf01a
     # via dask
 gunicorn==26.0.0 \
     --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
@@ -305,14 +303,6 @@ 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==0.11.0 \
     --hash=sha256:05fb8fb2ab90e21c8d12ea240d744ad514da9baf381ebfa70d91d20d21713175 \
     --hash=sha256:070aa8c26c0a74774317a72df8851facc7f0f012a5b406557ac56992d92e1ec8 \
@@ -796,15 +786,15 @@ prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
     --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-protobuf==7.35.0 \
-    --hash=sha256:4c4617b83ade0e279d1d2bfe04025a1adb87f9ed657de038620dc0ff959357f6 \
-    --hash=sha256:4cbf5cc286130e06a6c9bbefac442431173906dfcc979712183d4adcc01b37ee \
-    --hash=sha256:66be6c513931c794fa92c080ffee41671390da3d79da219cf9c0c0907f035dda \
-    --hash=sha256:6c0f98f10c8a05ea30f8993dfef2de093d27b490fdae78bb60c8343795d55011 \
-    --hash=sha256:a2efd84605f41e559f1881b0912b44099d0a2ac9bf46b3474823f10fb393b0e6 \
-    --hash=sha256:c13f325cf242bad135c350629eeb5d54b24228eb472fb3e2e9ebbd4c5dc20ca0 \
-    --hash=sha256:f05bcadf9a2a6b8dda047007075135fb7d08c73d9177aabc067e1be46881a201 \
-    --hash=sha256:fcbe42a4ac09d3ec9c987ddfcd956afd0b15f1ff613bd8371bde9405ffd5c8e5
+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 \
@@ -1109,202 +1099,77 @@ pyyaml==6.0.3 \
     #   feast (pyproject.toml)
     #   dask
     #   uvicorn
-referencing==0.37.0 \
-    --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
-    --hash=sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8
-    # via
-    #   jsonschema
-    #   jsonschema-specifications
 requests==2.34.2 \
     --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]==2.0.50 \
-    --hash=sha256:03f4323c980ad0e918cc9e5369b015f759f4e534db5bbaf4dc36832c10d05064 \
-    --hash=sha256:06a9210bdc5f4298cff0781087e2ff45683922252dacc452846373a58761f093 \
-    --hash=sha256:0a31c5963d58d3e3d11c5b97709e248305705de1fdf51ec3bf396674c5898b7e \
-    --hash=sha256:0e104e196f457ec608eb8af736c5eb4c6bc58f481b546f485a7f9c628ee532be \
-    --hash=sha256:0f5e4ac70e9e757f6b3e87c0491ff034442ecd8dfd36d041a50564c322dafc0e \
-    --hash=sha256:0fe7822866f3a9fc5f3db21a290ce8961a53050115f05edf9402b6a5feb92a9f \
-    --hash=sha256:0fec460e18cdbb4c7773531122ce9a27e96c6ca17af3933941d94da475ad2c86 \
-    --hash=sha256:110fdac56ace278949f00de805edacbd6141e382d992f9ba28238b3a0827a600 \
-    --hash=sha256:1208050441471d003b7c8cb4054fb084f185cf35ac3f0ea270803865bca9939a \
-    --hash=sha256:13b85b20f9ab714a666df9d8e72e253ec33c16c7e1e375c877e5bf6367a3e917 \
-    --hash=sha256:15708c613cd5005b7dffe1f66ee6a63ee8f5e46799f71c70ebad74178c676a39 \
-    --hash=sha256:1918a3cf564d16d95bca7301005f41ab2ad50b07cd3b9da50d3ed986db148d6a \
-    --hash=sha256:1aa6e403663a9c43c8fef7ce4bdb4cf48bcd8d352e91deda2a99f963270bd508 \
-    --hash=sha256:1c5f858fe79c9f5d8fda065c06186356acb7f8df3cd52dbd5ee3f200e4b144f5 \
-    --hash=sha256:1fbd55a969d7ac44a98e3dec75016074f809fa08f871585ace58dde110d1bf3e \
-    --hash=sha256:23ae23d8b9d344d30d0a92f06d45825024a5790f1c1dd4cf452636a50d3e58cb \
-    --hash=sha256:27b7062af702c61994e8806ad87e42d0a2c879e0a8e5c61c7f69d81dabe24fdf \
-    --hash=sha256:287086e67275a212c4582d166a6fb03a65ccc5551d80866270ce0dd9f34eccd3 \
-    --hash=sha256:2b9dcc43afef8ac157cd92fce96985d6b8b0cfbd3df4d666f66b4d55a75d202f \
-    --hash=sha256:2c1920cde9d741ba3dda9b1aa5acd8c23ea17780ccfb2252d01878d5d0d628d3 \
-    --hash=sha256:2dab927761d9108550f0cf8e66ff21af56f907a0ce0a689793db615e2b55f62c \
-    --hash=sha256:31648fa14460537e768a7303b078e4344d208e0d23e06867c1f376a227ed82db \
-    --hash=sha256:3699dac4be410e97049a1658e9480da9cde956594aa0f3aebc60b88f21c5ba70 \
-    --hash=sha256:3d10700bd519573f6ce5badbabbfe7f5baea84cdf370f2cbbfb4be28dfddbf1d \
-    --hash=sha256:409a8121b917116b035bedc5e532ad470c74a2d279f6c302100985b6304e9f9e \
-    --hash=sha256:47b71b933e7b4ebad407c8fdfd70d2c4f08b78b3238bb30eebdd6eb32ca51b89 \
-    --hash=sha256:4a8e8af330cbb3a1931d3d6c91b239fc2ef135f7dd471dfa34c575028e0b1fa8 \
-    --hash=sha256:51b637a84f9fa35ae1f9017e786cb142974a25305085e1b378b3647a67f65ad3 \
-    --hash=sha256:545eae198d37bcf837a10ede3684e2af32458d6f35c597c35c2de7502dc38fc4 \
-    --hash=sha256:60922d6599065ddca2c6f376b9aa2f41a6b85a271725e0909490bbc50b1998a5 \
-    --hash=sha256:66e374271ecb7101273f57af1a62446a953d327eec4f8089147de57c591bbacc \
-    --hash=sha256:68b154b08088b4ec32bb4d2958bfbb50e57549f91a4cd3e7f928e3553ed69031 \
-    --hash=sha256:6c206aec519a2e7bd08abbfb33436e325fd22c632d9c21a9047e376ce241646e \
-    --hash=sha256:724f3dcbe53dd0151e3cb5e7ec4ba4c620bede579caacd16275dc35ce06e8615 \
-    --hash=sha256:7af6eeb84985bf840ba779018ff9424d61ff69b52e66b8789d3c8da7bf5341b2 \
-    --hash=sha256:7b1ddb7b5fc60dfa9df6a487f06a143c77def47c0351849da2bcea59b244a56c \
-    --hash=sha256:7e36efdcc5493f8024ec873a4ee3855bfd2de0c5b19eba16f920e9d2a0d28622 \
-    --hash=sha256:83a9fce296b7e052316d8c6943237b31b9c00f58ca9c253f2d165df52637a293 \
-    --hash=sha256:8b53784972ade4f8174b9aa661f31a06f8a936d2cfdd602913ff3c6dd40ae873 \
-    --hash=sha256:8f00e3eb43ba30eb1b238ee03a8a62309486d1321eda3328bb611e0340033ad8 \
-    --hash=sha256:92064363517a3ff8212b5a93b8c62876579d8dfd1ca5b561335f30152d884fa9 \
-    --hash=sha256:9602c07b03e1449747ecb69f9998a7194a589124475788b370adce57c9e9a56e \
-    --hash=sha256:96fbee6b19c19cd1556c8bf9419447cf2ec149ffcab7ab64348c23e54ef8547f \
-    --hash=sha256:9d1af51558029a156a70986b7df88f042b3d158d7c8d8fb5072912d4b32d89c7 \
-    --hash=sha256:adc0fe7d38d8c8058f7421c25508fcbc74df38233a42aa8324409844122dce8f \
-    --hash=sha256:af5607d11ef90fd6a5c0549fe0045dce1663d427426bcfb506dcb5346a85a3b9 \
-    --hash=sha256:b00098cdbdbd38c7be3d568b0c9c3122b8c0ec62b911b57cd5e6e0254d60a76d \
-    --hash=sha256:bef4ac756363227ef6402a75fee025a4bc690f92328e825868939b3b3a446a6d \
-    --hash=sha256:c4e70c46fad30c3bcc6a4708bc0130a3173e11a5b25f0ea4a9d8911b450f1f52 \
-    --hash=sha256:c5c3cdb753a9004183e1ccb634b41611654c989e61bc68617ce878e46d6f1e51 \
-    --hash=sha256:c966932507a4d7d0a37314927dbfcd89720e3f37d2a1e3352e7ae7939fa8e8a0 \
-    --hash=sha256:e195687f1af431c9515416288373b323b6eb599f774409814e89e9d603a56e39 \
-    --hash=sha256:e6e814658818fd165e749e3d8490ef16cc7f379a118c37ada8b0589ffbaaac22 \
-    --hash=sha256:e8e1b0f6a4dcd9b4839e2320afb5df37a6981cbc20ff9c423ae11c5537bdbd21 \
-    --hash=sha256:ea1a8a2db4b2217d456c8d7a873bfc605f06fe3584d315264ea18c2a17585d0b \
-    --hash=sha256:eefd9a03cc0047b14153872d228499d048bd7deaf926109c9ec25b15157b8e23 \
-    --hash=sha256:f96233858e3df43932ac11589e22520da6e8aeb624b03fedfeebb0e8ea213086 \
-    --hash=sha256:faffef4bcc20a1892e65e155293d99d60855bbbc79250ab712819cfd56a8e6bb
+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==1.2.1 \
-    --hash=sha256:4de0082d08c8f6764a85a54cf1120d6939507a19905c7768acad2a9f875d2b89 \
-    --hash=sha256:9b9b5ebb992e67d6093741e63c2f59e4f6fff986f81163c087867bd7b924b3f6
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
     #   feast (pyproject.toml)
     #   fastapi
@@ -1375,9 +1240,9 @@ toolz==1.1.0 \
     # via
     #   dask
     #   partd
-tqdm==4.68.0 \
-    --hash=sha256:b79a3ae57db4c870a55352e43abb33b329557cd75b1483028909286ff22a2c03 \
-    --hash=sha256:c627124266fe7904cabb70e88a940d75a06b889a0b11680307a67c18ce094f19
+tqdm==4.68.3 \
+    --hash=sha256:00dfa48452b6b6cfae3dd9885636c23d3422d1ec97c66d96818cbd5e0821d482 \
+    --hash=sha256:39832cc2def2789a6f29df83f172db7416cea70052c0907a57801c5f2fdccb03
     # via feast (pyproject.toml)
 typeguard==4.5.2 \
     --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
@@ -1394,7 +1259,6 @@ typing-extensions==4.15.0 \
     #   pydantic
     #   pydantic-core
     #   pyjwt
-    #   referencing
     #   sqlalchemy
     #   starlette
     #   typeguard
diff --git a/sdk/python/requirements/py3.11-ci-requirements.txt b/sdk/python/requirements/py3.11-ci-requirements.txt
index f6fdfb0d5dc..beba8ffb231 100644
--- a/sdk/python/requirements/py3.11-ci-requirements.txt
+++ b/sdk/python/requirements/py3.11-ci-requirements.txt
@@ -1,8 +1,8 @@
 # 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==3.7.0 \
     --hash=sha256:680bde7c64679a821a9312641b759d9497f790ba8b2e88c6959e6273ee765b8e \
@@ -12,126 +12,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.14.0 \
-    --hash=sha256:02cb2ffbb7da32f82e21ad9952669c45bd88a80e0878264c2f59fe1c6fb2badd \
-    --hash=sha256:0746d9fb0ac4fdef643a84494efe3f06d50335dd8c7a530228b86448aae0a803 \
-    --hash=sha256:076cb014191ae2e65d949e1ad01f1dcfe33e32789b5172510f3e79c79fc04d50 \
-    --hash=sha256:0fc2b75ae8d169d853be2862d960be8550da6c5c65711d5476407eb3fdb006bd \
-    --hash=sha256:101df7779c80c0636014a6b2c6642acd3efb5b355d48347c9d7dfb720aee9430 \
-    --hash=sha256:106ed074a856f3e21d186b8579e2c8afb6da598e267cdaab01059e13db2fc44d \
-    --hash=sha256:1210d4c87cc00128160c7384ab41877a701295b97cffa6362f908a49b6e8a7ca \
-    --hash=sha256:1394dce36e0f0d260ac0b555a654de19cb989f3c1b8bdd24f505314dfea18a00 \
-    --hash=sha256:145262119b07d7f95abc1839add35ba2bfc84551d4b4660ca11542c0b215455b \
-    --hash=sha256:16eee56bcc72d04600bc56c1759982c2385ec0b41d3fd3521f836bf64a0957ef \
-    --hash=sha256:198cfe61bf253b19da1fb3e0fa122249dc4f14c12709493fed8054aa0411cc76 \
-    --hash=sha256:19ca5fc84130675ba11c6ca5c7da5cb65f7bf8a32cdd2b616bf49cd334688aae \
-    --hash=sha256:1a4a9f17e85b80878c176695c1998c790e83731d8271881e5d356488652a1f9e \
-    --hash=sha256:1a78a77366ed158a0a54b076990e575d7b7cdb728cbfd02711eadab150f2269f \
-    --hash=sha256:20144819e99db593e22bbd2f3f2691a5e149f879142d6b8670254708853ff4fb \
-    --hash=sha256:22a8d06f204e0518a586d770032db3c7043c9ba3693081b3e3ad425e1458d594 \
-    --hash=sha256:23e8314e7aed8576fbe33314d218bd81447a3adbc91dc36f1163bf583cd3084c \
-    --hash=sha256:23f094a1ef64823fd35854ddf5c7a80a078162f37f9d2f7c6142b51a6affa456 \
-    --hash=sha256:25400d710641a8040bf022a8a99f579e581ffa1c5bd42c33255d7d6f3957c127 \
-    --hash=sha256:25d2326a4967bf705a9f9913a13005e93b6020ad8a9f6bd6bd78850d5171332e \
-    --hash=sha256:25e9f1d2465a210d60edb64d7b204a147e85d4c194eecef3d1604fb5ace678ce \
-    --hash=sha256:26b6d79aa54cb4ed50cc7d41ed14e99e0f1fc8e7c2d42f2e05b37aea897b2b52 \
-    --hash=sha256:26d9224c6dd7f5c749aba4f61315a894601448b28d94d12f4dea0903e26d2096 \
-    --hash=sha256:2882de819734c715fd1b9c11c97e09fa020d14438203d1d354d8ed1702791c9b \
-    --hash=sha256:28eee8de1d69711c53116df8202f1c2aa0e3f80ef912a88fc18d159d53e7110b \
-    --hash=sha256:2c2c7e05dd5335b298085abf45ddf98673934c3ee1c083d0b9ea13d4186ad500 \
-    --hash=sha256:2cc736a9c9fc2bc4dd71fd404815741b6573df27c3f985948ec4076989ac57de \
-    --hash=sha256:2d2ffe9b614f50f069068b3b52e73414e4107fc10b7efc939a76acff9251fdd2 \
-    --hash=sha256:2e2514cb7195f6d7c219339635bea71ae47d1569b051300d32df9dcfabcdb869 \
-    --hash=sha256:2f3fc37054564dee64a855b5b092d87ec35dcddfaabf7dacb1c8a2b1f83dc0a9 \
-    --hash=sha256:30e8b7eeb42d02c120ca90d6c6e076a221a16b70a6dac9ae44c7ab5104cc7fe4 \
-    --hash=sha256:32e735c3182de7b64f6941a4ede48b38c7f47d9437bd615dd30b5bda8fa1bc93 \
-    --hash=sha256:3366751d68d237c621264233a32f3078bbc21b7904ab90a77e03d21390c742c6 \
-    --hash=sha256:363ef9e91014e7891679bfb2ac0a7c6ea93435dbbfd10ecf41b9f06fcf506c5f \
-    --hash=sha256:3b54fbff46127aeafdd764cecd0d99fa2f24a0e37ea5c18a7c3a4ac450df1db3 \
-    --hash=sha256:3c7139100fbaae76515b73051d8f0aa3a3ff02e415eec8a8eee8e2223d9ba955 \
-    --hash=sha256:3cdf534aa455593e589302990c5097aa5c92c06c4262a20da22934f9186a5fff \
-    --hash=sha256:3ea81eb518a2ecb319d8ec6d1424a37c773f6634bd87d6985eb606b2faac419f \
-    --hash=sha256:40ae7b0642c25632c7eabc4a04754012691864d2a1b93becf7cddb76027b838a \
-    --hash=sha256:40af7ebe53c7990e110dc4ad03566b12c3ac996254298a3d39046dd69cfcb2c2 \
-    --hash=sha256:44eca38755d0105bb32f47d085f5dd449846a449e1245fc105889e3279dcf8e3 \
-    --hash=sha256:46fbbec4e4fab7428d4396a3823f9320e4560aa3113b89eeebce712c27c9ed5a \
-    --hash=sha256:4714c70067a08b604d0bf3bc4dfdf82e52944afab41d0428d460862763d2f79b \
-    --hash=sha256:49a33ded29b0b2fa7a367a02cf0fb89af602bb87542a16177ec8ce1c9c51d12a \
-    --hash=sha256:4acfc34bd4d3c58754fc9f22ff1b5e92aabce68f3d4bf7b71a0b732d9bceb78a \
-    --hash=sha256:4d6a998191f5ebe3b8c28463ff72bc030250008b3193c402464efadd08b5ca02 \
-    --hash=sha256:4f770846edae8f00ecc57af825bce811f787f87a7dcf0e90d191790efe5b31f7 \
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+    --hash=sha256:bb2c0c80d431c0d03f2c7dbf125150fedd4f0de17366a7ca33f7ccb822391842 \
+    --hash=sha256:bb33777ea21e8b7ecde0e6fc84f598be0a1192eab1a63bc746d75aa75d38e7bd \
+    --hash=sha256:bcfb80a2cc36fba2534e5e5b5264dc7ae6fcd9bf15256da3e53d2f499e6fa29d \
+    --hash=sha256:bd869c427324e5cb15195793de951295710db28be7d818247f3097b4ab5d4b96 \
+    --hash=sha256:bedb0cd073cc2dc035e30aeb99444389d3cd2113afe4ef9fcd23d439f5bade85 \
+    --hash=sha256:c389c482a7e9b9dc3ee2701ac46c4125297a3818875b9c305ddb603c04828fd1 \
+    --hash=sha256:c6fa4dc7ad6f8109c70bb1499e589f76b0b792baf39f9b017eb92c8a81d0a199 \
+    --hash=sha256:c83afe0ba876be7e943d2e0ba645809ad441575d2840c895c21ee5de93b9377a \
+    --hash=sha256:cb21957bb8aca671c1765e32f58164cf0c50e6bf41c0bbbd16da20732ecaf588 \
+    --hash=sha256:cf4491381b1b57425c315a56a439251b1bdac07b2275f19a8c44bc57744532ec \
+    --hash=sha256:d03f281ed22579314ba00821ce20115a7c0ac430660b4cc05704a3f818b3e004 \
+    --hash=sha256:d35143e27778b4bb0fb189562d7f275bff79c62ab8e98459717c0ea617ff2480 \
+    --hash=sha256:d3b1a184a9a8f548a6b73f1e26b96b052193e4b3175ed7342aaf1151a1f00a04 \
+    --hash=sha256:d44ec478e713ee7f29b439f7eb8dc2b9d4079e11ae114d2c2ac3d5daf30516c8 \
+    --hash=sha256:d9d4e294455b23a68c9b8f042d0e8e377a265bcb15332753695f6e5b6819e0ce \
+    --hash=sha256:de538791a80e5d862addbc183f70f0158ac9b9bb872bb147f1fd2a683691e087 \
+    --hash=sha256:e4e5e0ae56914ecdbf446493addefc0159053dd53962cef37d7839f37f73d505 \
+    --hash=sha256:e509a55f681e6158c20f70f102f9cf61fb20fbc382272bc6d94b7343f2582780 \
+    --hash=sha256:ec8dc383ee57ea3e883477dcca3f11b65d58199f1080acaf4cd6ad9a99698be4 \
+    --hash=sha256:ed09c7eb1c391271c2ed0314a51903e72a3acb653d5ccfc264cdf3ef11f8269d \
+    --hash=sha256:eeea07c4397bbc57719c4eed8f9c284874d4f175f9b6d57f7a1546b976d455ca \
+    --hash=sha256:eefd9cc9b6d4a2db5f00a26bc3e4f9acf71926a6ec557cd56c9c6f27c290b665 \
+    --hash=sha256:f234b4deb12f3ad59127e037bc57c40c21e45b45282df7d3a55a0f409f595296 \
+    --hash=sha256:f380468b09d2a81633ee863b0ec5648d364bd17bb8ecfb8c2f387f7ac1faf42c \
+    --hash=sha256:f5e6ff2bdbb8f4cd3fbe41f99e25bbcd58e3bf9f13d3dd31a11e7917251cc77a \
+    --hash=sha256:f7a16ef45b081454ef844502d87a848876c490c4cb5c650c230f6ec79ed2c1e7 \
+    --hash=sha256:faccab372e66bc76d5731525e7f1143c922271725b9d38c9f97edcc66266b451 \
+    --hash=sha256:fc0cacab7ba4e56f0f81c82a98c09bed2f39c940107b03a34b168bdf7597edd3
     # via
     #   aiobotocore
     #   aiohttp-cors
@@ -171,9 +171,9 @@ annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
     --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.0 \
+    --hash=sha256:b47c1f9ccf73e67021df785332508f99379c68fa7d0684e8e3492cb1d4b23f89 \
+    --hash=sha256:dd9b7a2a9799ed6552fde617b2c5df02b7fdd7d88392fc48101e51bae46164d9
     # via
     #   elasticsearch
     #   httpx
@@ -255,6 +255,7 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonlines
     #   jsonschema
@@ -270,9 +271,9 @@ azure-identity==1.25.3 \
     --hash=sha256:ab23c0d63015f50b630ef6c6cf395e7262f439ce06e5d07a64e874c724f8d9e6 \
     --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
     # via feast (pyproject.toml)
-azure-storage-blob==12.29.0 \
-    --hash=sha256:2824ddd7ebc9056034ebc76b17971a38e9aa5835abb0d565b9700493f2a6c657 \
-    --hash=sha256:ccf8a1bcd5e49df83ab85aab793b579e5ba2eeea2ad8900b2f62ca3a37dc391f
+azure-storage-blob==12.30.0 \
+    --hash=sha256:2cd74d4d5731e5eb6b8d5c5056ee115a5e88f8fdf22517b739836fda685018be \
+    --hash=sha256:d415ac50b67a8da6b3ae7e9f1014b1b55cd7aafa0b8d4ca9b380568dc7360423
     # via feast (pyproject.toml)
 babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
@@ -345,15 +346,15 @@ 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==1.4.1 \
-    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
-    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
+bigtree==1.5.0 \
+    --hash=sha256:1917d90a8bd464289a56e34842cb04d3a8131e6d532352afd33fa822fa397fcb \
+    --hash=sha256:8b0c99b8088b33087f6e16ba71af72480b7543d1b8544a66b10d160a2e1160f3
     # via feast (pyproject.toml)
 bleach[css]==6.4.0 \
     --hash=sha256:4202482733d85cedd04e59fcb2f89f4e4c7c385a78d3c3c23c30446843a37452 \
@@ -386,12 +387,13 @@ build==1.5.0 \
     #   feast (pyproject.toml)
     #   pip-tools
     #   singlestoredb
-cachetools==7.1.4 \
-    --hash=sha256:323dc4127934744db5b54eb4924482d7edafbf9554e820d1531c2e08c0e4ef54 \
-    --hash=sha256:437f55a4e0c1b01a4f3077cc470e6991d47430970e36fbcb77e2be0df4fc1cd6
+cachetools==6.2.6 \
+    --hash=sha256:16c33e1f276b9a9c0b49ab5782d901e3ad3de0dd6da9bf9bcd29ac5672f2f9e6 \
+    --hash=sha256:8c9717235b3c651603fff0076db52d6acbfd1b338b8ed50256092f7ce9c85bda
     # via
     #   mlflow-skinny
     #   mlflow-tracing
+    #   pyiceberg
     #   pymilvus
 cassandra-driver==3.30.0 \
     --hash=sha256:0c28a8e84917acebecbaed39844047c2f135739c3627dd7b9f8541af33e11df3 \
@@ -421,9 +423,9 @@ cassandra-driver==3.30.0 \
     --hash=sha256:e12dfcd3f0074c16f4bfe650242edb406b935864373ae86160e09e3f5e437e84 \
     --hash=sha256:ff2e9fbdc1be54c1d041ea3f7d09812442f334be14bb5ad7aede175544765d25
     # via feast (pyproject.toml)
-certifi==2026.5.20 \
-    --hash=sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897 \
-    --hash=sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d
+certifi==2026.6.17 \
+    --hash=sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432 \
+    --hash=sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db
     # via
     #   clickhouse-connect
     #   docling
@@ -672,64 +674,71 @@ click==8.4.1 \
     #   great-expectations
     #   mlflow-skinny
     #   pip-tools
+    #   pyiceberg
     #   ray
     #   typer
     #   uvicorn
-clickhouse-connect==1.1.1 \
-    --hash=sha256:0b602967810358408ebd55693fd582f3a20e08800f721fb72ae320f0f74686ff \
-    --hash=sha256:0bb2c8f82bb2bd5f645c0114d5d766a95dc1e0dec33c07deafa5a68dbb75f898 \
-    --hash=sha256:0e9e294601aac4de51ac7cd2423176fe5111da41b5d120047606eb855795853c \
-    --hash=sha256:0ec2f574530c65412a490ac6a29445509ca6346dbb15d39a825e27c73d680f3a \
-    --hash=sha256:10055ae880742ffc61244eb129bbbafa6fe97731aa959d717b16513b5094255a \
-    --hash=sha256:10c0354b858f500f4f26195dc37cd6047eb4d324b0b08ca6873e2241ea4a2ea8 \
-    --hash=sha256:11ca173d36405d446f97dfea0a3e1531389d90d23c686ec18ebcbc0eed17200e \
-    --hash=sha256:1284cb2a73b6af208aac06ad04d9121a8aa33f4b971b9d5a65264d2137b5cf0f \
-    --hash=sha256:1781f330cd0678b203dc35d5df85c3b212577412c0dcf664432edbfc71a20489 \
-    --hash=sha256:1e2b000c55e698220cba80e660349c60d7acb3b82172c320a51519d191e24826 \
-    --hash=sha256:22ed08e9a361e1d21762c68275610ee0e023f281fe9a1653763b62fc5585a6f0 \
-    --hash=sha256:233cc6eae3dbec122ed7ff694f657aa9676b36c2acbcef64e97166e4f75f5040 \
-    --hash=sha256:27b665a01711e9a5b08e4412d501baf76ce4ccbeb937ec67e73040094492adbc \
-    --hash=sha256:2913a4c96c3aede2b39489731eb8c39e37792755df9b56548b162ab1e09df4f3 \
-    --hash=sha256:2c9a1bdb1d9705a270ec8036cd89113db04f4437a4d3b5db0774312ec4d06e30 \
-    --hash=sha256:3cdae5ce54cc7d5fdaced13857612b25ae58f0830987a4b17ebcf376d71df3b2 \
-    --hash=sha256:43e1fb7d588a799a3e55a4982946d59484edf1e960abc9e7ac330a3330ee4fc5 \
-    --hash=sha256:49cb0d82e3f68d7304275bf350419095c080ddd49f99704dd44a956273fa7c09 \
-    --hash=sha256:4f0c6c52245322c04bdccc71565ac8db9731e1787c90665df9167928101f0b89 \
-    --hash=sha256:4ff227719006516877b5152e89cba514ceee9807e6b030a1ddba8d9355b87412 \
-    --hash=sha256:6062c400d67dd4ab03fc3f9473134fc0a240593c242998d032d32cb04a65f083 \
-    --hash=sha256:646408372c2a4b0e4068145897a35100cefc6974a409c68b20ba22403665fe5a \
-    --hash=sha256:68d6e245db80ea42c59c32dbed655f28e82337d61405dde6aa5e009c507a6eee \
-    --hash=sha256:70b9dee3c4629e06f2b5788d02b6cded0a32d2509966bc293cf1c39abc395a29 \
-    --hash=sha256:763f7fabc921ee9fb4c07d180447a6324980bfeb981c3f53065d04bda5f133b7 \
-    --hash=sha256:770da683bf65d3536c46d564e5a9311d6cd40d191a0357a762ac702813774965 \
-    --hash=sha256:784a1c9513a33f6f8df0c260e43ea5cdc5fde0a2c91bca7e69ce26bc4990abcd \
-    --hash=sha256:7fb296b2c51e5ad8d7f677a08a093b3b122cd4411619678a968567f3b34bf075 \
-    --hash=sha256:8857676711197c981afc317a38ad1b92aedcf81b7052e67098f40adcf4b5d4ba \
-    --hash=sha256:8b0590065a4c6551d1145229adf3405befc053843f6b1ffeb3802ae7221d53dc \
-    --hash=sha256:8f2f9029f6589d2d349912a94a17d9997c550a7f19dd5b747f6b452764dc0e54 \
-    --hash=sha256:92d885943b1b0a1489501408d6af91ec2d96189dbc475f3552f22cd43c9c6270 \
-    --hash=sha256:9de3999bad13146823e9c6811dbe9a66653bf5c71980472f8fe5165d186451ee \
-    --hash=sha256:a4639a1c6291358a0dd40ba0a6a6059eb5fcc9acd6f4cd61eb52b3cb5165d37e \
-    --hash=sha256:a4740e012dc4ed2fab769dba4b13be92142e2df2bfb0de547b0b73f13296bcb8 \
-    --hash=sha256:a6c0a8f1c4e4954161051b26bee8d24f1e53254125d2bf6e18c9360cd41fe059 \
-    --hash=sha256:a706631a540ac21aac4434a446d50263c0872c9507bc6a0ccfb51467c0ff74a4 \
-    --hash=sha256:ad6b32a1bb391f15345c6af4ecee152e04362c6331cd93472f2fa5e64f8a9aaa \
-    --hash=sha256:b1e83e71d5b0df09cb807657ab0457eb1fd116a331039d3c5d3051387092ff6a \
-    --hash=sha256:c336452cd5aeada902ac41d57296498766f95a175cb1dcf13d48479b5b31ac6b \
-    --hash=sha256:c54bdd8870a644a9baa7cd68fdfc5100f5b19aa246657be863788a6a7bf4052e \
-    --hash=sha256:ca28e361a51afe2e7e2fcff47c1423fd61271d26af7d19e37f6ff0ab67bf086f \
-    --hash=sha256:cd501e3ccee60d4cccf5cde4b4c92632b62763563b08aa07dbfd3e2583c12005 \
-    --hash=sha256:d1df245b5c21fa7bd70193164cc97f3937ccee3087dbc7906daf2e97b226b2a8 \
-    --hash=sha256:d3b3806986340192ed2b197241be193649717cc58f7ef9bdf86d119758289a0f \
-    --hash=sha256:d4a5e4b36219d678d495120007d0ba8b7d1bf4c5105292b35fa4473038fc2892 \
-    --hash=sha256:d749389301b201ae7329c8fc96599fc116de8aadc16a5a4416e399483c569ea9 \
-    --hash=sha256:d84c8ed4cc26976d2cc6725e36b85d4e24f1c43c11d82483b3060116ac0bcfd4 \
-    --hash=sha256:dcdfee2f707225bfbd80ba2da5c995a38393aa02920adf770264c6f5b041e9ed \
-    --hash=sha256:e762f70ebf57cb43a6257daa6196f5beb574d69915dd06c29735d5811dfd8dce \
-    --hash=sha256:ee7d8308c8a688c6851b19d2bc743a02ed5d6f8679203a13872a80cf4066dd57 \
-    --hash=sha256:f205be896551d7ea0a0140a86e36d261e249f99541d68a3dfdd47dd8c7c2bbbb \
-    --hash=sha256:f552668320b8c533b6f2b93d03dd4840cfe0e8f5f01c76ea0d2989e4127fa60e \
-    --hash=sha256:f75e0d62bdb53ba72fa2aa962950c5c107627158c9fe8900ca14da557295bdb2
+clickhouse-connect==1.3.0 \
+    --hash=sha256:016cdfe4c17d898044f618963d11cc9604e98b239e269b5e69dcabcf2625ace9 \
+    --hash=sha256:059f0ef645734cd5425b6af3bdac87c57f93e9c0dd1c86ef01da68846e2dd949 \
+    --hash=sha256:150ce2329e821652fd7875c013dc00837ac6e1892f0a40403b5b25a4e8df60bf \
+    --hash=sha256:17cd08c84f7c24f79bb3543a8d231c504ee98af1e1b66a939ac5a48cb759dd89 \
+    --hash=sha256:1f32d29a9b620ce911101c08c422ab96d09ece02f1237fe583e26dbb20fda323 \
+    --hash=sha256:219230675f255626340674d8a393ac0abf68810c2269e9c73afb35673facea7e \
+    --hash=sha256:225de4ab00609e599f2529a8a5256da5f473ce9544a04ab9b18b8fdd5baf9005 \
+    --hash=sha256:2432a22aab181a483f3dc6b398c8f641099f2d71bb9289ec84de9643a3b96493 \
+    --hash=sha256:2d1645af60860edb2f61b474daf5aa0af6b48724eb4d2c748edfa4027fdbe58a \
+    --hash=sha256:32a94f9b682f9bfaf6cc8f1608ac0b9c3184361fdd7354f5adb8c9e1f8256f51 \
+    --hash=sha256:32e780ff3de62dbff2ff21eaf0501582b5365fba6c42227e203664379312e33e \
+    --hash=sha256:331d2aaadd1ef7fe238209da1d6bdbcb9244da6bb94f581beed8193d6b04ac2d \
+    --hash=sha256:358418fb63ba4320ff3e19113e8000854617ef7e31158e92ee6d96539023a88d \
+    --hash=sha256:3954d59ced274163e1243549994eeaa6ae7fb46c1635ebd661eefefd25ce7c3d \
+    --hash=sha256:4a8f2158400e8e7603ff011bdcc4273eae3fd47c78e4b2a359798cb32a3540b8 \
+    --hash=sha256:532d0ad2994c5f0f225ce04f14bcbf53530901125c694081c8f9881b208f36db \
+    --hash=sha256:54f3fad4447df2bf023280b61db0bbe85762f3c6a4a38a9f8f76ffaf6d6f7cbe \
+    --hash=sha256:5a294365cda07869ea30ef00ea07b542e50cc77ca7f329ebf3e1bcdce5b0afb8 \
+    --hash=sha256:61240b9a722aae5341dc3bdc1931cb39c4769da549cadeebac58245c0d1616b8 \
+    --hash=sha256:61f2f32403ac23354a572b160fa0a51ad5e76ba88aea37ebe5371b8863659339 \
+    --hash=sha256:6447aaa3cda9a01580bffd821519199901124e979673a76f8c00d353293b2bd2 \
+    --hash=sha256:68b3183641b4249081d66507bce336cd82262a31c80eef2df2c1e7c45902a8fb \
+    --hash=sha256:69c6f9b3f2fb766ff87fa0c432c27c67b5b7de643ace33f4c4635ce1722d86ad \
+    --hash=sha256:6c26e0175dddc2e3eafb606781c0a10be4fee13831117375f645eb70db722319 \
+    --hash=sha256:6d7816bada44c2bfb9be6e9d86c0a32029d8832c28125cea8cdc9c118d3c8b6c \
+    --hash=sha256:7139165a4beccf7604c66849cd5da1cc2be97de76e39ca03fb93c34dc9a4c570 \
+    --hash=sha256:7340ec456ae9785f18c82170d00f84a23eb8919ad9595cf8f816da729f3031fa \
+    --hash=sha256:735482344b93275ddc81123d67f8bd30fa5c614d48ebce86bd47824834bcff83 \
+    --hash=sha256:73b089407354a0a2903561a5c86c2cb359705d38e9701dbef5fe13bbf69d94fd \
+    --hash=sha256:80e7eff3774a370f14ae0155d2772732c126ba58ad6fa5e4a09097e6c03fbb52 \
+    --hash=sha256:84bd4a8cdf697b4cc3db884d26d9b991d51b76758fa9a12c0842bded1ae69487 \
+    --hash=sha256:86cf31110bfc8c9f3941a23229b906fc3e54ef88751c7b14b1afdb20871e75d2 \
+    --hash=sha256:892db69bc3f3b51445cde66441e8a8c5f11b333a7690d070a35541029c4d5b5c \
+    --hash=sha256:900e4bd920b34a8ce3c21616dc55da869e4cfdae900e80fc00cfab2ae0f571e1 \
+    --hash=sha256:9022aefacb10ab9cb56944e24322736a3917a40527e1b3853c33b9497ea06a7f \
+    --hash=sha256:9164b2d021eb4f8474767a301e196ffdb045ee960e9b68fc00c53b975ea10e79 \
+    --hash=sha256:a1dedea8cc2a6edf89e6b6c6cc7d81c89bbc844560b384d6242f0f0591c4b8df \
+    --hash=sha256:a63c5f646142679b9288cf9ab1cc6af028389c894a67efa372f9cf60f2d97264 \
+    --hash=sha256:a76f4af7a9822b2464219d1c168ae335874233ca6e062e959c9d72fce6c7f963 \
+    --hash=sha256:a9a47a44fd6bb9f60e103903c3712f2732724f472130092693bc05cda2654f74 \
+    --hash=sha256:a9bce3cd4af89d6a0271938f1fabfc10a8889e1a7c4dbc4a866d2a804c4ed506 \
+    --hash=sha256:ab4380888830b92878231415fabab0b1b90bb3982d599e8444f8f9aa22174249 \
+    --hash=sha256:ac62f270da013a6bb224a135fbebb8cefbc7137371d9fca9c3a58b55daa7b023 \
+    --hash=sha256:b5b0c03fcd363bc5c0e2104c5a7a7401c17f5d272a5d18cdc1288b99eb1abca2 \
+    --hash=sha256:b9a48762ccff33cb1583f0e77eb254f19d3fbaece4db25286432ec602cee33c7 \
+    --hash=sha256:b9d973fbc29f5d1ec3a41c58c8a3a28d191e17bbfa243ac7b588786d4f21abcd \
+    --hash=sha256:bf99dc475626d1fc1720c3cbc8bd6154d26f829cf272c3c2524e5b7ce132fca1 \
+    --hash=sha256:c18c0773a85f26c7eaeb59e0fd0a142e464312fda1c54fc7feae6115eb1759d4 \
+    --hash=sha256:ca830ec1c574d1c184e551ab39524a17bb80f20727028276f47c0828013644df \
+    --hash=sha256:cc5bc6e5b662fe854c193177df4bc281bbcee5b1a01a33be80cdc346d398fdbb \
+    --hash=sha256:da6435d0618fcbdc0734347a48c144547196233eb60bc8fb4e3ad4b7d37deb1b \
+    --hash=sha256:dee1b1d91258859260b7a2059fea87e1ee52f006e4a99a76ef21aa67a31face5 \
+    --hash=sha256:df2ca5489ad9972503700d45b1d8d4e8c64ae3bcb5205c9ae43e7aa37446ccf3 \
+    --hash=sha256:e655403a35d016ac2100ca49fece73d1f293c6623809a04e530aa05c0369d69c \
+    --hash=sha256:ed34ac11cd4dfd3c9d9ea6ce8916fd7b37e4efdb2b67ab2e550240ae9b69c630 \
+    --hash=sha256:f0c5c92497909b299c4c48e767943fe5b86c90101ade768bf9f0428fb5078954 \
+    --hash=sha256:f3b44d2147ba0c6a892b977fe47e9add91b6080cf865381e4551add7a1756e8e \
+    --hash=sha256:f9341e3072d353bb834300c2a27e88a6fcde7a6c259c27c99fb530b97fcbc788 \
+    --hash=sha256:f9afc060d8f001f05097a16ce05baf52900ec575a07049d9a16966f412a273f8 \
+    --hash=sha256:fbb19aba0d474576ae594b55aeb969f594d3718cae6f20a3f08da25daca6bebc
     # via feast (pyproject.toml)
 cloudpickle==3.1.2 \
     --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
@@ -897,113 +906,98 @@ couchbase-columnar==1.0.0 \
     --hash=sha256:fc0fad2d386c5b5df7aaaccd8751e01caa886cc640cc8c92523dd07c4e7be519 \
     --hash=sha256:fc4efa3e15190c3731478006de494b046bc57785e9c8ae99ac8b375a91683e38
     # via feast (pyproject.toml)
-coverage[toml]==7.14.1 \
-    --hash=sha256:0177614a0370f227888b4e436a7c55686d6a9f90eb1ade2b624ba685a1686e86 \
-    --hash=sha256:01b7733daad0237daa01ef80fe2dfceffc911e6a17fa7b55d14aa8214eaaaecd \
-    --hash=sha256:03a6f93c1ec3b7f2e77b5dbcc5573a2c21f12529a5c6bbe0f16f72303cc2fa4d \
-    --hash=sha256:042c46ded7c288aeb07cf14a28b6c1e10b78fcba40171c3fa1e939377eeef0b5 \
-    --hash=sha256:06144cd511cf2624873a035c5069cf297144f6e77a73ee3d7a55b605ec5efb42 \
-    --hash=sha256:07c6290b1697b862c0478eab545eec949a0d0e4d6d03497f446d706da3b4f2de \
-    --hash=sha256:10274a1fbeb8ec5d72966e17bb198a3104257aca4ac09d98667c5f8aca8c8548 \
-    --hash=sha256:1101a5ebb083aecb625ebb6209d4105b58f647b093cb2dc8122d7b33f743cfe1 \
-    --hash=sha256:114c95ef29302423b87d159075805f4ab973254a2638a5d7d046c94887cc87d7 \
-    --hash=sha256:1238cb94638e610e972c60dac68e813f868dc7d6e982535270558443058d9d59 \
-    --hash=sha256:12c42ec1e14f553c4f817e989365982e646e27211f10a0f717855b94a79c8906 \
-    --hash=sha256:145986fe66647eb489f18d9a997567a3fd358584c4b5a808769113abc07466af \
-    --hash=sha256:17a5a241e5997621a956a7f402a7433ef4221e5152809b785bec79e2323799f1 \
-    --hash=sha256:1896f5e19ff3f0431c7ce2172adc54890fd97f86b59ced8ca1649145d9ffe35d \
-    --hash=sha256:196a13319ad88d6d8ef5ab489ec4f44ddde2143c0c7d5b27786f6c3ffd56a7e1 \
-    --hash=sha256:221c70f316241a78e77e607c227cefc8808d4e08f28d99c04f35694690e940be \
-    --hash=sha256:2222be86d0b54f5dd5a38f45f17f315f737245e857bf0bdedc70734f84a13c02 \
-    --hash=sha256:2224f89ffd0c5605ccce1ed7a584da162bc7c55f601ab1c946bc9de31a486b42 \
-    --hash=sha256:23bf7fa51ac02e07fc7c96849b82946da47ae862dc8f86d183b2a4864fc38129 \
-    --hash=sha256:2d69af5dea2de76fc485a83032a630523f985198b7e25be901ec60181587b01e \
-    --hash=sha256:30c08f7d90415aa98b3c990385dea2939b0da55f38515e5b369b83655f8523be \
-    --hash=sha256:357d4e32935c36588aaba057d734fa32428c360c9fc2e4442afbf1b646beee6e \
-    --hash=sha256:35ab22d91de736e8966b980dc355cbcdd2c6dbbcfe275f9a2991bc8a91b3df65 \
-    --hash=sha256:370c5afae3fa0658e11694a32b24c2778f6bc2d17718121f94ee185e69f26b54 \
-    --hash=sha256:3758dd0a7f1fa57365ef2e781df0f0731d38b6e3772259d13dae4bd8a958d4b1 \
-    --hash=sha256:39b21e212c55af06fa375e3dbf90a8a8e38792f3a910c580066d23563830ddd5 \
-    --hash=sha256:3a56abc20a472baf0304c455721bc601477440d28ecfde8a03dde79ede07e0df \
-    --hash=sha256:3c18ebc343e15be53049b3a2dce38fe82d58f37e20ab9094b3a39c0aa4f6bb47 \
-    --hash=sha256:3d452fd08b5c72c5167c93e6867b5c08500bd40f2a21e1e854a500550b6cc36f \
-    --hash=sha256:3e3680291c4a1d0dadfa84a2c459576a4af5133abb617905714339a0c73138cf \
-    --hash=sha256:442cc9c952b2df400cda54bb04ab87330cf2cd08a8692cbbea36773531eb6f37 \
-    --hash=sha256:46f714d2fb8ae2f4f29f23ada7f1e79b759fff5a70f94a1dac23af204c3ec9e4 \
-    --hash=sha256:478b5bcd63c2e1357c5c7e16c070690df7b07f676b1c114d7b93e533c664309f \
-    --hash=sha256:48b283b1dd6372e8de2a7a9a4c4d5dc06f4d4fd209b876f3c88a7a205a0c8f84 \
-    --hash=sha256:4a28fd227808366b196a75476dced2eb35b351d6766ba9c858dc93319e87f4f1 \
-    --hash=sha256:4ea1c034f95c9b056e856b794630b17f9fa3d57e4800ff1e503d3be0f9c9078c \
-    --hash=sha256:51bd64741cc6fa065abd300ede1afe5a5291ece9c31da8b24884deda48bcc3f8 \
-    --hash=sha256:54acdb6674a4661768d7bf7db32dfb9f46ab1d764f8aba6df75ce1a6a088724e \
-    --hash=sha256:59baf88468dbc8d63b1887afd92bda52e40bb1561696e5819670601403810cec \
-    --hash=sha256:5a1c5215be81035e629d5bc756650634d0bf31991038db7a0eccb90f025ce16d \
-    --hash=sha256:5b0c99ba93a07d56f6df340bb79be53202a082b2fdb81bfe6190b741a3470d54 \
-    --hash=sha256:5ea0c297e27133853b4d8a3eb799bff5a2dbd9f2f41537a240d337ac9b4df890 \
-    --hash=sha256:5f0cfc27c539f07cf5c0a4cfe211d0b6cae039f8f40526dbaa71944e64b50a7b \
-    --hash=sha256:6223a72fd0e4c7156353ec0f08a5f93623e1d3034d0e2683b9bb8ea674131b1d \
-    --hash=sha256:62a9f70b52e0b5a95cfef4a5c5641b06983cadc5e538a3feeb5c00211f523ac2 \
-    --hash=sha256:62fd185ef9df3c33d1c8178c5af105f762afbad96038de9a4ae100aa6297ca33 \
-    --hash=sha256:6a3cb83d1552c0cd1b4906655b6a33fd4a8473229633a901c6b73bf86914dee9 \
-    --hash=sha256:6adc5a36984624a70bf11d7184e20fa0a49aa7c47ffab43804106a1a695ea22e \
-    --hash=sha256:6b6b0853b895fe0e98cbfc580d1ec3393d9302b4b1e96a77b3f5c91fdab899e6 \
-    --hash=sha256:6ff665fb023a77386fe11685190cee1f60a7d635994a30d9b0a061533d470fce \
-    --hash=sha256:7279d2110a28cebc738b6459ecda2771735a4c18465fbbd36b3288fe5ed92247 \
-    --hash=sha256:76a085d7005236a767e3426148b2c407e53ad61695c562f8a81da2d373324901 \
-    --hash=sha256:7771b601718fdde84832c3a434ca9bbf4ae9adbc49d84198b4110700c3c77c36 \
-    --hash=sha256:79058c47dae6788504b5effb319961bcd72d7240551464b91d474bc0ed186d69 \
-    --hash=sha256:7af486dabe8954d03b087f0021540897afe084f04e16ff5579e08cc46f871416 \
-    --hash=sha256:7f02d09f70776579b926d889a4c9c235070a1f47c40458aeaca563fae5acfdb5 \
-    --hash=sha256:8011224a62280e50dab346960c03cf47aca1a1e09e608c0fb33fd6e0cc8e9500 \
-    --hash=sha256:8270544c361ed405a27a060dbc9ed2c124b084d96dfdc2d9a2510482aef981ad \
-    --hash=sha256:84ac9499e48700399a5dd0ea7085b5091961fec52c68d66b4ec0d3cf7f4441b1 \
-    --hash=sha256:84b535f00655ecafe1d929d1fb00ed5d6fa3051ea643ab2c161a3887b86f294b \
-    --hash=sha256:851b9e1e4e8a4608e77c79714b2e77c0970d2ed7202a05e92ae407817481887b \
-    --hash=sha256:85e85586565842f6932abebd4c18bcb1074223dc0b3576e7d173ca710622813a \
-    --hash=sha256:87ebdf787d4888e3f3f2d523eadc6e18c6d18c6d0eb173801a189641627fb37e \
-    --hash=sha256:8a3ce026d73290f42f08dafecbd82c193a74df280461fbf97300fec51fd133ee \
-    --hash=sha256:9132cd363a68a4c3daa7c8704a654b1e39d3360f6f5b8ddd470608a945236c07 \
-    --hash=sha256:99cd41ff91afd94896fea3bc002706b6ae4ce95727d06e4a0f39c0a8d8bd8b1a \
-    --hash=sha256:9eeb3fcbc13ba40dfbdb22d01d196a28e9cef9ed4c29b60061a1e0e823a9929d \
-    --hash=sha256:a06c76364a9360e33d6d23769aefdf7f66f38e2ffb60ceb1baaa4989d83b695c \
-    --hash=sha256:a07891c3f4805442b31b71e84ba3cf29ed1aa9a428284e06deeb4b23e5b46343 \
-    --hash=sha256:a24a81f9715ee42ef59a316cc11611c98fe23920f7c81861315c9f3ff4a230f4 \
-    --hash=sha256:a252f21c27e38347e60111a3266b03827422a7d5525951aceee313aa68bab1d2 \
-    --hash=sha256:a311d8e1da24be5c1ccf85cbfb06315dbaa1703d5a1eab3f6432c72b837917c8 \
-    --hash=sha256:a5274669f37f2343635a347b91a60777621341ab3378e9c6ac9335eee704bddf \
-    --hash=sha256:aa5e304a873fabddc11e484e9b6b738bd38bd7bed17b09aa84eecf5332e8b8bb \
-    --hash=sha256:ab4af6352741a604c431c6072fce5bee33bf0f20dc7a56618d6bf6bb89e9810c \
-    --hash=sha256:b553d04b5e778a8e56d57eb134aff42a92718ecba45e79c4764ecfa40efd92ff \
-    --hash=sha256:b84800013769a78ccb9ef4659402e26d06867e337b61ec365f77ad008adea80e \
-    --hash=sha256:b84ffdf877644e7096aa936991efeed873f7f3df57b9cd001312b7668ab08550 \
-    --hash=sha256:bcaa50684dcaadfa599ac48f81103c756d791cfd85c97203d2217c593d48b860 \
-    --hash=sha256:be9f2c802dcfce3f71298303aa5dad0dce440a76c52f2f60dacd8656dab78793 \
-    --hash=sha256:c643734307300234fafa36bf2a040a7235f8f177ea1fd6ec1423aea6fb7b929f \
-    --hash=sha256:c79cead5b5bc584d9c71451cb984d0e3a84e0c0937379c8efcbf27c8d661b851 \
-    --hash=sha256:c7e057326434e441306226fbeb5d1aaf14a2637efe97ba668306635835f32ad7 \
-    --hash=sha256:c912c259304cfb5ee584481cfb7ce1ff932b4d61e6c9140b8f19cb7b5ed82332 \
-    --hash=sha256:ce66d8e46da2bb5ee313a745cbd2e391d319176c1f7a9451bfcd3a2fb920859b \
-    --hash=sha256:ced2f09ef276fd58611a1ef502164ad266d2b75174e5a40cabbdb4033f9f6cf2 \
-    --hash=sha256:cfe5a5fec635799ef33428f1e5e61bafa45a92a96190ba731561ba558ccc214d \
-    --hash=sha256:d13e6725992e2d2fd7d81d4f5241952d13740121dfd501da09201be39b2c003a \
-    --hash=sha256:d34d75f892b3ab73ba11cab5442cce7b3e168fd64162b16f0e1e0d09c508edef \
-    --hash=sha256:d5b89cdfb2ee051b71e8c3c70bd81a9eff81100f736a269136fe1a68efe00474 \
-    --hash=sha256:d5ed429d0b8edaac649e889b4ffcedb6c80b06629a3f93050e3dddfb99235bee \
-    --hash=sha256:da028256b04ec30e5e0114b6f76172938c313991f0a2d3d894271315cf5d5e43 \
-    --hash=sha256:dcbf65f1f66a26cdd88c35cf68fb4729c5d1cd2e88added72420541dfb212034 \
-    --hash=sha256:dd34767fa19848d35659ffc0a75314f58c7af3f1cd87ec521e8292a1238398a3 \
-    --hash=sha256:ddf799247318f34dbcd2efa8c95a8d0642674e926bb1774cf9b63dfd2a389d1c \
-    --hash=sha256:de286598cc65d2b489411174b1faec2f5a7775fb3201fd925db2a76b4030f37d \
-    --hash=sha256:e471bc5769ff073b058cfadb0d736b56ce067c8560eabeb0da88462df98c23e7 \
-    --hash=sha256:e854312c4103f2ad4c0dc023b69b77ebfd2c89db5f86c4c94dc2353f9a92167e \
-    --hash=sha256:ea8cd6ca0ee9f616aaef3afc6882e32c2cbf18b00d96313ffd76af650574034d \
-    --hash=sha256:f2302660e32562a532b442480121aef8aa61a5bdb20b30bf0adab29f10a5a4b4 \
-    --hash=sha256:f497a1ea81d4cd7c10ddcaa685135b9aabd291af3d55775a9ddf3cb7a364cdd9 \
-    --hash=sha256:f4ddbe407477f04c45115d1a4e5bc480f753553b534d338d4c3358b1cdd0ea52 \
-    --hash=sha256:f747dc8edcfe740130f28f32f3995e955494285717e86ee25af51db2219df08a \
-    --hash=sha256:fad54e871165f6ec2f536063ac74c3104508a12963e64072ba44bd822de52b0c \
-    --hash=sha256:fc459e5d73be2d6332fcfe8dbf3d8994671fe33c700f4565988ecfa511547253 \
-    --hash=sha256:fd86572566fb40189a8260446158235159bc7a82dfbc87a3b39cf4fb57fcec1c
+coverage[toml]==7.14.3 \
+    --hash=sha256:0096fd7559178f0cc9cf088f2dbd2a02ef85bacaa69732c633517286b4494610 \
+    --hash=sha256:02c41de2a88011b893050fc9830267d927a50a215f7ad5ec17349db7090ccf26 \
+    --hash=sha256:0423d64c013057a06e70f070f073cec4b0cbc7d2b27f3c7007292f2ff1d52965 \
+    --hash=sha256:0ee68f5c34812780f3a7063382c0a9fcbb99985b7ddcdcaa626e4f3fb2e0783a \
+    --hash=sha256:11a7ec9f97ab950f4c5af62229befc7faf208fdbc0116d3902d7e306cf2c5abd \
+    --hash=sha256:1551b4caac3e3ec9f2bfcec6bf3776e01c0edbdd2e240431a50ca1a1aac72c27 \
+    --hash=sha256:16b206e521feb8b7133a45754643dead0538489cf8b783b90cf5f4e3299625fd \
+    --hash=sha256:1a7563a443f3d53fdeb040ec8c9f7466aed7ca3dc5891aa09d3ca3625fa4387f \
+    --hash=sha256:1bb93c2aa61d2a5b38f1526546d95cf4132cb681e541a337bf8dfd092be816e5 \
+    --hash=sha256:1e3b91f9c4740aeb571ecf82e5e8d8e4ab62d34fcb5a5d4e5baa38c6f7d2857c \
+    --hash=sha256:2415902f385a23dcc4ccd26e0ba803249a169af6a930c003a4c715eeb9a5444e \
+    --hash=sha256:27d07a46500ba23515b838dbcf52512026af04090755cf6cc64166d88c9b9a1a \
+    --hash=sha256:2bfc4dd0a912329eccc7484a7d0b2a38032b38c40663b1e1ac595f10c457954b \
+    --hash=sha256:2e41fd3aab806770008279a93879b0924b16247e09ab537c043d08bbca53b4ab \
+    --hash=sha256:338b19131ab1a6b767b462bfcbaa692e7ae22f24463e39d49b02a83410ff6b37 \
+    --hash=sha256:360bec1f58e7243e3405d3bdf7a1a8115aa9b448d54dc7cd6f7b7e0e9406b62e \
+    --hash=sha256:39e1dbbb6ff2c338e0196a482558a792a1de3aa64261196f5cdb3da016ad9cda \
+    --hash=sha256:3c68df8e61f1e09633fefc7538297145623957a048534368c9d212782aa5e845 \
+    --hash=sha256:3d74ff26299c4879ce3a4d826f9d3d4d556fd285fde7bbce3c0ef5a8ab1cec24 \
+    --hash=sha256:3e5b550a128419373c2f6cec28a244207013ef15f5cbcff6a5ca09d1dfaaf027 \
+    --hash=sha256:41de778bd41780586e2b04912079c73089ab5d839624e28db3bdb26de638da92 \
+    --hash=sha256:47968988b367990ae4ab17523790c38cd125e02c6bfd379b6022be2d40bdc38c \
+    --hash=sha256:4b60ca6d8af70473491a15a343cbabab2e8f9ea66a4376e81c7aa24876a6f977 \
+    --hash=sha256:4d310baf69a4fbe8a098ce727e4808a34866ac718a6f759ae659cbd3221358bc \
+    --hash=sha256:526ce9721116af23b1065089f0b75046fe521e7772ab94b641cd66b7a0421889 \
+    --hash=sha256:583d50d59142f8549470bd6390471d0fe8b8c8d69d6a0f28ac71e05380cef640 \
+    --hash=sha256:5952f8c1bda2a5347154450379316e6dfa4d934d62ca35f6784451e6f55074fb \
+    --hash=sha256:5d788e5fd55347eef06ca0732c77d04a264de67e8ff24631270cdff3767a60cf \
+    --hash=sha256:605ab2b566a22bd94834529d66d295c364aba84afd3e5498285c7a524017b1fc \
+    --hash=sha256:611e62cb9386096d81b63e0a05330750268617231e7bd598e1fe77482a2c58a5 \
+    --hash=sha256:6197e5a00183c11a8ce7c6abd18be1a9189fd8399084ffc95196f4f0db4f2137 \
+    --hash=sha256:621e13c6108234d7960aaf5762ab5c3c00f33c30c15af06dcbff0c73bf112727 \
+    --hash=sha256:62c7f79db2851c95ef020e5d28b97afde3daf9f7febcd35b53e05638f729063f \
+    --hash=sha256:64b2055bb6e0dc945af35cdeceb3633e6ed9273475ef3af85592410fd6803803 \
+    --hash=sha256:68520c90babfa2d560eca6d497921ed3a4f469623bd709733124491b2aa8ef3f \
+    --hash=sha256:69918344541ed9c8368566c2adc03c0e33d4550d7faa87d1b35e49b6a3286ea9 \
+    --hash=sha256:6a3693b4153394d265f44fb855fdc80e72403024d4d6f91c4871b334d028e4e0 \
+    --hash=sha256:74fdd718d88fe144f4579b8747873a07ec3f04cb837d5faec5a25d9e22fa31a8 \
+    --hash=sha256:7b27c822a8161afbe48e99f1adfb098d270ae7e0f7d7b0555ce110529bdb69cc \
+    --hash=sha256:7dfe427045520d6abca33687dfef767b4f635015893a1816c5decb12eb72ce18 \
+    --hash=sha256:7ea52fc08f007bcc494d4bb3df3851e95843d881860ba38fe2c64dc100db5e7d \
+    --hash=sha256:830c1fca669c572dec37ce9c838224ee45aac5be0f6961edf871e82e49d6537c \
+    --hash=sha256:8427f370ca67db4c975d2a26acfc0e5783ca0b52444dbc50278ace0f35445949 \
+    --hash=sha256:878832eaac515b62decfa76965aed558775f86bf1fc8cca76993c0c84ae31aed \
+    --hash=sha256:8ac012839ff7e396030f1e94e10553a431d14e4de2ab65cb3acb72bbd5628ca2 \
+    --hash=sha256:8cec0ad652ec57790970d817490105bd917d783c2f7b38d6b58a0ca312e1a336 \
+    --hash=sha256:8cf0f2509acb4619e2471a1951089054dd58ebea7a912066d2ea56dd4c24ca4a \
+    --hash=sha256:90f7608aeb5d9b60b523b9fb2a4ee1973867cc4865a3f26fe6c7577073b70205 \
+    --hash=sha256:92c22e19ce64ca3f2ad751f16f14df1468b4c231bd6af97185063a9c292a0cb3 \
+    --hash=sha256:96150a9cf3468ea20f0bc5d0e21b3df8972c31480ef90fa7614b773cc6429665 \
+    --hash=sha256:98a0859b0e98e43e1178a9402e19c8127766b14f7109a374d976e5a62c0e5c73 \
+    --hash=sha256:9973ef2463f8e6cfb61a6324126bb3e17d67a85f22f58d856e583ea2e3ca6501 \
+    --hash=sha256:9a3f142070eb7b82fc4085a55d887396f9c4e21250bccebe2ba22502c45b9647 \
+    --hash=sha256:9be4e7d4c5ca0427889f8f9d614bd630c2be741b1de7699bca3b2b6c0e41003e \
+    --hash=sha256:a090cbf9521e78ffdb2fcf448b72902afe9f5923ff6a12d5c0d0120200348af9 \
+    --hash=sha256:a2335ea5fed26af2e831094964fa3f8fae60b45f7e37fcc2d3b615b2add3ad87 \
+    --hash=sha256:a3c2134809e80fac091bfed18a6991b5a5eb5df5ae32b17ac4f4f99864b73dd7 \
+    --hash=sha256:a571bd889cd36c5922ce8e42e059f9d37d02301531d11374afa4c87a578625d5 \
+    --hash=sha256:a574912f3bde4b0619f6e97d01aa590b70998859244793769eb3a6df78ee56d3 \
+    --hash=sha256:a64caee2193563601dbaaa55fe2dcf597debef04a2f8f1fa8a07aa4bb7ac7a1e \
+    --hash=sha256:ac082660de8f429ba0ea363595abb838998570b9a7546777c60f413ab902bbde \
+    --hash=sha256:b3d77f7f196abdef7e01415de1bce09f216189e83e58159cfeef2b92d0464994 \
+    --hash=sha256:b3ff255799f5a1676c71c1c32ec01fd043aa09d57b3d95764b24992757184784 \
+    --hash=sha256:b488bd4b23397db62e7a9459129d01ff06a846582a732efd24834b24a6ada498 \
+    --hash=sha256:b75ee850fc2d7c831e883220c445b035f2224de2ba6103f1e56dbd237ab913f7 \
+    --hash=sha256:b7f300ac92cd4b570724c8ffbbd0c130fee298d2447f41d5a3abf58976fae1de \
+    --hash=sha256:beaab199b9e5ceaf5a225e16a9d4df136f2a1eae0a5c20de1e277c8a5225f388 \
+    --hash=sha256:c02efd507227bde9969cab0db8f48890eb3b5dcad6afac57a4792df4133543ce \
+    --hash=sha256:c66f9f9d4f1e9712eb9b1de5310f881d4e2188cfcba5065e1a8490f38687f2c4 \
+    --hash=sha256:c90a7cdd5e380e1ce02f19792e2ac2fbfbf177e35a27e69fd3e873b30d895c0c \
+    --hash=sha256:c946099774a7699de03cbd0ff0a64e21aed4525eed9d959adde4afe6d15758ef \
+    --hash=sha256:cc96aa922e21d4bc5d5ed3c915cef27dfcbc13686f47d5e378d647fbfba655a2 \
+    --hash=sha256:d20a15c622194234161535459affa8f7905830391c9ccfa060d495dbfe3a1c7f \
+    --hash=sha256:d48400185564042287dc487c1f016a3397f18ab4f4c5d5ec36edc218f7ffa35b \
+    --hash=sha256:d8e88f335544a47e22ae2e45b344772925ec65166555c958720d5ed971880891 \
+    --hash=sha256:dc9b4e35e7c3920e925ba7f14886fd5fbe481232754624e832ddba66c7535635 \
+    --hash=sha256:de76caefc8deabb0dd1678b6a980be97d14c8d87e213ac194dbf8b09e96d63fb \
+    --hash=sha256:e0bb8a6bc7015efdf8a928753b25da1b9ca2d6f24ef04d2ee0688e486f32aae7 \
+    --hash=sha256:e343fb086c9cd780b38622fea7c369acd64c1a0724312149b5d769c387a2b1f5 \
+    --hash=sha256:e4ed44705ca4bead6fc977a8b741f2145608289b33c8a9b42a95d0f15aedbf4d \
+    --hash=sha256:e574801e1d643561594aa021206c46d80b257e9853087090ba97bed8b0a509d3 \
+    --hash=sha256:e6230e688c7c3e65cedd41a774eb4ec221adc6bfee13768231015b702d5e4150 \
+    --hash=sha256:ea3169c7116eb6cdf7608c6c7da9ecfcb3da40688e3a510fac2d1d2bafd6dc35 \
+    --hash=sha256:eadea7aba74e40adee867a8c0eec17b820b061d308a4b014f7a0e118c2b0aa61 \
+    --hash=sha256:ed68faa5e85de2f3e400bc3f122e5c82735a58c8bb24b9f63a2215954ba17b2d \
+    --hash=sha256:f0a47095963cfe054e0df178daca95aec21e680d6076da807c3add28dfe920f7 \
+    --hash=sha256:f502e948e03e866538048bba081c075caaa62e5bda6ea5b7432e45f587eb462a \
+    --hash=sha256:f82b6bb7d75a2613e85d07cefa3a8c973d0544a8993337f6e2728e4a1e94c305 \
+    --hash=sha256:fa9e5c6857a7e80fa22ace5cf3550ae392bbfc322f1d8dd2d2d5a8be38cec027 \
+    --hash=sha256:fb7e18afb6e903c1a92401a2f0501ac277dca527bb9ca6fe1f691a8a0026a0e8 \
+    --hash=sha256:fbb8c3a98e779013786ae01d229662aeacbc77100efbd3f2f245219ace5af700
     # via pytest-cov
 cryptography==46.0.7 \
     --hash=sha256:04959522f938493042d595a736e7dbdff6eb6cc2339c11465b3ff89343b65f65 \
@@ -1077,13 +1071,13 @@ cycler==0.12.1 \
     --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
     --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
     # via matplotlib
-dask[dataframe]==2026.3.0 \
-    --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
-    --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
+dask[dataframe]==2026.6.0 \
+    --hash=sha256:1539859071065dca379ca592ff76e911cd7965dc466da0040354ab466179189b \
+    --hash=sha256:ae3436bd31ebce2be75edf952bd1fc687a1f11ec03fe8b1bec2903d222344a45
     # via feast (pyproject.toml)
-databricks-sdk==0.114.0 \
-    --hash=sha256:25a40b83d76fa6c8a621f884da41e45e3ae5267218dafa71db9b363dd9238f57 \
-    --hash=sha256:d62e6fcb1dc98b0b390d369261d1d68a6cf9f91139c34cf659865faf50b1d044
+databricks-sdk==0.118.0 \
+    --hash=sha256:7931c7147315902e4347863074c2e2bc1d389338e15d1b60bbf49bc5ebabcbe0 \
+    --hash=sha256:cd049b7a9612d957e53d842631800f1974406fc3bec78bc51d429387046a0287
     # via
     #   mlflow-skinny
     #   mlflow-tracing
@@ -1167,9 +1161,9 @@ dill==0.3.9 \
     #   feast (pyproject.toml)
     #   datasets
     #   multiprocess
-distlib==0.4.1 \
-    --hash=sha256:9c2c552c68cbadc619f2d0ed3a69e27c351a3f4c9baa9ffb7df9e9cdc3d19a97 \
-    --hash=sha256:c3804d0d2d4b5fcd44036eb860cb6660485fcdf5c2aba53dc324d805837ea65b
+distlib==0.4.3 \
+    --hash=sha256:4b0ce306c966eb73bc3a7b6abad017c556dadd92c44701562cd528ac7fde4d5b \
+    --hash=sha256:f152097224a0ae24be5a0f6bae1b9359af82133bce63f98a95f86cae1aede9ed
     # via virtualenv
 dnspython==2.8.0 \
     --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af \
@@ -1187,9 +1181,9 @@ docling==2.27.0 \
     --hash=sha256:1288ed75b27e33bf94daff34faffc6d11b7d7ccc13e3df84fb24adad3991f72d \
     --hash=sha256:faba35662612a2c687a3a463e501d95f645316436084af92a0442ce162429a3d
     # via feast (pyproject.toml)
-docling-core[chunking]==2.78.1 \
-    --hash=sha256:7463a2ce3e70590f330cf16dce11a7dbb761ece007a50e9082b44b7fed849820 \
-    --hash=sha256:a700d4dc98592e95c05c57ae8d25698f514b8dfbe25e97f36a314f85e9cc0684
+docling-core[chunking]==2.83.1 \
+    --hash=sha256:154db6d6be5ac0bc0affa272a39e81346dc953ea7ce5cd6f20809cc5272499c6 \
+    --hash=sha256:e09ce91d18522bb161b45ca79b9bd2c94f0b38ca744a1f8605f3e1d9bff26902
     # via
     #   docling
     #   docling-ibm-models
@@ -1231,42 +1225,42 @@ docutils==0.19 \
     --hash=sha256:33995a6753c30b7f577febfc2c50411fec6aac7f7ffeb7c4cfe5991072dcf9e6 \
     --hash=sha256:5e1de4d849fee02c63b040a4a3fd567f4ab104defd8a5511fbbc24a8a017efbc
     # via sphinx
-duckdb==1.5.3 \
-    --hash=sha256:0b0b4f088a65d77e1217ce5d7eff889e63fedc44281200d899ff47c84d8ff836 \
-    --hash=sha256:0ce80aed7a538422129a57eaca9141e3afb51f8bf562b1908b1576c9725b5b22 \
-    --hash=sha256:10960400ed60cdf0fe05bab2086fa8eb733889cb0ceca18d07ff9a00c0e0be7b \
-    --hash=sha256:2fa17ecdd5d3db122836cb71bb93601c2106a3be883c17dffddc02fbf3fa7888 \
-    --hash=sha256:3248b49cd835ea322574bc6aac0ae7a83be85547f49d4f5f5777cb380ee6627f \
-    --hash=sha256:33ae08b3e818d7613d8936744b67718c2062c2f530376895bfd89efb51b81538 \
-    --hash=sha256:341a2672e2551ba51c95c1898f0ade983e76675e79038ccb16342c3d6cfb82d7 \
-    --hash=sha256:3d5db8c0b55e072cf437948ebb5d7e23d7b9d03d905fa5f9145583e65aa447f7 \
-    --hash=sha256:4bfa9a4dadf71e83e2c4eaca2f9421c82a54defecc1b0b4c0be95e2389dec4fe \
-    --hash=sha256:50379b85f3a0a169478d54880ef8bf971ecaa85772d05eeaa617d720c7704741 \
-    --hash=sha256:5fd25f533cb1b6b2c84cc767a9a9bab7769bb1aa44571a2a0bfc91ac3e4a38ac \
-    --hash=sha256:6d2835e39bb6af73891f73c0f8d4324f98afe00d0b00c6d34b2a582c2256cbb0 \
-    --hash=sha256:6ef8faf121d7b3ad95aab1c3ce31169a28be49da75abfa6099a1bec2e9a70189 \
-    --hash=sha256:70a18f932cf6d87bd0e554613657a515c1443a1724aacfc7ec5137dd28698b03 \
-    --hash=sha256:746433e49bbc667b4df283153415fbe37e9083e0eff6c3cd6e54de7536869cd4 \
-    --hash=sha256:75d13308c9da3ee431d1e72b8ab720aa74a1b3e9159d4124cb62435924496334 \
-    --hash=sha256:787df63824f07bf18022dbc3b8ca4b2bfab0ebe616464f55c6e8cd0f59ea762e \
-    --hash=sha256:8001eccbc28be244dfd04d708526f34ddd6460b47a8aeb5d0e39d6f7f9e3fe15 \
-    --hash=sha256:9fb7516255a8764545e30f7efacea408cc847764a3027b3b0b3e7d1a7bebbc5c \
-    --hash=sha256:a3fb3bad9bc1a3e101d66d33269142ce075dc3d75202ba74ba97d7e44c50b9cd \
-    --hash=sha256:aea7baf67ad7e1829ac76f67d7dcbd7fb1f57c3eb179d55ac30952df4709ae30 \
-    --hash=sha256:bb5bb5dcdd09d62ee60f0ddbbef918e71cce304ffe28428b1131949d39ffaabf \
-    --hash=sha256:c5f18e7561403054433706c187589e86629a7af09a7efc23a06a8b308e6acc68 \
-    --hash=sha256:c9e8fa408705081160ede7ead238d16e73a36b8561b700f2bf2d650ae48e7b92 \
-    --hash=sha256:d0405eae18ec6e8210a471c97dbfe87a7e4d605274b7fe572a1f276e92158f13 \
-    --hash=sha256:d37650ec3ec8a951400ea12dc77edaea88e0baeda34801792776f95f2f922f4f \
-    --hash=sha256:dd00f70231951a619908471b7b6397232ff3be8ccd1f49a47f1a2ccac59eaba1 \
-    --hash=sha256:df39428eb130faa35ae96fd35245bdeae6ecf43936250b116b5fead568eb9f16 \
-    --hash=sha256:e75a6122c12579a99848517f6f00a4e342aebda3590c30fe9b5cc5f39d5e6afc \
-    --hash=sha256:e80eb4d0fb59869cb2c7d7ef494c07fb92014fe8e77d96c170cd1ebc1488a708 \
-    --hash=sha256:f4eff89c12c3a362efa012262e57b7b4ab904a7f79bad9178fe365510077abe8 \
-    --hash=sha256:fd3963c1cb9d9567777f4a898a9dbe388a2fe9724681801b1e7d6d93eecf1b76 \
-    --hash=sha256:fdc65233f0fcf9022e4c6a8ba2ba751a79deb291501073d660afb1aa9874051f \
-    --hash=sha256:fe8d0c1f6a120aa03fa6e0d03897c71a1842e6cf7afd31d181348391f7108fe1 \
-    --hash=sha256:ff11a457258148337ef9a392148a8cdbd1069b6c27c21958816c7b67fe6c542d
+duckdb==1.5.4 \
+    --hash=sha256:02dd9f9a6124069213f13e3a474c208028c472fe1acdae12b38761f954fe4fc6 \
+    --hash=sha256:0cda263d8c20addb8d4f95464787cbe0af1144f7ab7e21db3709fb826ee01725 \
+    --hash=sha256:0cf932055061e544d3fa27cc6c147da25f3f681ee5980157fb55e77d6c2d9c63 \
+    --hash=sha256:0f32ad7e0286c1c29ab6c73b29118c86101f8eee46aae54f54d0b50916f542f6 \
+    --hash=sha256:0f8722346024e5d9f02b58bf7b0491a629f97fdc8a04a10e432940f471ee387a \
+    --hash=sha256:136cea7f886b78caf4035485b4b1e766e8b309e999f9e83a966f81ebb8122844 \
+    --hash=sha256:262f068158beb5943f2c618f4e54b46db8306b959f90dce956f90a89f613673d \
+    --hash=sha256:266c7c909558ce7377f57d082cee408aadebdd9111be017558ca54e44a031037 \
+    --hash=sha256:291a9e7502551170af989ff63139a7a49e99d68edbc5ef5017ac27541fe54c65 \
+    --hash=sha256:3565550adbf160ef7a2ee3395470570182f11233983ad818bd7d5f9e349f92b2 \
+    --hash=sha256:360f2542d09759c3739400f8b787e29b43ba0da665c21756216291458bf6fc59 \
+    --hash=sha256:3ddd9533ce80f9b851bdd6276960a9286166514a9ceca43d5bc2f0d5842c490d \
+    --hash=sha256:3fb41d9cfccb7e44511eeeed263ae98143ca63bdb1ef84631ba637c314efa1b5 \
+    --hash=sha256:3fb6f07d54ecf4d0d3c5179a2361fdddfafa14de4fc42696de4632479b703421 \
+    --hash=sha256:42a612e67d64450b446eb69695290d460713eef46e0f64467ab9dfe96264ee05 \
+    --hash=sha256:4647968629d0677bbcc2416c7aeda8685eb84e4ca15a6dbd4f82a66cfc91a532 \
+    --hash=sha256:4c430e788d99b50854209bf2833ba36a45df75e57f86efb477046cd408bbd077 \
+    --hash=sha256:4d2307a76d199077b0055b354e90e857479461a0d875437535dd4833172c8b6d \
+    --hash=sha256:698ec90bd5d5538bd5f6d212a4b61af443d240703cf45f134738535026556ea5 \
+    --hash=sha256:6dcbb81a1276bc48deb4d562bce4f8895e4fc6348750a096e30052345c6d6552 \
+    --hash=sha256:73f4878a3012283024a64a1909e440aac12091ef336f671fc142f7e87449ce0c \
+    --hash=sha256:83e8c089bbb756ca4471d8b05943b80a106058697cf00615e70423106bb783bc \
+    --hash=sha256:8ba7b666bc9c78d6a930ee9f469024149f0c6a23fb7d2c3418aad6774339bec0 \
+    --hash=sha256:8f935ef210ab00bc94bb1e3052697adaa36bb0ce7bdfeda8b0f34e2ff1643870 \
+    --hash=sha256:9d9e6817fcbc09d2605a2c8c041ac7824d738d917c35a4d427e977647e1d7944 \
+    --hash=sha256:a9a10dc40469b9c0e458625d2a8359461a982c6151bb53ff259fea00c4695ad4 \
+    --hash=sha256:bd6777e8ddd74fb603a6d09766bfcff28638189f8aaa61fc0dffd9e9a4baa8e5 \
+    --hash=sha256:c2d58d39f5e65419cdc27e3875cba4a729a3bbf6bf4016aefb4a2a65335a1d42 \
+    --hash=sha256:ccc7f2694d02b4763fee61021d45e12f7bc5743993686563957df0cef799fbae \
+    --hash=sha256:e2dc8340cfb6006025a798c50f40126d6e945a1d2487be94667bb4166556ce7b \
+    --hash=sha256:e8fcef301cf68d3951ea1eb8ac4d76cea0a6f6a08f4c78fe4026fc96d217bebc \
+    --hash=sha256:f14e79a006341f29ee5a2692a24dac5114e77533d579c57ec39124adf0135033 \
+    --hash=sha256:f6f39cd0dc6948dee17fd130aec55114f97a8ef6e1db519b9774087962bc5c8c \
+    --hash=sha256:f9e32f1cdd106793d79d190186bed9e75289d51e68bd9174e47c04bffedeab6f \
+    --hash=sha256:ff96d2a342b200e1ec6f1f19986c77f4ac16a49b6112f71c5b763989203a9d60
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
@@ -1275,9 +1269,9 @@ durationpy==0.10 \
 easyocr==1.7.2 \
     --hash=sha256:5be12f9b0e595d443c9c3d10b0542074b50f0ec2d98b141a109cd961fd1c177c
     # via docling
-elastic-transport==9.4.1 \
-    --hash=sha256:186a29e6c66ff269487e33f7b17176316e18b6061702c25eb0bb15681302e91d \
-    --hash=sha256:d12c86ea73528690ebf63a488d9ae323292e6aa5ee55e1e29f14293472f4197f
+elastic-transport==9.4.2 \
+    --hash=sha256:33dc89bb1855faa8b98ae8b036405a39c562778dbcdbe4a00a2eaf753148556c \
+    --hash=sha256:366f4614f4544c5fb5d780c82f57af8f30492b44a68ed20750390aa81e20c2ea
     # via elasticsearch
 elasticsearch==9.4.1 \
     --hash=sha256:1d78fdfba97a903ec35a5eb5808a74e33392b7c620bd5f742d465a3a26c27d75 \
@@ -1327,10 +1321,12 @@ faiss-cpu==1.10.0 \
     --hash=sha256:e02af3696a6b9e1f9072e502f48095a305de2163c42ceb1f6f6b1db9e7ffe574 \
     --hash=sha256:e71f7e24d5b02d3a51df47b77bd10f394a1b48a8331d5c817e71e9e27a8a75ac \
     --hash=sha256:f71c5860c860df2320299f9e4f2ca1725beb559c04acb1cf961ed24e6218277a
-    # via feast (pyproject.toml)
-fastapi==0.136.3 \
-    --hash=sha256:3d2a69bdf04b7e9f3afa292c3bc7a98816bbfafa10bc9b45f3f3700d2f761620 \
-    --hash=sha256:e487fae93ad408e6f47641ee4dfe389864fd7bec92e547ea8498fc13f43e83ab
+    # via
+    #   feast (pyproject.toml)
+    #   milvus-lite
+fastapi==0.138.0 \
+    --hash=sha256:b6f54fd1bd72c80b0f899f172c61a600f6f7af9b43d4d772a018f35624048cb0 \
+    --hash=sha256:d445a4877636ad191e7053e08c9bf98cb921a6756776848400bb773d1740c061
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -1343,9 +1339,9 @@ fastjsonschema==2.21.2 \
     --hash=sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463 \
     --hash=sha256:b1eb43748041c880796cd077f1a07c3d94e93ae84bba5ed36800a33554ae05de
     # via nbformat
-filelock==3.29.1 \
-    --hash=sha256:85199dfd706869641b72b2e8955d5416a4b2b7dc4b0e8e6d97b4cc1299a6983b \
-    --hash=sha256:d97e6b1b9757569626c58caa07dc4beb1613f4a2938b1e8cc81afca398906c9e
+filelock==3.29.4 \
+    --hash=sha256:10cdb3656fc44541cdf30652a93fb10ec6b05325620eb316bd26893e4201538a \
+    --hash=sha256:dac1648087d5115554850d113e7dd8c83ab2d38e3435dde2d4f163847e57b767
     # via
     #   datasets
     #   huggingface-hub
@@ -1364,9 +1360,9 @@ flask==3.1.3 \
     # via
     #   flask-cors
     #   mlflow
-flask-cors==6.0.2 \
-    --hash=sha256:6e118f3698249ae33e429760db98ce032a8bf9913638d085ca0f4c5534ad2423 \
-    --hash=sha256:e57544d415dfd7da89a9564e1e3a9e515042df76e12130641ca6f3f2f03b699a
+flask-cors==6.0.5 \
+    --hash=sha256:30c5031552cd59f620ac0c8211dac45b345d3b2df310e7721879e4f46ef9c601 \
+    --hash=sha256:68fcf75693e961f3af26683b23c4b9a8fb6b64de17d20d0c37b95e8de7ab2ed8
     # via mlflow
 fonttools==4.63.0 \
     --hash=sha256:032038247a96c1690f9f31e377c389383c902531b085aa4e4dabd6f57f870e69 \
@@ -1566,12 +1562,15 @@ fsspec[http]==2026.4.0 \
     #   dask
     #   datasets
     #   huggingface-hub
+    #   pyiceberg
     #   ray
     #   torch
 geomet==1.1.0 \
     --hash=sha256:4372fe4e286a34acc6f2e9308284850bd8c4aa5bc12065e2abbd4995900db12f \
     --hash=sha256:51e92231a0ef6aaa63ac20c443377ba78a303fd2ecd179dc3567de79f3c11605
-    # via cassandra-driver
+    # via
+    #   cassandra-driver
+    #   scylla-driver
 gitdb==4.0.12 \
     --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
     --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
@@ -1593,9 +1592,9 @@ google-api-core[grpc]==2.31.0 \
     #   google-cloud-storage
     #   opencensus
     #   pandas-gbq
-google-auth==2.53.0 \
-    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
-    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
+google-auth[pyopenssl]==2.55.0 \
+    --hash=sha256:a17cef9dedf98c4ebae2fb0c48c8f75952c877cbc2efe09f329ef16c2783d88a \
+    --hash=sha256:fcd3a130f575fa36403d38774af1c64a4fbfbca09215f0589d2372b5119697cb
     # via
     #   databricks-sdk
     #   google-api-core
@@ -1614,9 +1613,9 @@ google-auth-oauthlib==1.4.0 \
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.1 \
+    --hash=sha256:159143c1b7248858f35549c09efea5d031c2883145623419ea7c505a50c0899a \
+    --hash=sha256:3c6878f424fc2b21f0bb414ca7262abd008465575a7b7c44c552105278a18914
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
@@ -1624,9 +1623,9 @@ google-cloud-bigquery-storage==2.39.0 \
     --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
     --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.38.0 \
-    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
-    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
+google-cloud-bigtable==2.39.0 \
+    --hash=sha256:4af2dd1babb799ee2509f9c7eb02904fdd841abc360a09f4ec3bc414dba7d2cc \
+    --hash=sha256:7f6ce53cc18beba84bdfc6eff4c3367bdaed16d46c5821e3189eb27cddeb6be6
     # via feast (pyproject.toml)
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -1718,58 +1717,58 @@ grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.81.0 \
-    --hash=sha256:0fba53cb96004b2b7fb758b46b2288cb49d0b658316a4e73f3ef67230616ee65 \
-    --hash=sha256:194eddfacc84d80f50512e9fd4ee851d5f2499f18f299c95aa8fb4748f0537e0 \
-    --hash=sha256:19f201da7b4e5c0559198abe5a97157e726f3abe6e8f5e832d4a50740f6dcc22 \
-    --hash=sha256:21ec30b9ea320c8207ea7cd05873ad64aa69fdd0e81b6758b3347983ba20b50a \
-    --hash=sha256:275144b0115353339dbb8a6f28a9cf8997b5bf40e37f8f66ac0b0ea57e95b43f \
-    --hash=sha256:300f3337b6425fd16ead9a4f9b2ac25801acb64aa5bc0b99eb69901645b2b1d2 \
-    --hash=sha256:3755c9669307cad18e7e009860fdea98118978d2300451bd8530a53048e741e7 \
-    --hash=sha256:3d4e0ce5a40a998cf608c8ba60ecfe18fdf364a9aa193ae4ac3faeecd0e86757 \
-    --hash=sha256:40edffb4ec3689373825d367c4457727047a6e554f03245265ecc8cc03215f22 \
-    --hash=sha256:43c121e135ae44d1559b430db2b2dfad7421cbbe40e1deba506c7dc62b439719 \
-    --hash=sha256:4e032feb3bfb4e2749b140a2302a6baa8ead1b9781ff5cf7094e4402b5e9372e \
-    --hash=sha256:5192857589f223e5a98ff0e31f6e551b19040e647d17bfe10116c8a2ce3b8696 \
-    --hash=sha256:57b3b0e73a518fa286959b40c3eddd02703504ca186e8b7b2945954519bd8b2c \
-    --hash=sha256:5e925a70fe99fe5794f7beca0ea034c75f068afcc356d79047e73f99cdcca34c \
-    --hash=sha256:62bbe463c9f0f2ff24e31bd25f8dd8b4bae78900e315915a3195a0ef1471a855 \
-    --hash=sha256:638ccc1b86f7540170a169cb900799b9296a1381e47879ce60b0de9d3db73d33 \
-    --hash=sha256:725801c7086d7e4cd160e42bb2f54e0aeb976b9568df3cc6f843b15d29b79fb1 \
-    --hash=sha256:77eb4e9fe61486bd1198cc7236ebb0f70e66234e63c0348f40bc2553ed16a88b \
-    --hash=sha256:7915a2e63acdc05264a206e1bddfd8e1fb8a29e406c18d72d30f8c124e021374 \
-    --hash=sha256:794e6aa648e8df47d8f908dc8c3b42347d04ec58438f1dcd4e445f09b4f6b0ce \
-    --hash=sha256:8226ba097eed660ef14d36c6a69b85038552bb8b6d17b44a5aa6f9abf48b8e08 \
-    --hash=sha256:87e33b7afcfb3585121b5f007d2c52b8c534104d18f556e840d35193ca2a9141 \
-    --hash=sha256:8bb1789c94322a13336a2b6c58d9c14d68f8628b6e24205a799c69f5bf8516ce \
-    --hash=sha256:8c0855a350886f713b9e458e2a10d208009dcaa849f574e39cd6067db1fe1279 \
-    --hash=sha256:909bb3222b53235498d2c5817a0596d82b0aaea490ba93fdf1b060e2938a543c \
-    --hash=sha256:97bbd623f7ded558fd4f7cb5a4f600c4d4de65c5dd364c83a5b14b2a10a2d3b5 \
-    --hash=sha256:98c6240f563178fc5877bd50e6ff274463e53e1472128f4110742450739659fa \
-    --hash=sha256:9f355384e5543ab77a755a7085225ecc19f32b76032e851cbd8145715d79dec8 \
-    --hash=sha256:a524cd530900bd24511fcb7f2ed144da4ea37711c4b094475d0bceca7a93a170 \
-    --hash=sha256:a5acd7efd3b1fe9b4eb0bcaaa1507eed68a0ad0678b654c3f7b464df9ba9dca5 \
-    --hash=sha256:a9351055f52660b58f3d4890ea66188b5134399f82b11aa0c55bd4b99eff5390 \
-    --hash=sha256:aa948712c8e5fa40ec250870bda14bc7578e1bb832a8912d9d2a0f720518edbe \
-    --hash=sha256:aaaa4f7f2057d795952e4eacf3f342be8b5b156992f6ac85023c8b98794ebd47 \
-    --hash=sha256:b4108e5d9d0f651b7eea749116181fe6c315b145661a80ec31f05ec2dbe21af7 \
-    --hash=sha256:b76ea9d55cd08fcdbda25d28e0f76679536710acb7fbd5b1f70cb4ac49317265 \
-    --hash=sha256:b8b025b6af43ee0ad4a70307025d77bcab5adde7c4597786010d802c203e9fc5 \
-    --hash=sha256:b93cee313cae4e113fbb3a0ce1ea5633db6f63cfde2b2dc1d817429026b2a50b \
-    --hash=sha256:c197e2ef75a442528072b29e9755da299110e8610e8bcbb59a6b4cf55384f005 \
-    --hash=sha256:c36f5d5e97944cbda2d4096b4ae262e6e68506246b61582acf1b8591607f3ccc \
-    --hash=sha256:c4fe218c5a35e1d87a5a26544237f1fa41dfd9cbd3c856b0810a30061f8b0aaf \
-    --hash=sha256:c6ff087cb1f563f47b504b4e29e684129fc5ae4863faf3ebca08a327764ee6cb \
-    --hash=sha256:cd78145b7f7784661c524624f3526c9c6f891b30a4b54cb93a40806d0d0d61e9 \
-    --hash=sha256:db217c2e52931719f9937bd12082cd4d7b495b35803d5760686975c285924bf8 \
-    --hash=sha256:dbdb99986548a7e87f8343805ef315fd4eb50ffaabf4fb1206e42f2542bb805d \
-    --hash=sha256:e4d053900a0d24b75d7521139a3872150301b3d6bde3bed5e12318fb25791e4d \
-    --hash=sha256:e7746ba3e6efc9e2b748eff59470a2b8684d5a9ec607c6580bcaa5be175820bc \
-    --hash=sha256:f345de40ef2e65f63645d53d251824e6070e07804827c5b00ec2e44555f9f901 \
-    --hash=sha256:f750a091fff3a3991731abc1f818bdc64874bb3528162732cb4d45f2e07821a6 \
-    --hash=sha256:f85570a016d794c29b1e76cf22f67af4486ddbe779e0f30674f138fa4e1769ec \
-    --hash=sha256:fbbe81314a9d92156abce8b62c09364eb8bafc0ca2a19919a45ec64b5c6cb664 \
-    --hash=sha256:ff83d889e3ebf6341c8c7864ad8031591ad5ca61599072fc511644d1eb962d2b
+grpcio==1.81.1 \
+    --hash=sha256:0490c30c261eded63f3f354979f9dc4502a9fb944cccb60cd9dc85f5a7349854 \
+    --hash=sha256:0a37165cc80b1a368384b383e63a4c38116a10467ae44c904d2d7468c4470ec2 \
+    --hash=sha256:12b7524c88d4026d3dcb7b0ebe16b6714f3b4af402ddd0f0639ab064a00c87c3 \
+    --hash=sha256:15641444eca4a29358107b3dceb74c1c6305c55c822fd199b458aaea4068a7fb \
+    --hash=sha256:1b22c80559854b789a01fd89e8929b3798a156c0829b5282a8939f33ad4115ad \
+    --hash=sha256:1e123f9b37edb8375fd74130d1f69c944bbf0a7b06761ae7211154b8759e94d2 \
+    --hash=sha256:24c8e57504c8f45b237e40b99262d181071e5099a07053695b75d97bb53053a0 \
+    --hash=sha256:2c2e2ae6867c2966b8daccc836d54a13218e0007e9a490aeb81dd05be64d22d7 \
+    --hash=sha256:30e825f6848d9f18bba350ed6c75c1b02a0b5184474a31db9a32b1fa66fd8c79 \
+    --hash=sha256:3768a5ff1b2125e6f552e561b6b2dca0e64982d8949689b4df145cf8b98d7821 \
+    --hash=sha256:3ad74f8bb1a18963914c5452d289422830b39459e8776ebbcd207be1fbfb1d94 \
+    --hash=sha256:410482da976329fe5f4067270401b12cf2bd552ff8020f054ecfaddb5475f9d6 \
+    --hash=sha256:428bec0161b48d8cf583c068591bc0016d0d9cfff52462b72b3884861ea768c5 \
+    --hash=sha256:506f48f2f9c29b143fca3dad7b0d518c188b6c9648c75a2ae6e2d9f2c13a060b \
+    --hash=sha256:58ad1131c300d3c9b933802b3cc4dc69d380822935ba50b28703156ea826fbf7 \
+    --hash=sha256:592b5fee597faa91cce2dd294dd7d9a1c83d76c4dbf877e33ec1adb866b2fbed \
+    --hash=sha256:61233fe8951e5c85dff81c2458b6528624760166946b5b47ea150a589168411f \
+    --hash=sha256:62481553b1793a27e9b9c3cf9e5bd483ef045ca72462592074b46d42b0c4d9b9 \
+    --hash=sha256:6282caffb41ec326d4cb67ca9cf53b739d1b2f975a2acb498c7418e9f7d9a416 \
+    --hash=sha256:69ef28e54fc85397f91b8c19592b8ef3d81952080366914823bd8572a2958120 \
+    --hash=sha256:6f9a0c9c1cc15c112d1c053064fd032b64917062292c3d70aea280e02ae10b77 \
+    --hash=sha256:6fa10a767143a5e82e8eaab53918af0cd8909a57a27f8cb2288b80a613ac671b \
+    --hash=sha256:766bc7c9a9c340342f4c864ccbda8e78111e4751f13b895812b9c148fb79e9d0 \
+    --hash=sha256:78e29211f26da2fdd0e9c6d2b79f489476140cf7029b6a64808ade7ca4156a42 \
+    --hash=sha256:819edbdcb42ab8598b494bcf0222684bbb7a3c772bd1b1f0be7e029a6063c28e \
+    --hash=sha256:85b10a45b8993d195c4f3ff57025b8d1e11834909ee475c403bfa60cb4caefaf \
+    --hash=sha256:88268ca418cacea64cecb0d1d600d3c6b3a8038fcba02e1e205178c5b1f47661 \
+    --hash=sha256:8b39472beafc0bdcafc4c8c73ad082ebfdb449d566897a61e7acb4fa88089115 \
+    --hash=sha256:8ea1936c26b99999b27479853039a7f34713f56c49375ad52b38535ec93a796c \
+    --hash=sha256:98a07f9bf591e3a8919797bee1c53f026ba4acd587e5a4404c8e57c9ec36b2a5 \
+    --hash=sha256:a185a04039df6cae8648bc8ab6d6fde7bf94f7188ecf7828e76ac52eef1e41d6 \
+    --hash=sha256:a35009284d0d3d5c2c9601c164a911b8b4331608d98a9a66d47d97bb2f522b70 \
+    --hash=sha256:a3acb384427816dd5d470f47e62137b87f74da694faa8a50147012cf40df276a \
+    --hash=sha256:aa2ba7d2ad6df4d80127cea65e5b8d5e2c3adbf153ff4804452836328aca7c54 \
+    --hash=sha256:b10e1ff4756ed27d5a29d7fc79cfce7ef1ff56ad20025b89bac7cf79e09abbbe \
+    --hash=sha256:b137f4bf3ada9dc44d411478decc6ff09a79ed30b306cd2abaa98408c3588137 \
+    --hash=sha256:b259a04a737cb3496be0901328eb8b7552ed8df4865d8c8f1cf1bffcfc0776a3 \
+    --hash=sha256:b427c19380991a4eaab2f6144b64b99b412043314c6bf4ab544f97bb31ee4190 \
+    --hash=sha256:bb693b1e3d9a2f3fd228e2110daf4b5aeedb36761ca1e4282f74725f6d89f611 \
+    --hash=sha256:c261d74b1a945cf895a9d6eccd1685a8e837531beaab782da4d630a8d12deffb \
+    --hash=sha256:c5bf2dc311127d91230cc79b92188c082634a06cf66c5234db49a43b910183b0 \
+    --hash=sha256:ca1cc11d82677b9662082e5478b7528e2b7db7beaa6bdff42bd62789d81be399 \
+    --hash=sha256:d4b2dddfc219f54f956ccd53cf76a1d338ffe68fc7f2849ec9c7feb9927ff692 \
+    --hash=sha256:d71d30f2d92f67d944631c523713934fee37292469e182ebcd2c1dd8a64ce53f \
+    --hash=sha256:d865db4a6318e1c1bea83292e0ed231090538fc4ca45425b0f0480eb338bbc6e \
+    --hash=sha256:e2aa72e3ce1770317ef534f63d397b55e130725f5149bd36077c3b539019db27 \
+    --hash=sha256:e3657301562ac3cb8018d30d0d3ebfa39932239f7b5703422057ef14b69949f5 \
+    --hash=sha256:e64dd101d380a115cc5a0c7856788adb535f1a4e21fc543775602f8be95180ae \
+    --hash=sha256:e8ca6a1fcdb2943c9cbc1804a1baf3acb6071d72a471591678ded84218006e14 \
+    --hash=sha256:edb59506291b647a30884b1d51a599d605f40b20af4a7dc3d33786a47a31de60 \
+    --hash=sha256:f9a0ebbe45c29b5e5866593c12b78bd9035f0f0f0d4bc8361680cd580d99db49
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -1784,77 +1783,78 @@ grpcio==1.81.0 \
     #   grpcio-status
     #   grpcio-testing
     #   grpcio-tools
+    #   milvus-lite
     #   pymilvus
     #   qdrant-client
     #   ray
-grpcio-health-checking==1.81.0 \
-    --hash=sha256:09f31674f1acdcf214bc4e640ebbbbef165b077a1fd64834795196d52bfdce39 \
-    --hash=sha256:1024304a85eecddb7a08cb16e157a36dd1c5b08bdabba09f844a71d7e47c994f
+grpcio-health-checking==1.81.1 \
+    --hash=sha256:cbc6a4171825ec64389de2f062d296ba129a5c27eefd0dd55fa837909184bdf9 \
+    --hash=sha256:ecc61480e25058a4a04e11e4ab6900ad7439b32e60a8ce4ece7d9f219221c85d
     # via feast (pyproject.toml)
-grpcio-reflection==1.81.0 \
-    --hash=sha256:5191db7aa6cab1b6981b0879fa44fdcdd43ba644f0301c40b976f813eb4eff06 \
-    --hash=sha256:85322a9c1ab62d9823b1262a9d78d653b1710b99b5764cdcef2673cfe352b9c1
+grpcio-reflection==1.81.1 \
+    --hash=sha256:3d7160000f5fdd0e241f9b1a3d402f15ebcd5f281be105b374a025f38c6434a8 \
+    --hash=sha256:d82fc4ac39dd5dcfd63e577075f6a68eac4a765e66a453914bbf57caf35665d0
     # via feast (pyproject.toml)
-grpcio-status==1.81.0 \
-    --hash=sha256:10eb4c2309db902dc26c1873e80a821bf794be772c10dfd83030f7f59f165fab \
-    --hash=sha256:b6fe9788cfdd1f0f63c0528a1e0bfdb41e8ff0583e920d2d8e8888598c01bb69
+grpcio-status==1.81.1 \
+    --hash=sha256:08072fa9995f4a95c647fc6f4f85e2411573d00087bcabdf30f260114338f232 \
+    --hash=sha256:9389a03e746017b10f0630c064289201458f3ce01f5d7ef4b0bebc1ef6cf82ad
     # via google-api-core
-grpcio-testing==1.81.0 \
-    --hash=sha256:32370bdffc0cd09abade928fd880f919bf070afe5d012a2de1412427b2dc1921 \
-    --hash=sha256:f754ea3efd110127920513f0177f31b5c9bcbdc7e4af9ac568d8b3a5684df3c6
+grpcio-testing==1.81.1 \
+    --hash=sha256:69792db25781cefd2479d12285ca6bebe589e2aa1d64b4b8d18cf35f58c6b810 \
+    --hash=sha256:f381121d7203f4380b1c01e6c8f15aa220bafdc372e8ed82eddf79a16149abcc
     # via feast (pyproject.toml)
-grpcio-tools==1.81.0 \
-    --hash=sha256:0034997767960644f0f4a2aecf35df5fc426d43fa5639dd1b8317da835bab2a4 \
-    --hash=sha256:012d580d98db189e4bd231a6529b162bc27a5f52c4854e2d21a4016edc47c760 \
-    --hash=sha256:019f05a17b5495d561603f75a74a4a76ad22456a95dc7623c7be4e4b44391b88 \
-    --hash=sha256:0733d773eca8cb461f4f2a1b79c64c123db9661be41b08184b81497b2b991ccb \
-    --hash=sha256:1e21049aeedd9d62e5e58146e5d00f3b75674d8d8d3cc69709ab950082be8421 \
-    --hash=sha256:1ecb833118bfa2c3051e534692f2b43f7c6db14e1eac9b1e7f6e66b6b6dc5074 \
-    --hash=sha256:23831f5c66038c5793cb5d2651120bc24a33705e1ce2887a88f54272b73b240f \
-    --hash=sha256:244619491a12d1f8d4119bb5930272827084a1e7caa8f9d5a0d4ca6595bb1dea \
-    --hash=sha256:283bb3465331a4034b14dce35425c47b0cfbd287b09a6e9d15c9f26fbb17e799 \
-    --hash=sha256:2a369a9e27fcb6279387744778d67a64551de82db0e9cf7e1e9451c22f719e07 \
-    --hash=sha256:33c579bf24040dbdce751e05b5bcedc13dafffa8f2dfa07193bc05960dc95b49 \
-    --hash=sha256:3401d6d4668c064c9ed344825fe97ff076cd8ba719a24e3d3c7169b604cbf00f \
-    --hash=sha256:374fe0435447f283e3c69f719ef1bc66f2e187a239ce25444b2de45cb3a6a744 \
-    --hash=sha256:3f1ac691debbdbf00e7635ecacf28647f48f67fb4b14120a4541c8bb0f8333ae \
-    --hash=sha256:404ca893d54f26fddb868bbd4a54b203fbf914264d26c52e2f2aff35851a9f72 \
-    --hash=sha256:40b7a17629e5c944c8ba98a438f051b9affaf30794e6e096578ba0030725f90c \
-    --hash=sha256:42e1eaa98199bd4f900f8af091e27aef804dd53b59c92adafcc9faabc0a92240 \
-    --hash=sha256:475286558410e4d0394fc8129559080c22835ece3c23cac194b46c5ad7d0fad1 \
-    --hash=sha256:4a8d9fdf42537cd1924f7e95013771aa73c89501ccf112b7517c22ca825be9f5 \
-    --hash=sha256:52687858c044a6a4dd3fc4049b012b131254a3061360d6de2f97c3e38a7aedd9 \
-    --hash=sha256:564624654f5a0377adc69f226f93ec5ff52715030c2f846af6c54ccc4ca2d225 \
-    --hash=sha256:5783b6758244f6eaceb41a0e651828824b0d0c92724ddf4b68879ced9bfd9b50 \
-    --hash=sha256:58e65dd13f7ffc25f5a9cd9890fddfd39b3c51e5c3c1acd987813b1dc1173704 \
-    --hash=sha256:5a7c89432a3b200be306e76307b866716663b4c71d7816bdf382af81e00abd51 \
-    --hash=sha256:5c5f44305786c1295320fed477f5673be4ca5f6ed1b31f8696f0791d4b12906d \
-    --hash=sha256:61d9ad6b5c0f3857663701bdc2cbb3da7f7d835ce9a8d597ffca443124a96894 \
-    --hash=sha256:677207d88b659048f63697c237bf650b123a7a1de36158db57176f84c5bca84a \
-    --hash=sha256:69f8355b723db7b5e26a3bff76f9deb3a407d22fe289bca486ccf95d6133cad0 \
-    --hash=sha256:760775f79bbefa321cd327fe1019a9d6ad0d93acb1ede7b7905c712679542fd7 \
-    --hash=sha256:78c2514bf172b20631685840fea0c5d1bec5518b649d0a498f6dd8f91dfce56a \
-    --hash=sha256:7af4faf34376c57f4f3c42aa05f065d3b10e774b8a8d8b27d659d5cc351e5c75 \
-    --hash=sha256:98b57a592a75553f4dd38db3993b037953245991b8df9f06927a8978962dcd82 \
-    --hash=sha256:a741007631248dd903f880b575a63c0662433ed4b966262ab0f437ea860c9b7e \
-    --hash=sha256:a87ea8056beea56b24353d27b7f0ab814daabb372aa517d2e179470e66fd8f6b \
-    --hash=sha256:b2b26111795d0e7a72fa483d377a75b57203edaac8bbbac1e9b8f174e7b01ff3 \
-    --hash=sha256:bac1c6ddc5eb3762257e773829b4e00ea7d0592f02498f27e5bdb75cd3182d69 \
-    --hash=sha256:bf19fdc8b6258fbf36ea65f5672206483ef4639a16d33e3367d77e4523b4089b \
-    --hash=sha256:bf2ffd98c754d54a5affddfe3a18d4822b972c5c37ca6a33a456c94e6f3dd82b \
-    --hash=sha256:d56060281599d87e66a0dc6840b68730d81c215dbb1b5c50882f819bc9b6aba5 \
-    --hash=sha256:d744ea354c9ca33ca17522436825e2842df9b731bcc924a73f4a7d205ed53006 \
-    --hash=sha256:dce33d09851bc15dead814bd9d21023bffdf0f838ecf65995a2456e5692831fd \
-    --hash=sha256:e5d241c694a226bada06dae9accc47c5c25e586f49464823498e84cff63eedea \
-    --hash=sha256:e9945945edc14022abab07caec0ebc16bf51219e586b4f008d09334cc479655c \
-    --hash=sha256:f02d796474e58bba879965d228874c2c34164b6a5d96c0faf6bf896a6c3d8a0b \
-    --hash=sha256:f1f407697873acbf1d961c6fb9223114a3e679938469d4186623b8b872dbdae0 \
-    --hash=sha256:f35da7b3b9537ecce9a5cfd967b1316a815378d5a3729e9ea556b22a14f6e315 \
-    --hash=sha256:f37ce0440e5dc563662da89d7d1edd20654e6fb615ada5c8027f15f881bd40d0 \
-    --hash=sha256:fa529a1f7a946cdb6881141a07d8fc8fb074af2fd17323e5f3530c8718101680 \
-    --hash=sha256:fbe12f98aeddfeaa74d3dbe41dc451f008edf3ab1b82eb62f7a61011003d4833 \
-    --hash=sha256:ffa74b84d201bea407f22e00ac0367f12df48a0073b0ffd9f3be9d8126a55245 \
-    --hash=sha256:ffb1e507f9849ee013473f732b1ca5d732457f9b1d0d298efe8a77c33bb65d3a
+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==26.0.0 \
     --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
@@ -1881,32 +1881,32 @@ hazelcast-python-client==5.6.0 \
     --hash=sha256:834b87076a47c781ef80bdcb522b86abc75ff28992dfe384e47f669f06cabb18 \
     --hash=sha256:e2cec409068990ca9b4381fe97160cc2375412334782bef45ab4c8fe4d10536c
     # via feast (pyproject.toml)
-hf-xet==1.5.0 \
-    --hash=sha256:1e60df5a42e9bed8628b6416af2cba4cba57ae9f02de226a06b020d98e1aab18 \
-    --hash=sha256:2806c7c17b4d23f8d88f7c4814f838c3b6150773fe339c20af23e1cfaf2797e4 \
-    --hash=sha256:2baea1b0b989e5c152fe81425f7745ddc8901280ba3d97c98d8cdece7b706c60 \
-    --hash=sha256:3531b1823a0e6d77d80f9ed15ca0e00f0d115094f8ac033d5cae88f4564cc949 \
-    --hash=sha256:4b35549ce62601b84da4ff9b24d970032ace3d4430f52d91bcbb26c901d6c690 \
-    --hash=sha256:526345b3ed45f374f6317349df489167606736c876241ba984105afe7fd4839d \
-    --hash=sha256:5906bf7718d3636dc13402914736abe723492cb730f744834f5f5b67d3a12702 \
-    --hash=sha256:5f3dc2248fc01cc0a00cd392ab497f1ca373fcbc7e3f2da1f452480b384e839e \
-    --hash=sha256:73a0dae8c71de3b0633a45c73f4a4a5ed09e94b43441d82981a781d4f12baa42 \
-    --hash=sha256:786d28e2eb8315d5035544b9d137b4a842d600c434bb91bf7d0d953cce906ad4 \
-    --hash=sha256:7d70fe2ce97b9db73b9c9b9c81fe3693640aec83416a966c446afea54acfae3c \
-    --hash=sha256:872d5601e6deea30d15865ede55d29eac6daf5a534ab417b99b6ef6b076dd96c \
-    --hash=sha256:8dbcbab554c9ef158ef2c991545c3e970ddd8cc7acdcd0a78c5a41095dab4ded \
-    --hash=sha256:9929561f5abf4581c8ea79587881dfef6b8abb2a0d8a51915936fc2a614f4e73 \
-    --hash=sha256:9a0ee58cd18d5ea799f7ed11290bbccbe56bdd8b1d97ca74b9cc49a3945d7a3b \
-    --hash=sha256:a60290ec57e9b71767fba7c3645ddafdd0759974b540441510c629c6db6db24a \
-    --hash=sha256:b285cea1b5bab46b758772716ba8d6854a1a0310fed1c249d678a8b38601e5a0 \
-    --hash=sha256:b6c9df403040248c76d808d3e047d64db2d923bae593eb244c41e425cf6cd7be \
-    --hash=sha256:c799d49f1a5544a0ef7591c0ee75e0d6b93d6f56dc7a4979f59f7518d2872216 \
-    --hash=sha256:cf7b2dc6f31a4ea754bb50f74cde482dcf5d366d184076d8530b9872787f3761 \
-    --hash=sha256:dad0dc84e941b8ba3c860659fe1fdc35c049d47cce293f003287757e971a8f56 \
-    --hash=sha256:e0fb0a34d9f406eed88233e829a67ec016bec5af19e480eac65a233ea289a948 \
-    --hash=sha256:e5de0f6deada0dada870bb376a11bcd1f08abf3a968a6d118f33e72d1b1eb480 \
-    --hash=sha256:f7b7bbae318e583a86fb21e5a4a175d6721d628a2874f4bd022d0e660c32a682 \
-    --hash=sha256:fd6e5a9b0fdac4ed03ed45ef79254a655b1aaab514a02202617fbf643f5fdf7a
+hf-xet==1.5.1 \
+    --hash=sha256:0c97106032ef70467b4f6bc2d0ccc266d7613ee076afc56516c502f87ce1c4a6 \
+    --hash=sha256:3474760d10e3bb6f92ff3f024fcb00c0b3e4001e9b035c7483e49a5dd17aa70f \
+    --hash=sha256:4f561cbbb92f80960772059864b7fb07eae879adde1b2e781ec6f86f6ac26c59 \
+    --hash=sha256:51ef4500dab3764b41135ee1381a4b62ce56fc54d4c92b719b59e597d6df5bf6 \
+    --hash=sha256:6071d5ccb4d8d2cbd5fea5cc798da4f0ba3f44e25369591c4e89a4987050e61d \
+    --hash=sha256:6208adb15d192b90e4c2ad2a27ed864359b2cb0f2494eb6d7c7f3699ac02e2bf \
+    --hash=sha256:6762d89b9e3267dfd502b29b2a327b4525f33b17e7b509a78d94e2151a30ce30 \
+    --hash=sha256:6abd35c3221eff63836618ddfb954dcf84798603f71d8e33e3ed7b04acfdbe6e \
+    --hash=sha256:6f7a04a8ad962422e225bc49fbbac99dc1806764b1f3e54dbd154bffa7593947 \
+    --hash=sha256:8298485c1e36e7e67cbd01eeb1376619b7af43d4f1ec245caae306f890a8a32d \
+    --hash=sha256:892e3a3a3aecc12aded8b93cf4f9cd059282c7de0732f7d55026f3abdf474350 \
+    --hash=sha256:93d090b57b211133f6c0dab0205ef5cb6d89162979ba75a74845045cc3063b8e \
+    --hash=sha256:94e761bbd266bf4c03cee73753916062665ce8365aa40ed321f45afcb934b41e \
+    --hash=sha256:97f212a88d14bbf573619a74b7fecb238de77d08fc702e54dec6f78276ca3283 \
+    --hash=sha256:a93df2039190502835b1db8cd7e178b0b7b889fe9ab51299d5ced26e0dd879a4 \
+    --hash=sha256:bf67e6ed10260cef62e852789dc91ebb03f382d5bdc4b1dbeb64763ea275e7d6 \
+    --hash=sha256:c6b6cd08ca095058780b50b8ce4d6cbf6787bcf27841705d58a9d32246e3e47a \
+    --hash=sha256:d48199c2bf4f8df0adc55d31d1368b6ec0e4d4f45bc86b08038089c23db0bed8 \
+    --hash=sha256:dbf48c0d02cf0b2e568944330c60d9120c272dabe013bd892d48e25bc6797577 \
+    --hash=sha256:e1af0de8ca6f190d4294a28b88023db64a1e2d1d719cab044baf75bec569e7a9 \
+    --hash=sha256:e78e4e5192ad2b674c2e1160b651cb9134db974f8ae1835bdfbfb0166b894a43 \
+    --hash=sha256:e7dbb40617410f432182d918e37c12303fe6700fd6aa6c5964e30a535a4461d6 \
+    --hash=sha256:f4ad3ebd4c32dd2b27099d69dc7b2df821e30767e46fb6ee6a0713778243b8ff \
+    --hash=sha256:f61e3665892a6c8c5e765395838b8ddf36185da835253d4bc4509a81e49fb342 \
+    --hash=sha256:f7b3002f95d1c13e24bcb4537baa8f0eb3838957067c91bb4959bc004a6435f5
     # via huggingface-hub
 hiredis==3.4.0 \
     --hash=sha256:02298551060cbfe17b1acb02e9d066eadd51e37357369736f8fc1f5533875255 \
@@ -2098,9 +2098,9 @@ httpx-sse==0.4.3 \
     --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
     --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
     # via mcp
-huey==3.0.1 \
-    --hash=sha256:5de8ff852021da670efe8d4d78db8719c0255ebbde0772766a0114f997ea61f6 \
-    --hash=sha256:83ca54fa77c4ee27349393212fc13088142244f491be903f620a9e46e8fca4ce
+huey==3.0.3 \
+    --hash=sha256:1a17fef95fc8432f75413f1b77439cef5f3493c1ddbfba9151756b31a1b2dad3 \
+    --hash=sha256:d1c687734778b8282c035a943eead8368c1736bb28abc006596fbbc01bdc96dc
     # via mlflow
 huggingface-hub==0.36.2 \
     --hash=sha256:1934304d2fb224f8afa3b87007d58501acfda9215b334eed53072dd5e815ff7a \
@@ -2162,9 +2162,9 @@ 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 \
@@ -2225,9 +2225,9 @@ 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 \
@@ -2251,7 +2251,6 @@ jsonschema[format-nongpl]==4.26.0 \
     --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
     --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
     # via
-    #   feast (pyproject.toml)
     #   altair
     #   docling-core
     #   great-expectations
@@ -2264,9 +2263,15 @@ jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-jupyter-client==8.9.0 \
-    --hash=sha256:23c0c182e1901ffdab96b5a02cb7bc6f0b04524fd7fc43688a14c4ff2308fb77 \
-    --hash=sha256:a0efc16adcec2bb6669d2cf91e3ba5337b338bd1ecd0d9c70940752fcb1144b2
+jupyter-builder==1.0.2 \
+    --hash=sha256:6155d78a5325010532a6419ffcba89eac643fd1aa56ea83115e661924d6f6aab \
+    --hash=sha256:b024f65d36e1d530542db597b00dd513261aa59842e0d0fbbb1015a9f1935e9c
+    # via
+    #   jupyterlab
+    #   notebook
+jupyter-client==8.9.1 \
+    --hash=sha256:0b7a295bc46e8751e9adae84781f726c851c1d911bd793edc4a3bde942e3da81 \
+    --hash=sha256:a58f730dd9e728ba16ba1d62ebccf7ffe1ebbdbce4e95cfae941b7321ae1f4fa
     # via
     #   ipykernel
     #   jupyter-server
@@ -2276,6 +2281,7 @@ jupyter-core==5.9.1 \
     --hash=sha256:ebf87fdc6073d142e114c72c9e29a9d7ca03fad818c5d300ce2adc1fb0743407
     # via
     #   ipykernel
+    #   jupyter-builder
     #   jupyter-client
     #   jupyter-server
     #   jupyterlab
@@ -2290,9 +2296,9 @@ jupyter-lsp==2.3.1 \
     --hash=sha256:71b954d834e85ff3096400554f2eefaf7fe37053036f9a782b0f7c5e42dadb81 \
     --hash=sha256:fdf8a4aa7d85813976d6e29e95e6a2c8f752701f926f2715305249a3829805a6
     # via jupyterlab
-jupyter-server==2.19.0 \
-    --hash=sha256:1731236bc32b680223e1ceb9d68209a845203475012ef68773a81434b46a31a7 \
-    --hash=sha256:cb76591b76d7093584c2ad2ae72ac3d58614a4b597507a1bb04e1f9f683cf9ea
+jupyter-server==2.20.0 \
+    --hash=sha256:b5778ba337d8015a3dc2b80803ecdd5ac18d3797fddf61a50ea5fb472b4ebe14 \
+    --hash=sha256:c3b67c93c471e947c18b5026f04f21614218adb706df8f48227d3ee8e0a7cdcc
     # via
     #   jupyter-lsp
     #   jupyterlab
@@ -2303,9 +2309,9 @@ jupyter-server-terminals==0.5.4 \
     --hash=sha256:55be353fc74a80bc7f3b20e6be50a55a61cd525626f578dcb66a5708e2007d14 \
     --hash=sha256:bbda128ed41d0be9020349f9f1f2a4ab9952a73ed5f5ac9f1419794761fb87f5
     # via jupyter-server
-jupyterlab==4.5.8 \
-    --hash=sha256:7d514c856d0d607601ec7692374da4f26e2aaf3b6e7cd363136b422a50588d6c \
-    --hash=sha256:af54d7242cc689a1e6c3ad213cc9b6d9781787d9ec67c52ec9a8f4707088cadd
+jupyterlab==4.6.0 \
+    --hash=sha256:6a8b88f2aae7ed4d012c634fc957c1a27f3aa217c32f0ced0175fac9ee17f9e5 \
+    --hash=sha256:b6938cb8a1ef3d43860ff4745a680c62cc0a9385f9672295bb56cd2e7cfeebe2
     # via notebook
 jupyterlab-pygments==0.3.0 \
     --hash=sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d \
@@ -2785,62 +2791,53 @@ marshmallow==3.26.2 \
     --hash=sha256:013fa8a3c4c276c24d26d84ce934dc964e2aa794345a0f8c7e5a7191482c8a73 \
     --hash=sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57
     # via great-expectations
-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
+matplotlib==3.11.0 \
+    --hash=sha256:03acfeddf87b0dddb11b081ef7740ad445a3ca8bcb6b8e3011b08f2cf802b75c \
+    --hash=sha256:0515d495124be3124340e59f164d901ed4484e2246a5b74cfa483cac3b80bd97 \
+    --hash=sha256:06b5872e9cf11adc8f589ded3ce11bc3e1061ad498259664fabc1f6615beb918 \
+    --hash=sha256:126f256df600652d7e4b394cf3164ff75210a00038f287c95a012a6f58d0e83f \
+    --hash=sha256:15b0d160079cb10699a0e98b5989c70677b2df7cacdc62af67c30f2facec46d9 \
+    --hash=sha256:1644db30e759199443493ac5e5caec24fdb775a8f6123021f85ba47c4133c3cb \
+    --hash=sha256:19c16c61dea63b3582918503e6b294193961261d9daa806d4ae2151f1ad05430 \
+    --hash=sha256:1c02da0a629dfa9debf52725ea06866b74c1fb70a895bae05e4493d34074f9f2 \
+    --hash=sha256:25c2e5455efd8d99f41fb79871a31feb7d301569642e332ec58d72cfe9282bc3 \
+    --hash=sha256:2746cd2c113742ff6ce37a864c5ac5fd7aa644568f445e66166e457ac78e40e0 \
+    --hash=sha256:2d72ea8b7924f3cb955e61518d21e43b3df1e6c8a793b480a0c1214f185d30ba \
+    --hash=sha256:3338e3e3de128cf50d0d2fb92a122815daf9c755bd882a474343c05f8fd7ec79 \
+    --hash=sha256:3489c3dc487669b4a980bc3068f87856de7a1564248d3f6c629efb2a58b03f24 \
+    --hash=sha256:373db8f91214e8ccaf35ac833cc1dd59dd961e148bbd55dd027141591dde1313 \
+    --hash=sha256:3d68266213e73823ac3be90615bab0cf31f88851e114cdb1dd25dacf3b01e1a7 \
+    --hash=sha256:41635d7909d19e52e924a521dde6d8f670b0f53ab1d0e8c331fa831554f681d1 \
+    --hash=sha256:446307e6b04b57b1f1239e228a1ec2af0d589a1008cebc3dfa3f5441d095cfb6 \
+    --hash=sha256:4d7aea652b58e686444079be3376ef546bffa1eee9b9bb9c472b9fcf6cf410d3 \
+    --hash=sha256:5106c444d0bf966eee2853548c03772af4ab7199118e086c62fbac8ccb07c055 \
+    --hash=sha256:565af866fd63e4bd3f987d580afe27c44c2552a3b3305f4ecbb85133601ea6f3 \
+    --hash=sha256:57baa92fdc82948ed716eae6d2579d4d6f40965cd8d2f416755b4a72580a3233 \
+    --hash=sha256:630eee0e67d35cce2019a0e670719f4816e3b86aff0fa72729f6c69786fceb45 \
+    --hash=sha256:652fb5696271d4c50f196d22a5ff4f8e4444c74f847423570d7dc0aa2bbd0159 \
+    --hash=sha256:68c0c7be01b30dcca3638934f7f591df73401235cbdbf0d1ab1c71e7db7f8b57 \
+    --hash=sha256:6a98f5476ce784a50ce09998f4ae1e6a9f25043cef8a480c98949902eda74620 \
+    --hash=sha256:6ce3b839b34ae1f430b4616893a2945a2999debaa7e94e7e29a2a8bbf286f7b5 \
+    --hash=sha256:70a5b3e9a5dab708c0f039709ae7c68d5b4d254e291ef76492cdba230c8bb5e4 \
+    --hash=sha256:81ae77077a1e16d37a5b61096ccb07c8d90a99b518fa8256b8f21578932f2f62 \
+    --hash=sha256:942b37c5db1899610bd1543ce8e13e4ecff9a4633e7f63bb6aa9205d2644ebd1 \
+    --hash=sha256:94f5000f67ca9faa300863ea17f8bce9175cb67b88bec4bc7780502d53dd7c9e \
+    --hash=sha256:9dd11fb612ce7bc60b1de5b4fc87ff959d22317b5de42aabf392f66f97af22eb \
+    --hash=sha256:a9d8c6e7cd2f0ddf11d8d92e520dd1d9d2abb0cf6ac8831e338666c81e905847 \
+    --hash=sha256:aa55d73b3117d4b07f959cd9eb6f69b375d8df3414139c479388e551aa5d999d \
+    --hash=sha256:ab3722f04f3ff34c23b5012c5873d2894174e06c3822fcdac3610965a5ac7d06 \
+    --hash=sha256:ac6f1ef39f3d0f9e2463303013094992cdbe0f85f43bc54155bc472b2042768e \
+    --hash=sha256:be050fcf32f729eda99f7f75a80bf67612ce16ab9ac1c23a387dcaede95cb70e \
+    --hash=sha256:be152b7570324dc8d01574cc9474dd2d803237acf528bcbb5b211fa347461a09 \
+    --hash=sha256:be5f93a1d21981bfb802ded0d77a0caa92d4342a47d45754fac77e314a506344 \
+    --hash=sha256:c08e649a6313e1291e713623b97a38e5bb4aa580b2a100a94a3309bc6b9c8eb3 \
+    --hash=sha256:c945824670fb8915b4ac879e5e61f3c58e0913022f70a0de4c082b17372f8771 \
+    --hash=sha256:cf662e5ac5707658cb931e19972c4bd99f7b4f8b7bf79d3c821d239fa6b71e64 \
+    --hash=sha256:d9695457a467ff86d23f35037a43deb6f1134dd6d3e2ac8ce1e2087cff09ffb9 \
+    --hash=sha256:ddef37840695f5eef65f9f070fe2d2f510f584c2156203f9f622a5b0584efffd \
+    --hash=sha256:dfabef0230d0697aa0d717385194dd41162e00207a68bf4abf94c2bf4c27dca0 \
+    --hash=sha256:e6b3e64dea5062c570f04358e2711859f3531b459f29516274fbad889079e4f3 \
+    --hash=sha256:f857524b442f0f36e641868ce2171aafa88cb0bc0644f4e1d8a5df9b32649fef
     # via mlflow
 matplotlib-inline==0.2.2 \
     --hash=sha256:3c821cf1c209f59fb2d2d64abbf5b23b67bcb2210d663f9918dd851c6da1fcf6 \
@@ -2848,41 +2845,39 @@ matplotlib-inline==0.2.2 \
     # via
     #   ipykernel
     #   ipython
-mcp==1.27.2 \
-    --hash=sha256:8e02db104096d1c25b28e64bde29a5c32b31bc241710213e12fd4d84985bdfef \
-    --hash=sha256:d6ff5160c6ca65d93013626efb3fc249de683c30b2d8570755ceddd490344de5
+mcp==1.28.0 \
+    --hash=sha256:559d3f9943674cafbe5744c5d3794f3237e8b47f9bbc58e20c0fad680d8487c2 \
+    --hash=sha256:9c1e7cf3a9125557e418ecd4fed8e9adddce81b0dfdae4d6601d700f5beb71a4
     # via 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
+milvus-lite==3.0 \
+    --hash=sha256:2c35d0d046b1faae3402cde1fb73d65f51ee8c6aba65f54de1dda46f7bb18b9b \
+    --hash=sha256:d9a094eab84bdaa4253da3721482282c939da1cce6f4e1759f947e8d3e53406e
     # via feast (pyproject.toml)
 minio==7.2.11 \
     --hash=sha256:153582ed52ff3b5005ba558e1f25bfe1e9e834f7f0745e594777f28e3e81e1a0 \
     --hash=sha256:4db95a21fe1e2022ec975292d8a1f83bd5b18f830d23d42a4518ac7a5281d7c5
     # via feast (pyproject.toml)
-mistune==3.2.1 \
-    --hash=sha256:78cdb0ba5e938053ccf63651b352508d2efa9411dc8810bfb05f2dc5140c0048 \
-    --hash=sha256:7c8e5501d38bac1582e067e46c8343f17d57ea1aaa735823f3aba1fd59c88a28
+mistune==3.3.2 \
+    --hash=sha256:a678a56387d487db7368ede4647cb2ba1deff22ce61f92343e4ebe0ddfce4f2d \
+    --hash=sha256:e12ee4f1e74336e91aa1141e35f913b337c40bdf7c0cc49f21fb853a27e8b62f
     # via
     #   great-expectations
     #   nbconvert
-mlflow==3.13.0 \
-    --hash=sha256:7ca9cb2f623f300dabadaf5e985c85af77c5db3d7c36f56769d22c101b132f6c \
-    --hash=sha256:a95198d592a8a15fad3db7f56b228acc9422c09f0daa7c6c976a9996ab73c3e2
+mlflow==3.14.0 \
+    --hash=sha256:5a1f818fa003035c724162096ce3ded7bc7bc47a1cae595df6173961983f4718 \
+    --hash=sha256:dbf77f7cdb5b5c0ec59b4671c61730b1b914b4dff7a2892e267a547cb5454f56
     # via feast (pyproject.toml)
-mlflow-skinny==3.13.0 \
-    --hash=sha256:ced3d9a580564fae093d14732df8531fb180574f6483d4c642b6083879eb86fc \
-    --hash=sha256:d2273bfa21f776359f7d6ab2267967e3a6732a5fb00996ad433d0e777dfa3b71
+mlflow-skinny==3.14.0 \
+    --hash=sha256:a4880e086365871ef9d78e727a34ea5fb1ce615689579998d48e8c65ee1665a9 \
+    --hash=sha256:e50f4506422c7737157ae6643c165122af7898345f2e828fa93c4f10128653cf
     # via mlflow
-mlflow-tracing==3.13.0 \
-    --hash=sha256:2f8187ce2b1af7419be71d2d8ab5fec53d207d4b8d703cd15e5db64939098d72 \
-    --hash=sha256:42c435b0fdcab00f1865cab4a52f7a85a2a08d68a959f36bcf90a1c9fe65db0a
+mlflow-tracing==3.14.0 \
+    --hash=sha256:854488dd18068f15e2a56f1cc7b8868c611d09ea39068d0a691a3f07e0048cae \
+    --hash=sha256:c2f701e001d35964f23fbbdfdda36c818a76c157b912ae83781199fd714be09a
     # via mlflow
 mmh3==5.2.1 \
     --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
@@ -2992,7 +2987,9 @@ 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
@@ -3019,69 +3016,73 @@ 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 \
@@ -3313,9 +3314,9 @@ 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 \
@@ -3348,9 +3349,9 @@ nodeenv==1.10.0 \
     --hash=sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827 \
     --hash=sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb
     # via pre-commit
-notebook==7.5.7 \
-    --hash=sha256:1f95f79d117e47d20b5555b5c85a397d2cfecf136978aaab767cf0314b09165b \
-    --hash=sha256:d6d59288a25303b25e1dcb71e9b017ec3a785f7d92f38b9bc288ca1970d5b0a8
+notebook==7.6.0 \
+    --hash=sha256:98aa2811b54ac191321d5dfce12ca700f8a511a33a26e4de2fa106a357c43d6a \
+    --hash=sha256:ea13e79e601bf273074895fdfb17dd3f2da916d3c045e0b9c47d18b16ab62481
     # via great-expectations
 notebook-shim==0.2.4 \
     --hash=sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef \
@@ -3446,6 +3447,7 @@ numpy==2.4.6 \
     #   ibis-framework
     #   imageio
     #   matplotlib
+    #   milvus-lite
     #   mlflow
     #   opencv-python-headless
     #   pandas
@@ -3484,8 +3486,8 @@ opencv-python-headless==4.13.0.92 \
     --hash=sha256:a7cf08e5b191f4ebb530791acc0825a7986e0d0dee2a3c491184bd8599848a4b \
     --hash=sha256:eb60e36b237b1ebd40a912da5384b348df8ed534f6f644d8e0b4f103e272ba7d
     # via easyocr
-openlineage-python==1.48.0 \
-    --hash=sha256:107f460e5836f5a2d618c3b30f816ee5cd18974c7be899c86cac879a379b54c9
+openlineage-python==1.50.0 \
+    --hash=sha256:90edf51b3a42046c6d5aa663eed394a5853b2e0c2f9d3e9019df18014c5a20b2
     # via feast (pyproject.toml)
 openpyxl==3.1.5 \
     --hash=sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2 \
@@ -3689,7 +3691,6 @@ packaging==26.2 \
     #   pandas-gbq
     #   pytest
     #   ray
-    #   safetensors
     #   scikit-image
     #   skops
     #   snowflake-connector-python
@@ -3957,9 +3958,9 @@ pre-commit==3.3.1 \
     --hash=sha256:218e9e3f7f7f3271ebc355a15598a4d3893ad9fc7b57fe446db75644543323b9 \
     --hash=sha256:733f78c9a056cdd169baa6cd4272d51ecfda95346ef8a89bf93712706021b907
     # via feast (pyproject.toml)
-prettytable==3.17.0 \
-    --hash=sha256:59f2590776527f3c9e8cf9fe7b66dd215837cca96a9c39567414cbc632e8ddb0 \
-    --hash=sha256:aad69b294ddbe3e1f95ef8886a060ed1666a0b83018bbf56295f6f226c43d287
+prettytable==3.18.0 \
+    --hash=sha256:439217116152244369caf3d9f1caf2f9fe29b03bd79e88d2928c8e718c95d680 \
+    --hash=sha256:b3346e0e6f79180833aebaac088ae926340586cf6d7d991b9eb125b65f72313a
     # via skops
 prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
@@ -4332,6 +4333,7 @@ pyarrow==24.0.0 \
     #   deltalake
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
     #   mlflow
     #   pandas-gbq
     #   ray
@@ -4455,6 +4457,7 @@ pydantic==2.13.4 \
     #   mlflow-skinny
     #   mlflow-tracing
     #   pydantic-settings
+    #   pyiceberg
     #   qdrant-client
     #   ray
 pydantic-core==2.46.4 \
@@ -4579,9 +4582,9 @@ pydantic-core==2.46.4 \
     --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
     --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.1 \
-    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
-    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
     # via
     #   docling
     #   docling-core
@@ -4602,6 +4605,37 @@ pygments==2.20.0 \
     #   nbconvert
     #   rich
     #   sphinx
+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
@@ -4615,9 +4649,8 @@ pyjwt[crypto]==2.13.0 \
 pylatexenc==2.10 \
     --hash=sha256:3dd8fd84eb46dc30bee1e23eaab8d8fb5a7f507347b23e5f38ad9675c84f40d3
     # via docling
-pymilvus==2.6.15 \
-    --hash=sha256:329a20fed7eb78607306ec80289f55151d9238bcfd3ecc61605b653c268326aa \
-    --hash=sha256:c9e67810b40973d917010c176c6c07d3221a8c65b577bd924ae74fb222da8500
+pymilvus==3.0.0 \
+    --hash=sha256:57c8e7c87fbbf579f122b4df893949bc78e50bca2988527864891bd544817b05
     # via feast (pyproject.toml)
 pymongo==4.17.0 \
     --hash=sha256:0ff6bd2f735ab5356541e3e57d5b7dbfbc3f2ee1ccb10b6b0f82d58af69d1d8e \
@@ -4854,13 +4887,16 @@ pyodbc==5.3.0 \
 pyopenssl==26.2.0 \
     --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
     --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
-    # via snowflake-connector-python
+    # via
+    #   google-auth
+    #   snowflake-connector-python
 pyparsing==3.3.2 \
     --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
     --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
     # via
     #   great-expectations
     #   matplotlib
+    #   pyiceberg
 pypdfium2==4.30.0 \
     --hash=sha256:0dfa61421b5eb68e1188b0b2231e7ba35735aef2d867d86e48ee6cab6975195e \
     --hash=sha256:119b2969a6d6b1e8d55e99caaf05290294f2d0fe49c12a3f17102d01c441bd29 \
@@ -4882,6 +4918,93 @@ pyproject-hooks==1.2.0 \
     # via
     #   build
     #   pip-tools
+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==4.1.2 \
     --hash=sha256:fa5d6159f700d0990a07f4f62df1b7449401dccee9cd7d5d6df8957530841602
     # via feast (pyproject.toml)
@@ -5096,6 +5219,7 @@ python-dateutil==2.9.0 \
     #   moto
     #   openlineage-python
     #   pandas
+    #   strictyaml
     #   trino
 python-docx==1.2.0 \
     --hash=sha256:3fd478f3250fbbbfd3b94fe1e985955737c145627498896a8a6bf81f4baf66c7 \
@@ -5224,6 +5348,7 @@ pyyaml==6.0.3 \
     #   pre-commit
     #   ray
     #   responses
+    #   scylla-driver
     #   timm
     #   transformers
     #   uvicorn
@@ -5498,6 +5623,7 @@ requests==2.34.2 \
     #   moto
     #   msal
     #   openlineage-python
+    #   pyiceberg
     #   pymilvus
     #   python-keycloak
     #   ray
@@ -5546,6 +5672,7 @@ rich==14.3.4 \
     #   codeflare-sdk
     #   fastapi-mcp
     #   ibis-framework
+    #   pyiceberg
     #   typer
 rpds-py==2026.5.1 \
     --hash=sha256:01d17b29c0c23d82b1f4751147ec49cf451f1fc2554eb9ef5f957e55d2656ead \
@@ -5698,54 +5825,48 @@ ruamel-yaml==0.17.17 \
     --hash=sha256:9751de4cbb57d4bfbf8fc394e125ed4a2f170fbff3dc3d78abf50be85924f8be \
     --hash=sha256:9af3ec5d7f8065582f3aa841305465025d0afd26c5fb54e15b964e11838fc74f
     # via great-expectations
-ruff==0.15.16 \
-    --hash=sha256:197c207ed75ffba54a0dec23db4aa939a27a3053073e085e0042433cbdc58e4a \
-    --hash=sha256:1e15bc8c94513dae2a40cc9ef07c94fdd4ecc9e29dabebeebe170f952322c9e3 \
-    --hash=sha256:3a39fec45ab316cc23e7558f23fea4a70403ddb5648ea9a4a3854a16973d0071 \
-    --hash=sha256:408256017284eddf98fff77b29aa4fb30f586042d535b2d9befc6512f400aaec \
-    --hash=sha256:4e4215bc938bc3c8215c1472c1aa437e310fee20cd427335fec9d7e609563628 \
-    --hash=sha256:528c68f39a91498a8d50e91ff5985df3d105782bab49cc378e73ac26bff083e8 \
-    --hash=sha256:580378f7bd4aa25f72e74aa54948a9622f142b1e509521dd10902e886681cc1e \
-    --hash=sha256:6ac3c0b3969cc6cf6b158c4e2f8f682acb58e7d700d8a44b65ecdc72d66ab0b2 \
-    --hash=sha256:7c8d26be963b090f10e29abc8b3e74a2a321f6fa34e02424e30b5af89350ecbb \
-    --hash=sha256:7ed55c58950df60589a9a7a5d2f8fa5f54ebd287163be805adfe6ee95a9de123 \
-    --hash=sha256:8cd61783afb39638a7133ef0d2dfb1e91277593962f81b5a8423eb0b888a6121 \
-    --hash=sha256:a267c46ba1593fc26b8eecbea050b39d40c0b6bb7781ee11c90a02cd10032951 \
-    --hash=sha256:ba93191d79003116b95128c9d306e045200fdbd0bccb782b110f3cd1d4abc5cf \
-    --hash=sha256:bb27515fa6240fb586ae82b901a59e67d24acff86f2190b433dc542fe0435aeb \
-    --hash=sha256:c6ee4b90520630120ef032aa5cc10db483852dff950e78b1d717e2993a61ac8d \
-    --hash=sha256:d05e78d38c78caf020b03789e25106c93017db5a0cb6e2819885018c61343b78 \
-    --hash=sha256:d482feaf51512b50f9790ceb417a56a61dd1e9d9bf967662b9ed27c01b34f53a \
-    --hash=sha256:f198cf4123602a2280ed46c307bcbafe41758d6fee5b456b6b6058ca1514b3b4
+ruff==0.15.18 \
+    --hash=sha256:01a754cd6a1b630d3f97e33eb452cf7a98040482318e870f8bc52a5a30e62657 \
+    --hash=sha256:02299e6e9fa5b297a3f6d5d10d7bcd655c925b028bb8b9d4588214549c6b9ec4 \
+    --hash=sha256:08d4c86a68f2c3ec2c9d56380a71fb4a4f65373055cbb8caabd645e9102f38d4 \
+    --hash=sha256:2186d9e940ae332ab293623a75b5f4fe49565f449954d50a72a046683aa6b809 \
+    --hash=sha256:2330215f1f393fa8733f55edce04fcf94c36a2c460fcde31f78cc84e4951e9b1 \
+    --hash=sha256:2698a964c70e8bf402dcb99c8810472d270d141e7aa8c4e13599fd52033a2f33 \
+    --hash=sha256:37e5108745c2c0705da916d7d4de533ddf547051ef45f62888c31bae73f66318 \
+    --hash=sha256:3fccc153a85417dcd976883160cacce486997b0a0058dd18f54b8aaaac7d1ce2 \
+    --hash=sha256:56949a6ce8b3abde54c0bcb22cebfe57e8771cadc84b407ae8b8eaf67ebdcd43 \
+    --hash=sha256:5a2c40a41a4cadbcf5897b548ab29dfe248b20c540961c0247d98a3973c70403 \
+    --hash=sha256:5c2abf140438032bc77b2284a6c9944ecd8a19e5f1c7b52b1b8e4a0a80d19a7a \
+    --hash=sha256:5f0480ce690cbb6c4db6e5d08f19fce98e10ba131a8b60c1bcdac42771e3ae2d \
+    --hash=sha256:6ba7a07e03a44dbf10bb086ee06705b173625014ec99f73a7e6836a5e5590a0c \
+    --hash=sha256:8b6850172348c8381b8b3084c5915a4393c2373b9b54cd5b5e1ea15812bc10df \
+    --hash=sha256:a6aa6a3d979e48ae617578183674bf264fbe7d0114a796a26bd678d67963c7ff \
+    --hash=sha256:a81beadbbff2c9c245561ae3f77b16709d87f35eec650d0501679239d3449b22 \
+    --hash=sha256:b2c9257fcbd4a3e5b977a1904e6facca016bafe2edc17df24db67cfaee03b4e4 \
+    --hash=sha256:dac80dc8d26b2257dbefabed62f5d255c3937b4ccb122da1fc634794fa3578b3
     # via feast (pyproject.toml)
 s3transfer==0.17.1 \
     --hash=sha256:042dd5e3b1b512355e35a23f0223e426b7042e80b97830ea2680ddce327fc45e \
     --hash=sha256:5b9827d1044159bbb01b86ef8902760ea39281927f5de31de75e1d657177bf4c
     # 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
@@ -5910,6 +6031,43 @@ scipy==1.17.1 \
     #   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
@@ -5918,9 +6076,9 @@ send2trash==2.1.0 \
     --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c \
     --hash=sha256:1c72b39f09457db3c05ce1d19158c2cbef4c32b8bedd02c155e49282b7ea7459
     # via jupyter-server
-sentence-transformers==5.5.1 \
-    --hash=sha256:02b7740dfc60bdbbcb6061625f5d97a5c1a4e2d3baac5f9391b912bb5eae2290 \
-    --hash=sha256:4fe11d433badc5282d32f7fc08bc714216b7a5aca426f9df77a45a554756deb7
+sentence-transformers==5.6.0 \
+    --hash=sha256:0e7164d051e416c1853ade7c274ff52af3f9da0f4be7f0b83d734c27699e1057 \
+    --hash=sha256:d2075b5e687a1611005e20ab04a6846994d51adfcf39610aed066af3c0c0b81f
     # via feast (pyproject.toml)
 setuptools==80.10.2 \
     --hash=sha256:8b0e9d10c784bf7d262c4e5ec5d4ec94127ce206e8738f29a437945fbc219b70 \
@@ -5928,11 +6086,11 @@ 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 \
@@ -6106,97 +6264,98 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.50 \
-    --hash=sha256:03f4323c980ad0e918cc9e5369b015f759f4e534db5bbaf4dc36832c10d05064 \
-    --hash=sha256:06a9210bdc5f4298cff0781087e2ff45683922252dacc452846373a58761f093 \
-    --hash=sha256:0a31c5963d58d3e3d11c5b97709e248305705de1fdf51ec3bf396674c5898b7e \
-    --hash=sha256:0e104e196f457ec608eb8af736c5eb4c6bc58f481b546f485a7f9c628ee532be \
-    --hash=sha256:0f5e4ac70e9e757f6b3e87c0491ff034442ecd8dfd36d041a50564c322dafc0e \
-    --hash=sha256:0fe7822866f3a9fc5f3db21a290ce8961a53050115f05edf9402b6a5feb92a9f \
-    --hash=sha256:0fec460e18cdbb4c7773531122ce9a27e96c6ca17af3933941d94da475ad2c86 \
-    --hash=sha256:110fdac56ace278949f00de805edacbd6141e382d992f9ba28238b3a0827a600 \
-    --hash=sha256:1208050441471d003b7c8cb4054fb084f185cf35ac3f0ea270803865bca9939a \
-    --hash=sha256:13b85b20f9ab714a666df9d8e72e253ec33c16c7e1e375c877e5bf6367a3e917 \
-    --hash=sha256:15708c613cd5005b7dffe1f66ee6a63ee8f5e46799f71c70ebad74178c676a39 \
-    --hash=sha256:1918a3cf564d16d95bca7301005f41ab2ad50b07cd3b9da50d3ed986db148d6a \
-    --hash=sha256:1aa6e403663a9c43c8fef7ce4bdb4cf48bcd8d352e91deda2a99f963270bd508 \
-    --hash=sha256:1c5f858fe79c9f5d8fda065c06186356acb7f8df3cd52dbd5ee3f200e4b144f5 \
-    --hash=sha256:1fbd55a969d7ac44a98e3dec75016074f809fa08f871585ace58dde110d1bf3e \
-    --hash=sha256:23ae23d8b9d344d30d0a92f06d45825024a5790f1c1dd4cf452636a50d3e58cb \
-    --hash=sha256:27b7062af702c61994e8806ad87e42d0a2c879e0a8e5c61c7f69d81dabe24fdf \
-    --hash=sha256:287086e67275a212c4582d166a6fb03a65ccc5551d80866270ce0dd9f34eccd3 \
-    --hash=sha256:2b9dcc43afef8ac157cd92fce96985d6b8b0cfbd3df4d666f66b4d55a75d202f \
-    --hash=sha256:2c1920cde9d741ba3dda9b1aa5acd8c23ea17780ccfb2252d01878d5d0d628d3 \
-    --hash=sha256:2dab927761d9108550f0cf8e66ff21af56f907a0ce0a689793db615e2b55f62c \
-    --hash=sha256:31648fa14460537e768a7303b078e4344d208e0d23e06867c1f376a227ed82db \
-    --hash=sha256:3699dac4be410e97049a1658e9480da9cde956594aa0f3aebc60b88f21c5ba70 \
-    --hash=sha256:3d10700bd519573f6ce5badbabbfe7f5baea84cdf370f2cbbfb4be28dfddbf1d \
-    --hash=sha256:409a8121b917116b035bedc5e532ad470c74a2d279f6c302100985b6304e9f9e \
-    --hash=sha256:47b71b933e7b4ebad407c8fdfd70d2c4f08b78b3238bb30eebdd6eb32ca51b89 \
-    --hash=sha256:4a8e8af330cbb3a1931d3d6c91b239fc2ef135f7dd471dfa34c575028e0b1fa8 \
-    --hash=sha256:51b637a84f9fa35ae1f9017e786cb142974a25305085e1b378b3647a67f65ad3 \
-    --hash=sha256:545eae198d37bcf837a10ede3684e2af32458d6f35c597c35c2de7502dc38fc4 \
-    --hash=sha256:60922d6599065ddca2c6f376b9aa2f41a6b85a271725e0909490bbc50b1998a5 \
-    --hash=sha256:66e374271ecb7101273f57af1a62446a953d327eec4f8089147de57c591bbacc \
-    --hash=sha256:68b154b08088b4ec32bb4d2958bfbb50e57549f91a4cd3e7f928e3553ed69031 \
-    --hash=sha256:6c206aec519a2e7bd08abbfb33436e325fd22c632d9c21a9047e376ce241646e \
-    --hash=sha256:724f3dcbe53dd0151e3cb5e7ec4ba4c620bede579caacd16275dc35ce06e8615 \
-    --hash=sha256:7af6eeb84985bf840ba779018ff9424d61ff69b52e66b8789d3c8da7bf5341b2 \
-    --hash=sha256:7b1ddb7b5fc60dfa9df6a487f06a143c77def47c0351849da2bcea59b244a56c \
-    --hash=sha256:7e36efdcc5493f8024ec873a4ee3855bfd2de0c5b19eba16f920e9d2a0d28622 \
-    --hash=sha256:83a9fce296b7e052316d8c6943237b31b9c00f58ca9c253f2d165df52637a293 \
-    --hash=sha256:8b53784972ade4f8174b9aa661f31a06f8a936d2cfdd602913ff3c6dd40ae873 \
-    --hash=sha256:8f00e3eb43ba30eb1b238ee03a8a62309486d1321eda3328bb611e0340033ad8 \
-    --hash=sha256:92064363517a3ff8212b5a93b8c62876579d8dfd1ca5b561335f30152d884fa9 \
-    --hash=sha256:9602c07b03e1449747ecb69f9998a7194a589124475788b370adce57c9e9a56e \
-    --hash=sha256:96fbee6b19c19cd1556c8bf9419447cf2ec149ffcab7ab64348c23e54ef8547f \
-    --hash=sha256:9d1af51558029a156a70986b7df88f042b3d158d7c8d8fb5072912d4b32d89c7 \
-    --hash=sha256:adc0fe7d38d8c8058f7421c25508fcbc74df38233a42aa8324409844122dce8f \
-    --hash=sha256:af5607d11ef90fd6a5c0549fe0045dce1663d427426bcfb506dcb5346a85a3b9 \
-    --hash=sha256:b00098cdbdbd38c7be3d568b0c9c3122b8c0ec62b911b57cd5e6e0254d60a76d \
-    --hash=sha256:bef4ac756363227ef6402a75fee025a4bc690f92328e825868939b3b3a446a6d \
-    --hash=sha256:c4e70c46fad30c3bcc6a4708bc0130a3173e11a5b25f0ea4a9d8911b450f1f52 \
-    --hash=sha256:c5c3cdb753a9004183e1ccb634b41611654c989e61bc68617ce878e46d6f1e51 \
-    --hash=sha256:c966932507a4d7d0a37314927dbfcd89720e3f37d2a1e3352e7ae7939fa8e8a0 \
-    --hash=sha256:e195687f1af431c9515416288373b323b6eb599f774409814e89e9d603a56e39 \
-    --hash=sha256:e6e814658818fd165e749e3d8490ef16cc7f379a118c37ada8b0589ffbaaac22 \
-    --hash=sha256:e8e1b0f6a4dcd9b4839e2320afb5df37a6981cbc20ff9c423ae11c5537bdbd21 \
-    --hash=sha256:ea1a8a2db4b2217d456c8d7a873bfc605f06fe3584d315264ea18c2a17585d0b \
-    --hash=sha256:eefd9a03cc0047b14153872d228499d048bd7deaf926109c9ec25b15157b8e23 \
-    --hash=sha256:f96233858e3df43932ac11589e22520da6e8aeb624b03fedfeebb0e8ea213086 \
-    --hash=sha256:faffef4bcc20a1892e65e155293d99d60855bbbc79250ab712819cfd56a8e6bb
+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]==30.9.0 \
-    --hash=sha256:20bed04b6482bf13560206cae517f451f46c321e04956ad71271ed1f12ce8802 \
-    --hash=sha256:59b5f74f4d391e32e6980e8cd23cca8d47beac3c0140b711ead9ed05a824a8b5
+sqlglot[rs]==30.11.0 \
+    --hash=sha256:1a23c6e2adb41da61fda46b1848d2fa26341d447fc0f0cd5ca21160362100991 \
+    --hash=sha256:cffdee57d1f2f5472dc9f13087e618cf795841172b7d5ef78b63a051a52d2710
     # via
     #   feast (pyproject.toml)
     #   ibis-framework
-sqlglotc==30.9.0 \
-    --hash=sha256:197f30830a4c40d39655e9d97c91b179dcd1c88635d34d5281a15536cb04030e \
-    --hash=sha256:3f132418f0facde6319611dbaf4d47b6f8a7ca37527cda5337f7253ddbd0f62d \
-    --hash=sha256:45e65c77a2a3887934d16421db019a1081403ddc4d2ec359d61971d0ace8f48a \
-    --hash=sha256:46f004fda92af8676577171e2172892aced1ec7baa1388b26b25be37e980164f \
-    --hash=sha256:54788de9eac748135afc322e0385a040296fb6e35fabd213f3387e09821eab50 \
-    --hash=sha256:65a84bc3cca32acef23f3b7366cd85eece18536eac41bd364a87d64fcee97470 \
-    --hash=sha256:7848eb58afdf74e056cf3fbbc8ea4c70b94e6a106d967c7abc628ed8f2acefc8 \
-    --hash=sha256:8060a9446768b810d4f89e1263b04ffdacc67a2c1711aa4af9e7d22be4ac59ed \
-    --hash=sha256:88c98db55e0f673f4bd80f2662a07bc234e9a37d321a1044ca6ff2f3598d42db \
-    --hash=sha256:955c58c5fe0b555304fed58c5bf960a27211cfba2fb0ff0ead6a8253a35b6e17 \
-    --hash=sha256:ab1763090f60581bdabf304c86ef465d3b019244c0b7610db15562bb52688d70 \
-    --hash=sha256:b7d8aff3f33f2930dbdc6b7de875d3c22414528755631f3183d1e982fd7ae255 \
-    --hash=sha256:c4879678e5bca435245951669ce8790651e9806760fbbbe48772440c9f392b43 \
-    --hash=sha256:d57133358daec2003a86f533ca5c38306680cdc60d71e3d25174b182da667b45 \
-    --hash=sha256:d98f26796bc4ab5f0fc2c9ac5eae9dc6ca2d8793abcdffab0a3f8937f9d27ff0 \
-    --hash=sha256:e1829f6d77b1de1c7481ea289ee1615c1ca9e37149cbd20663742bd42f1cfe2a \
-    --hash=sha256:e1c79d46e1733a53c97a78fea76cad6e45e922058afa948e60b796b3546182a3 \
-    --hash=sha256:ee104e4781b4ee656c7461056e8a1ca34dcd0256ade5db5bb8d5eaf4b470ac12 \
-    --hash=sha256:f932992dea9fbdf797cc40da1752e2df423867d0e5de98663f0136822224293e \
-    --hash=sha256:faa3ec4c15894d70341390db2a0b890c92f57c79a0398f7f954f345aea59060a \
-    --hash=sha256:fcea2b7d0dca702f2c0f0af41da8552c39a749f2e63d66757c947f97344ab11f
+    #   sqlglotc
+sqlglotc==30.11.0 \
+    --hash=sha256:20e662593a96c0086edc46b336bc772d213901fd09add99a3326661793ba7018 \
+    --hash=sha256:2f4bcc7b76634171edccc13aabba9c1bea51f97caf2187daacbe433004058dc3 \
+    --hash=sha256:2f6741bff8c92777ecdd05f97d5dcd61614c05b1a01dbf7b10198dfd176060d6 \
+    --hash=sha256:349e6b1e79baefebeda9ea457bb06a8f348aaacf0fc39c2f4b6a54ddef19cbb4 \
+    --hash=sha256:3fb6b4aa751485d5415539762ff16668978436eff946de51985d811c23aba1d4 \
+    --hash=sha256:44eb032a8ebd50bd7d835024f5f50363e1720fbbed1710bca8160f26ebeab59b \
+    --hash=sha256:5c36388963d82aacb4287c7859cc40a08c15fa0dfaf0ad055679b53ba602016b \
+    --hash=sha256:64f0a3d05a92aef5911a2aed058af3195ea08a11a68b3d7befe6dd04d3c2aa66 \
+    --hash=sha256:6ce71f4d31459df966f3752848f397e254ff5d4e2772594e539e23cff0f2bbc8 \
+    --hash=sha256:742c108c8089d39280c229eb7a57838fc907f3b01620de948502b2f3211cf301 \
+    --hash=sha256:76734c1684663fa2899a990446562c635c7057cc431bc1c79920e26423727488 \
+    --hash=sha256:8c6ed84d557772880a082ef29d18b0c2cfee2d177e6528b30df2b7eaf6adb585 \
+    --hash=sha256:9c1cdfc5544cc4e23d31b966f007cc2be16e697cef86b97cba2ffd246f344256 \
+    --hash=sha256:a2cbeec4ec4591268585e5ad5f55fbee30ccd68227b5d2f77d483cdd63b65963 \
+    --hash=sha256:a357a6bf6321796c8506520340feb5052bf76c658a2455aabbbdd7d85c8fd5da \
+    --hash=sha256:ba16b178d2ad9ab1eac38fb1415434abecaf342d3a487c3128649fe8c0d1e500 \
+    --hash=sha256:ba3a0f215ba81c276759a4e6331f8af1948d803d38c3f5ed684119c5d6f1d82a \
+    --hash=sha256:d49533b4a851f3603ecba9a724c32f227bca90cc0034b8a3ad66acdbde759a90 \
+    --hash=sha256:d5759b32f0492f5196f7611f9f5233ff636e91441d9b5cd2309c939cd532f11c \
+    --hash=sha256:eedab4e58c2baa2bf6b9864505aaf7bdbde92c0370854dfdbce5a3cf72bc4be4 \
+    --hash=sha256:ff9d1917f5238e6d8261c79bc911726787220fa85805beca348a36d4aecc71f8
     # via sqlglot
 sqlglotrs==0.13.0 \
     --hash=sha256:6b934a244b16f26fca50974328a2ebc7689583c59f06203cebb46e2e6e8d93a7 \
@@ -6217,23 +6376,27 @@ sqlparse==0.5.5 \
     --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba \
     --hash=sha256:e20d4a9b0b8585fdf63b10d30066c7c94c5d7a7ec47c889a2d83a3caa93ff28e
     # via mlflow-skinny
-sse-starlette==3.4.4 \
-    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
-    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
+sse-starlette==3.4.5 \
+    --hash=sha256:83072538bc211a2f68b7b0422226c4af3e9b62e106e07034664b832ca019842a \
+    --hash=sha256:e71bad53323f65573c3864a6c3bd0c1eb6e5f092b2e48082b0c35927d19ca296
     # via mcp
 stack-data==0.6.3 \
     --hash=sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9 \
     --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
     # via ipython
-starlette==1.2.1 \
-    --hash=sha256:4de0082d08c8f6764a85a54cf1120d6939507a19905c7768acad2a9f875d2b89 \
-    --hash=sha256:9b9b5ebb992e67d6093741e63c2f59e4f6fff986f81163c087867bd7b924b3f6
+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
@@ -6248,16 +6411,18 @@ 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==4.15.0rc3 \
-    --hash=sha256:2a9dad9a10ef1aff91c3df43b7387768ed16616d83bc591b92cefd54d3426faf \
-    --hash=sha256:9e8a1ca7b15d3cbd907dec45d5823f512a01b67cc22d9db6af86fa41b47e561b
+testcontainers==4.15.0rc4 \
+    --hash=sha256:42e26bf7b26b65ed9357b6c58217688519050326cb625c5f04ed09641ae613f1 \
+    --hash=sha256:bf1be1f33b7e20d1d515c10d0df03ddb23fe35a208cb25cef131d80f1799da2b
     # via feast (pyproject.toml)
 threadpoolctl==3.6.0 \
     --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb \
@@ -6435,35 +6600,31 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-torch==2.12.0 \
-    --hash=sha256:10802fd383bbfed646212e765a72c37d2185205d4f26eb197a254e8ac7ddcb25 \
-    --hash=sha256:10ee1448a9f304d3b987eb4656f664ba6e4d7b410ca7a5a7c642199777a2cf88 \
-    --hash=sha256:1834bd984f8a2f4f16bdfbeecca9146184b220aa46276bf5756735b5dae12812 \
-    --hash=sha256:2140e373e9a51a3e22ef62e8d14366d0b470d18f0adf19fdc757368077133a34 \
-    --hash=sha256:3fee918902090ade827643e758e98363278815de583c75d111fdd665ebffde9f \
-    --hash=sha256:415c1b8d0412f67551c8e89a2daca0fb3e56694af0281ba155eaa9da481f58b4 \
-    --hash=sha256:4b4f64c2c2b11f7510d93dd6412b87025ff6eddd6bb61c3b5a3d892ea20c4756 \
-    --hash=sha256:5d6b560dfa7d56291c07d615c3bb73e8d9943d9b6d87f76cd0d9d570c4797fa6 \
-    --hash=sha256:5f96b63f8287f66a005dd1b5a6abba2920f11156c5e5c4d815f3e2050fd1aa16 \
-    --hash=sha256:6a7512adfdd7f6732e40de1c620831e3c75b39b98cef60b11d0c5f0a76473ec5 \
-    --hash=sha256:864392c73b7654f4d2b3ae712f607937d0dbb1101c4555fbb41848106b297f39 \
-    --hash=sha256:891c769072637c74e9a5a77a3bc782894696d8ffec83b938df8536dee7f0ba78 \
-    --hash=sha256:8b958caff4a14d3a3b0b2dfc6a378f64dda9728a9dad28c08a0db9ce4dafb549 \
-    --hash=sha256:8fbef9f108a863e7722a73740998967e3b074742a834fc5be3a535a2befa7057 \
-    --hash=sha256:90dd587a5f61bfe1307148b581e2084fc5bc4a06e2b90a20e9a36b81087ff16b \
-    --hash=sha256:a43ac605a5e13116c72b64c359644cce0229f213dde48d2ae0ae5eb5becf7feb \
-    --hash=sha256:a6a2eebb237d3b1d9ad3b378e86d9b9e0782afdea8b1e0eba6a13646b9b49c07 \
-    --hash=sha256:af68dbf403439cae9ceaeaaf92f8352b460787dcd27b92aa05c40dd4a19c0f1e \
-    --hash=sha256:b41339df93d491435e790ff8bcbae1c0ce777175889bfd1281d119862793e6a2 \
-    --hash=sha256:b4556715c8572758625d62b6e0ae3b1f76c440221913a6fb5e100f321fb4fb02 \
-    --hash=sha256:c12592630aef72feaf18bd3f197ef587bbfa21131b31c38b23ab2e55fce92e36 \
-    --hash=sha256:c66696857e987efb8bc1777a37357ec4f60ab5e8af6250b83d6034437fa2d8f3 \
-    --hash=sha256:cf9839790285dd472e7a16aafcb4a4e6bf58ec1b494045044b0eefb0eb4bd1f2 \
-    --hash=sha256:d47e7dee68ac4cd7a068b26bcd6b989935427709fae1c8f7bd0019978f829e15 \
-    --hash=sha256:d4d029801cb7b6df858804a2a21b00cc2aa0bf0ee5d2ab18d343c9e9e5681f35 \
-    --hash=sha256:dd37188ea325042cb1f6cafa56822b11ada2520c04791a52629b0af25bdfbfd9 \
-    --hash=sha256:e2ad3eb85d39c3cab62dfa93ed5a73516e6a53c6713cb97d004004fe089f0f1f \
-    --hash=sha256:f7dfae4a519197dfa050e98d8e36378a0fb5899625a875c2b54445005a2e404e
+torch==2.12.1 \
+    --hash=sha256:107df6888624bdea41508f9aeb6149d9333c737a5530ceecb56c904e811369ae \
+    --hash=sha256:2af3d9cc866e0a15ae7635ff0a9c61d6624a353ad657f5bcd8d86c26cdc64693 \
+    --hash=sha256:2afbb2bdaa8a95040e733f05492ddf133c3967c9b7ce0abd218d704b6cab437d \
+    --hash=sha256:2de4e19b88a481482c6c75291f2d6a52eda3ce51f311b29aa9b68499c830c07c \
+    --hash=sha256:3867b861391701012adb2df93360efb88494dca245a185e3bb7624495cfe3f33 \
+    --hash=sha256:42cd7339bf266f14944710e8274be63e7e012bb937834a8d85a8327a9860eba6 \
+    --hash=sha256:649e4ced014ba646f76f8cb9c9726735a6323eb321b7919f942790a923f90921 \
+    --hash=sha256:6e29e7e74d05bda7d955c75e99459f878ebd970ef851b4057edbd3b34a5eb4a3 \
+    --hash=sha256:7973ccd3d2cd35c74449213f7bded199bec6c6247e705cbeda7407af79703d91 \
+    --hash=sha256:97eba061fcb042fed191400b15568990073d67eaacaa6ee9b7ca01dd8b790fe9 \
+    --hash=sha256:a513506cfda3c1c78dabeb6574c1597538c0254b3d39af174dde35d8177f4ce3 \
+    --hash=sha256:a7817f0f89a796d9de239d06f69faf5d7e19a6a5db6710a5ead777c912f9f50a \
+    --hash=sha256:c64ac4aac16be5e296dcd912305605804b203333c690bf98c55bc09494ee92ad \
+    --hash=sha256:c75e93173c700bccd6bfcc4a9d19ce242ab6dacd1f1781483027a16239b9e650 \
+    --hash=sha256:d2dd0f2c5f7ccbddaf34cade0deaf476808368f902b9cdb7f36a2ab42301bc0e \
+    --hash=sha256:dd15595f8fc764cffde8c6361a3beb6ef69a028c851b1b3e70e077f615980d4e \
+    --hash=sha256:e86550597877fb272ddc52db2f85b82cb601ea7bd932576a0340152cae2200b3 \
+    --hash=sha256:e9b6f7d2dd66ea87a3ae620069d31335d594c06effb1a383bdd21cfe61e44ece \
+    --hash=sha256:ec56e82be6a8b0c036771a77f7d32ad3c299770571af9815b3dafe61434389d5 \
+    --hash=sha256:ef81f503912effea2ce3d9b12a2e3a6ed488943e91271c90c7a829f60baf6aa2 \
+    --hash=sha256:f4afc8083dff08719edbea346644476e3cec0cf40ebe256be0ee5d5b7c7e8c0d \
+    --hash=sha256:f6dc4caf7eb4adb38a2d9f536b51db56310fdd1254e69a2d96767e1367c892b3 \
+    --hash=sha256:f92609e3b3ce72f25e2eb780d043ced2480c1a86c47c852604fc7a9108648386 \
+    --hash=sha256:fcb61ccd20784b62bdd78ec84238a5cfb383b4994902e03bac95505ab360884c
     # via
     #   feast (pyproject.toml)
     #   accelerate
@@ -6473,51 +6634,47 @@ torch==2.12.0 \
     #   sentence-transformers
     #   timm
     #   torchvision
-torchvision==0.27.0 \
-    --hash=sha256:0822b58d2c5d325cd0c7152b744acbd15f898c07572e2cfb70b075a865a4f6f9 \
-    --hash=sha256:1a6dd742a150645126df9e0b2e449874c1d635897c773b322c2e067e98382dfe \
-    --hash=sha256:1c01f0d1091ae22b9dfc082b0a0fe5faaf053686a29b4fb082ba7691375c73cf \
-    --hash=sha256:1c2db4bde82bc48ebff73436a6adf34d4f809448268a70d9a1285f5c8f92313d \
-    --hash=sha256:2664d06acd64d328aa7689b0d0c81ee31e240e9977d8768816b4be7c66c03211 \
-    --hash=sha256:2c037709072ca9b19750c0cbe9e8bb6f91c9a1be1befa26df33e281deccbd8c7 \
-    --hash=sha256:2c4099a15150143b9b034730b404a56d572efe0b79489b4c765d929cb4eac7f3 \
-    --hash=sha256:419c98a9275b27660cdce6d09080fd5974d1ec1d4a225f71439ebacb3b0c4e64 \
-    --hash=sha256:41d6dae73e1af09fa82ded597ae57f2a2314285acde54b25890a8f8e51b999d7 \
-    --hash=sha256:5bb82fc3c55daf1788621e504310b0a286f1069627a8742f692aebb075ef25a7 \
-    --hash=sha256:65772ff3ec4f4f5d680e30019835555dd239e7fefee4b0a846375fe1cb1592ef \
-    --hash=sha256:70f071c6f74b60d5fe8851636d8d4cd5f4fa29d57fd9348a87a6f17b990b95ba \
-    --hash=sha256:72bf547e58ddb948689734eed6f4b6a2031f979dba4fb08e3690688b392e929f \
-    --hash=sha256:7a9966a088d06b4cf6c610e03be62de469efa6f2cd2e7c7eed8e925ed6af59ac \
-    --hash=sha256:91f61b9865423037c327eb56afa207cc72de874e458c361840db9dcf5ce0c0eb \
-    --hash=sha256:9bb9251f64b854124efed95d02953a89f7e2726c3ca662d7ea0151129157297f \
-    --hash=sha256:a49e55055a39a8506fe7e59850522cab004efb2c3839f6057658889c1d69c815 \
-    --hash=sha256:aaafa6962c9d91f42503de1957d6fa349907d028c06f335bd95da7a5bc57147d \
-    --hash=sha256:aee384a2782c89517c4ab9061d2720ba59fd2ffe5ef89d0a149cc2d43abdf521 \
-    --hash=sha256:b4aacff70ea4b7377f996f9048989c850d221fef33658ddbcae42aa5bd4ca11a \
-    --hash=sha256:b4c6bb0a670dcba017b3643e21902c9b8a1cc1c127d602f1488fa29ec3c6e865 \
-    --hash=sha256:c1fac0fc2a7adf29481fc1938a0e7845c57ba1147a986784109c4d98f434ea8c \
-    --hash=sha256:c5121f1b9ab09a7f73e837871deb8321551f7eaeb19d87aa00de9191968eae44 \
-    --hash=sha256:c9f44e35e6ec01caedacce9e941a5bf21fe424403321efac2507a201273653c5 \
-    --hash=sha256:cbf89764fc76f3f17fbf80c12d5a89c691e91cb9d82c38412aaf0568655ffb19 \
-    --hash=sha256:dadea3c5ecfd05bbb2a3312ab0374f213c58bf6459cb059122e2f4dfe13d10ed \
-    --hash=sha256:df0c166b6bdf7c47f88e81e8b43bc085451d5c50d0c5d1691bc474c1227d6fed \
-    --hash=sha256:f44453f107c296d5446a79f7ac59733ad8bf5ddfa04c53805dfbae298a42a798
+torchvision==0.27.1 \
+    --hash=sha256:08aa33bc8e062cca32aefa90ac714916c5a855cbe1ab4c6148fc0453eb40ca5a \
+    --hash=sha256:0b6e3aa98b7433506bbce1d0d05cb13ec787fc6eb8c5fbd998b26ce05f047543 \
+    --hash=sha256:12deaee20d0d9dec6302025d3f93354266befeb692f5c50bca0137b395598b9e \
+    --hash=sha256:18bc906235bfa901c135acd239f05b8c8ab90d502830cf1ef2cba3301e1f8a23 \
+    --hash=sha256:448abfc3baba984da4577f737209e445da6be93e3b5f4799d90162bf61e3f485 \
+    --hash=sha256:68ba63b48af92f06db995adb23d8411993dba1dee705a4e92411b83a00930b7f \
+    --hash=sha256:8abb6d5cacd56486ca2240e5580750e53ac559412e472ea6a3cee83231a77ca7 \
+    --hash=sha256:916448be4b19676677b0dbf47d08f68b7955ea0abec7fc79340c31e217a824ba \
+    --hash=sha256:9edfb5a549fc2f30ccadb24eca907901e92e426c91a59316be6703a9360e5098 \
+    --hash=sha256:9f5ef59ad60e695796eca6b64e97cb9b21b9d5463cac5ac0ef86cfb72b6e5db9 \
+    --hash=sha256:a1d6a123009af59ad288459f579f67a65cbe8f59372dc7b97e41bc01a6a9b767 \
+    --hash=sha256:a726707e4cbe438fcc507d787af7acf6bca52de30bf4b03579f1dfc0675da829 \
+    --hash=sha256:a9ea9a8abdd23466a5f1c09523cb27dc61e36c16fc7e5e88b337ca54f530b1ef \
+    --hash=sha256:aabe47970a00a3c0574360bfbd4ca3d6162a51f3fa1283a29cd528018dd13088 \
+    --hash=sha256:ab2f8047c2da5bf6742fec6da86840e5feaeb0cea76930d0536f3520df31e166 \
+    --hash=sha256:ad8743a9c12c8c124ad0a1491e54c3ca0c749e91e374e3d92136060b22c9e0f4 \
+    --hash=sha256:ae3d49e57c4abc8eafc1a1971f80fc4948a6268fa69340737ca4466936def080 \
+    --hash=sha256:b3e9bc71854fddbf94ddb69ed8d88983945f3f28f78ee104214b0088669af66a \
+    --hash=sha256:b44ef28ad1963f8cba5bf82f3564c454c74be300df9f79efa43f773312d17d6c \
+    --hash=sha256:c2fd9902f23b56b6ac667213171672fb6c89287ff011918b04af053852a2c4eb \
+    --hash=sha256:d0b00ae58379e6c936ce4816b1b8b94cefb1bd1c2a88eccbadfc993de7a430ca \
+    --hash=sha256:d11da1ce8a5cc7fc527f2d5e0fe25efba93687897fe9339382b593910b1d1c6e \
+    --hash=sha256:d60311a6d08df905f9656a3a312f0a8f55f0d46321bc737bad30a8dec9644309 \
+    --hash=sha256:f3b57a984283896f15c9698562418282f828332886c77315bf269936e6ba0280
     # via
     #   feast (pyproject.toml)
     #   docling-ibm-models
     #   easyocr
     #   timm
-tornado==6.5.6 \
-    --hash=sha256:1c34cfab7ad6d104f052f55de06d39bbafc5885cfeb4da688803308dbcfa90b7 \
-    --hash=sha256:2543597b24a695d72338a9a77818362d72387c03ae173f1f169eadc5c91466ac \
-    --hash=sha256:385f35e4e22fb52551dfcda4cdc8c30c61c2c001aef5ddad99cdfe116952efd3 \
-    --hash=sha256:38bc01b4acacded2de63ae78023548e41ebe6fbed3ec05a796d7ae3ad893887e \
-    --hash=sha256:65fcfaafb079435c2c19dc9e07c0f1cf0fa9051759ed0a7d0a3ba7ea7f64919c \
-    --hash=sha256:6739bf1e8eb09230f1280ddbd3236f0309db70f2c551a8dbc40f62babdf82f79 \
-    --hash=sha256:8666946e70171b8c3f1fc9b7876fac492e84822c4c7f3746f4e8f8bc9ac92a79 \
-    --hash=sha256:9a365179fe8ff6b8766f602c0f67c185d778193e9bdd828b19f0b6ed7764177d \
-    --hash=sha256:b942e6a137fda31ff54bf8e6e2c8d1c37f1f50583f3ed53fb840b53b9601d104 \
-    --hash=sha256:db475f1b67b2809b10bb16264829087724ca8d24fe4ed47f7b8675cae453ef86
+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
@@ -6525,9 +6682,9 @@ tornado==6.5.6 \
     #   jupyterlab
     #   notebook
     #   terminado
-tqdm==4.68.0 \
-    --hash=sha256:b79a3ae57db4c870a55352e43abb33b329557cd75b1483028909286ff22a2c03 \
-    --hash=sha256:c627124266fe7904cabb70e88a940d75a06b889a0b11680307a67c18ce094f19
+tqdm==4.68.3 \
+    --hash=sha256:00dfa48452b6b6cfae3dd9885636c23d3422d1ec97c66d96818cbd5e0821d482 \
+    --hash=sha256:39832cc2def2789a6f29df83f172db7416cea70052c0907a57801c5f2fdccb03
     # via
     #   feast (pyproject.toml)
     #   datasets
@@ -6535,7 +6692,6 @@ tqdm==4.68.0 \
     #   docling-ibm-models
     #   great-expectations
     #   huggingface-hub
-    #   milvus-lite
     #   mpire
     #   semchunk
     #   sentence-transformers
@@ -6547,6 +6703,7 @@ traitlets==5.15.1 \
     #   ipykernel
     #   ipython
     #   ipywidgets
+    #   jupyter-builder
     #   jupyter-client
     #   jupyter-core
     #   jupyter-events
@@ -6775,9 +6932,9 @@ tzdata==2026.2 \
     #   arrow
     #   ibis-framework
     #   pandas
-tzlocal==5.3.1 \
-    --hash=sha256:cceffc7edecefea1f595541dbd6e990cb1ea3d19bf01b2809f362a03dd7921fd \
-    --hash=sha256:eb1a66c3ef5847adf7a834f1be0800581b683b5608e74f86ecbcef8ab91bb85d
+tzlocal==5.4.3 \
+    --hash=sha256:24ce97bb58e2a973f7640ec2553ab4e6f6d5a0d0d1aa9dc43bca21d89e1feb82 \
+    --hash=sha256:3a8c9bc18cf47e1dcde252ea0e6a72a6cde320a400b6ac6db1f1f8cccd553c00
     # via
     #   great-expectations
     #   trino
@@ -6792,6 +6949,7 @@ urllib3==2.7.0 \
     #   feast (pyproject.toml)
     #   botocore
     #   clickhouse-connect
+    #   databricks-sdk
     #   docker
     #   elastic-transport
     #   great-expectations
@@ -6982,9 +7140,9 @@ watchfiles==1.2.0 \
     --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
     --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
-wcwidth==0.7.0 \
-    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2 \
-    --hash=sha256:90e3a7ea092341c44b99562e75d09e4d5160fe7a3974c6fb842a101a95e7eed0
+wcwidth==0.8.1 \
+    --hash=sha256:f453740b1e4a4f3291faa37944c555d71056c4da08d59809b307ef4feba695c8 \
+    --hash=sha256:faf5b4a5366a72dc49cad48cdf21f52bdf63bdda995178e483ba247ff79089b9
     # via
     #   prettytable
     #   prompt-toolkit
@@ -7084,97 +7242,97 @@ widgetsnbextension==4.0.15 \
     --hash=sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366 \
     --hash=sha256:de8610639996f1567952d763a5a41af8af37f2575a41f9852a38f947eb82a3b9
     # via ipywidgets
-wrapt==2.2.1 \
-    --hash=sha256:036dfb40128819a751c6f451c6b9c10172c49e4c401aebcdb8ecf2aec1683598 \
-    --hash=sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624 \
-    --hash=sha256:05d5cb74d1b232ec8cfa130a8f900708699ff2491d97b8f85a4cdc5996294b85 \
-    --hash=sha256:07be671fa8875971222b0ba9059ed8b4dc738631122feba17c93aa36b4213e9a \
-    --hash=sha256:09ac16c081bebfd15d8e4dfa5bdc805990bbd52249ecff22530da7a129d6120b \
-    --hash=sha256:0d9ff006f420b2ec8296aa56ade43ea7da3e997e85769f0aafc5e0661aacb710 \
-    --hash=sha256:0f68f478004475d97906686e702ddbddeaf717c0b68ad2794384308f2dc713ae \
-    --hash=sha256:17de18fc12cea55b8a9587314cb830573e37fb33b247a7515696350863714188 \
-    --hash=sha256:1ae574d65c9fa8e86f64f6a7c2668f9fcd507b183e0e577619f504b883cb0a6c \
-    --hash=sha256:1c9934ea5d92957e3cd0adbc0845539dccfd62710ebe16195a8c66c53954db36 \
-    --hash=sha256:1d676ee388bc42a04d56dd7deb5605244dac2e35cc2fadbb43c9fa25bbd93508 \
-    --hash=sha256:1ffa9cfd4bdb581539951b14ae661ff20ed0c3599b3e911a131ee0ec5ac11337 \
-    --hash=sha256:2076d2335085eb09b9547e7688656fa8f5cf0183eab589d33499cd353489d797 \
-    --hash=sha256:211f595f8e7faae5c5930fcc64708f2ba36849e0ba0fd653a843de9fa8d7db77 \
-    --hash=sha256:24c52546acf2ab82412f2ab6fc5948a7fe958d3b4f070202e8dcdd865489eaf9 \
-    --hash=sha256:2d83966dc7f4f45e8b97b5933685ac2e6e67fc0e19246ea314bceb9a8970c956 \
-    --hash=sha256:2de9e20769fe9c1f6dcdc893c6a89287c5ccf8537c90b5de78aed8017697aad5 \
-    --hash=sha256:2e08688ab16525897da6589d56d0aebaf417bbe91c2d8e3b96203b1efa596e85 \
-    --hash=sha256:2f8c90c8afde51969487be4e1343ae049b268854877d415c2510baf833775052 \
-    --hash=sha256:368eac1e20fd0bb03dd3cc42bf9887154c3861b60989389ccb5fac032617d215 \
-    --hash=sha256:3aafea2975caef8ca49400640dde02cc7426e798f24870ed01f490bc3cffd32f \
-    --hash=sha256:3e2f02472a1cbbf3884b365714a810b5947134a95ad6952b554cb8cce9d492b0 \
-    --hash=sha256:3ffad790d9d11d8ecf9f17c4bb671a5b4089e4d8b575c46c5129597f41f836b0 \
-    --hash=sha256:401229e9d63ca09f9b8891ecf83798d26c11bbb445d11ed9f1836b6d4585b38a \
-    --hash=sha256:436addbc4bb4fc0a88c702577f51195d7d73683a7f3e0e5b253d8404d7847243 \
-    --hash=sha256:44255c84bc57554fed822e83e70036b51afa9edb56fc7ca56c54410ece7898c9 \
-    --hash=sha256:50972a1d974ea07725a7f6b1cec5f8759008afd030a0024843ebe7d52de47f2b \
-    --hash=sha256:5590d63f5243251641cf543009b4c9314a79d0598fdb8a8e4cfc918494536c53 \
-    --hash=sha256:585916e210db57b23543342c2f298e42331b617fd0c934caf5c64df44de8640e \
-    --hash=sha256:5f1845c2a8cc1180ccccfa45785dd06f562730d19ef75be180334254012b6283 \
-    --hash=sha256:5fa9bf3b9e66336589d03f42abce2da1055ad5c69b0c2b764852a8471c9b9114 \
-    --hash=sha256:61a0013344674d2b648bc6e6fe9828dd4fc1d3b4eb7523809792f8cb952e2f16 \
-    --hash=sha256:61acce4257a9883669703c525447c5b4c392edf0f987ae77ec32668440158f0e \
-    --hash=sha256:628f5220c7a904d5fc78f7075c8d7871433eb6d035c94728a22fdf85f193d2a8 \
-    --hash=sha256:64b7deeda4b70408e382328d8bbe52a256fe9bc63ae3db86d804608367e5422c \
-    --hash=sha256:6744f504375775d7609c82c8d3d94af1c9a6f05586984536905908ba905277b9 \
-    --hash=sha256:67a97e5b6c457f0cd3cfc19ebb2d84463e60c3ece754cc831e4281a3ca29bb18 \
-    --hash=sha256:69f2e9244542cb34dd59c7f073445b9e54ad9f3fce8d93606c368a1b499fc413 \
-    --hash=sha256:6ce32763ac31ce94fe9aada947e479b1975012bff166da409b4b9e4e376cf7e5 \
-    --hash=sha256:6f56a647e4eaf5f0ca40330fb070f566bdf9f7b0db89a1af20d71c28dcd7a0ab \
-    --hash=sha256:727ab4244622cd6ad2390f322642090c877d2e83a608d2653a7643ae5368d926 \
-    --hash=sha256:74d6a0c31472fe5d814917266b9f46495d7c61ed890af08b468acea92fb89a8d \
-    --hash=sha256:78b0aa6bfb7be8deed0ab23e7aa028cc5210c29bc2d32a04d52b50e517a7307e \
-    --hash=sha256:7975bc88ab4b0f72ef2a2d5ae9d77d87efb5ef95e8f8046242fa9afdaaf2030b \
-    --hash=sha256:7a4fdb9326aab4a5a477a1640e5ad786a8495901009d7e7b038371edd23a9d2b \
-    --hash=sha256:844c858fc3bb7eacc0ba8efa904935d16aac6a4470948ad1e7e55c9f5a2a665f \
-    --hash=sha256:87bacdaf225117a342a20d9c03438d701c02112f6e3f351ce9b7f32354f14797 \
-    --hash=sha256:8a983a603a18c8708f024f7f6991b2e66159219abbf894634c5056243c55f3cd \
-    --hash=sha256:8d1b4d0e0c2119587a31f5c029abd547e0c81d93b89d394566fe1588659eb579 \
-    --hash=sha256:9011395be8db1827d106c6449b4bb6dd17e331ff6ec521f227e4588f1c78e46f \
-    --hash=sha256:93fc2bf40cd7f4a0256010dce073d44eeb4a351b9bca94d0477ce2b6e62532b3 \
-    --hash=sha256:95821352042722cd9f1108874579a47989d0a7e12a37d87d2fc4af20fd99ab8a \
-    --hash=sha256:9907a4402ab6db12b7077a0ea5d7a4d028ecb22c8eee2b53527080d347cd1562 \
-    --hash=sha256:9a04c28c10ba7fd12842b109d2edb0678872a2fe65277ca4ff06a0d61edee245 \
-    --hash=sha256:9a5934eaea872e17936b5f45501eba5ab0bce9a74122e172b663d7c28c459c4a \
-    --hash=sha256:9b984d1eb252145d6302c1dbd5e87fc6d404d45531447c84eadec04bf1fcb027 \
-    --hash=sha256:9c210a6994b21aa9b29e81c8d11560e8fdab54c117e9cff37870d0a27bde1343 \
-    --hash=sha256:9d8f204c8e3a8bf9ece17e0a83d137fd807440977f8a5e762d59306795011440 \
-    --hash=sha256:a8f7176b83664af44567e9cc06e0d3827823fcc1a5e52307ebb8ac3aa95860b9 \
-    --hash=sha256:a9dec1aca52dddde7df94818310fa2fe79739c8f385b2014c4cb1035f5508199 \
-    --hash=sha256:ab5be648d5a0b86b7438864f8df3c705a65cef35a2fd3e5561e3e203167e0f27 \
-    --hash=sha256:abd621552ede77c4c69be7fac44ba911225b0c812b6ba604e5964cf98085b474 \
-    --hash=sha256:ac2745950b2bff80219c15ebf2fa9d8427eba7e249739f97e55c9d169e47e9e1 \
-    --hash=sha256:aed9658797d0b45d6c49adcfc6b41f66e6f2d0c6de3ec79e16cf4b1855df240f \
-    --hash=sha256:b6c0febfe38f22df2eb565c0ce8a092bb80411e56861ca382c443da83105423f \
-    --hash=sha256:b9cf53ba90717db2e292401de290776c498d4bbfb0d4a559ca2895db8b9dcb5c \
-    --hash=sha256:ba519b2d765df9871a25879e6f7fa78948ea59a2a31f9c1a257e34b651994afc \
-    --hash=sha256:c318a64b53d97b841d7b5e637517e50a27be64bc695128422953d4b21710954e \
-    --hash=sha256:c3723ff8eb8721f4daac98bc0256f15158e05316d5e52648ce9cebee434fbdd5 \
-    --hash=sha256:c754dafdf5aaf0b401b644a90a30046929a0dd1a536e0ff0ec959a59155d9c7f \
-    --hash=sha256:c803a3d331796255af51ba2c79ed0ac8275865b516c09e61f248d1e7aff31ce9 \
-    --hash=sha256:c8cc5094b08abeae52da9c73c8a32003623be691a5193df2f4e3eac3d557c394 \
-    --hash=sha256:cf3638274ab9d9b724c9baa0b4c04e132cd6faefb78b4dd3dd1a02a4bdaad41e \
-    --hash=sha256:d047f6498c973874ba08ac3f97c69a2c4b2211c8de6f4c205f75cb1c9522596e \
-    --hash=sha256:d2beb1c7cab10603aecdc42f8edd6ff013f9a32e4543474e38e6b77ce9975aeb \
-    --hash=sha256:d7f513d3185e6fec82d0c3518f2e6365d8b4e49f5f45f29640d5162d56a23b54 \
-    --hash=sha256:dd57607acc85678925940bd5df0385ff8332083a32fa8d7a43f8767f4997263c \
-    --hash=sha256:e0cb7e4dd71f4c32e5e84843cd3c4cd65dda034314004bbe1d7f99af2426ab80 \
-    --hash=sha256:e3677c7146ce694874941ba82b57092cc4875445aadf29d72807351023105143 \
-    --hash=sha256:e395f7bc31851ef9b612050368cb446e9bc14cd7454b025018980349caf25ae5 \
-    --hash=sha256:e422b2d647a65d6b080cad5accd09055d3809bdff00c76fba8dca00ca935572a \
-    --hash=sha256:ed55af48b3eb28f43228ca2306788892bcb629eb2b5c4876e2a3659872c2f17a \
-    --hash=sha256:ed928d0fda15fc0adc8d13305c8b3c0f2fba5b0669950c9e6d019d9162a3b3e8 \
-    --hash=sha256:f4e1a92032a39cd5e3c647ca57dbf33b6a1938fd975623175793f9dbb63236de \
-    --hash=sha256:f53ac9f3ef573326d009ed809beff4efcac6451931c2b8132586da4b9e53ff31 \
-    --hash=sha256:f5b9daf6b629fce418e0cc3dd0436eac045188fa35deadb7a7f3941d5b8203f9 \
-    --hash=sha256:f6518b94edb9150452e9aba08027d4cc293433753ec1fbefb4629a21cbc74181 \
-    --hash=sha256:f70db64e8266d7c45d3b735f2e08eeb434b5e03da9a479ae42b2e2e486a21a00 \
-    --hash=sha256:fafb4e739e43544d12cb4abd1605fd4683b6ca6a9ad682b7fd8f4d21973eafa8 \
-    --hash=sha256:fd0135d34387f5fd087d9be368ea77ea89cf2451dc1cd1c622d35021bcb3ab50
+wrapt==2.2.2 \
+    --hash=sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9 \
+    --hash=sha256:055e6fcfaa28e58c6a8c247d48b92be9d56f818b7068aa4f22b15b3343a09931 \
+    --hash=sha256:0788e321027c999bf221b667bd4a54aaefd1a36283749a860ac3eb77daed0302 \
+    --hash=sha256:07fdcb012821859168641acf68afad61ef9783cf37100af85f152550e9677194 \
+    --hash=sha256:09f811d43f6f33ec7515f0be76b159569f4057ab54d3e079c3204dddb90afa2a \
+    --hash=sha256:0abfd648dac9ac9c5b3aa9b523d27f1789046640b58dcd5652a720ddb325e1fc \
+    --hash=sha256:0ad520e6daa9bbf136f14de735474dbec7dcc0891f718e1d274ce8dc92e645af \
+    --hash=sha256:0e64826f920c42d9d9f87e8cc09ffae66c51ede12d59061a5a426deb9aa71745 \
+    --hash=sha256:0e7070c7472582e31af3dfc2622b2381a0df7435110a9388ed8db5ffbce67efb \
+    --hash=sha256:10adb01371408c6de504a6658b9886480f1a4919a83752748a387a504a21df79 \
+    --hash=sha256:11d95fc2fbad3163596c39d440e6f21ca9fccece74b56e30a37ac2fca786a07c \
+    --hash=sha256:173e5bb5ca350a6e0abab60b7ec7cdd7992a814cb14b4de670a28f067f105663 \
+    --hash=sha256:1fc7691f070220215cccb2a20836b9adbaecb8ff22ad47abe63de5f110994fac \
+    --hash=sha256:209112cafd963710a05d199aae431d79a28bc76eb8e6d1bbbb8ad24340722cae \
+    --hash=sha256:2252f77663651b89255895f58cc6ac08fcb206d4371813e5af61bb62d4f7689c \
+    --hash=sha256:25904acb9475f46c24fe0423dbc8fda8cc5fbc282ab3dc6e72e919748c53f4e9 \
+    --hash=sha256:26fc73a1b15e0946d2942b9a4426d162b51676338327dc067ccd8d2d76385f94 \
+    --hash=sha256:2cb07f414fab25dbe6b5c7398e1491423a5c81a6209533639969a6c928d474a4 \
+    --hash=sha256:2cd7181ab1c31192ff5219269830744b5a62020b3a6d433588c4f1c95b8f8bff \
+    --hash=sha256:2e096c9d39a59b35b63c9aacfbbbec2088ff51ff1fc31051acc60a07f42f273a \
+    --hash=sha256:305d4c247d61c4115794a169141823c62f719525ddb90b23aa332741c77d2c28 \
+    --hash=sha256:30f7424af5c5c345b7f26490e097f74a2ef45b3d08b664dc33571aee3bd3b56c \
+    --hash=sha256:3179a4db066b53d40562e368b12895440c8f0953b6543b89d6acc41c0273996e \
+    --hash=sha256:3442eee2a5798f9b451f1b2cd7518ce8b7e28a2a364696c414460a0e295c012a \
+    --hash=sha256:385cb1866f20479e83299af585375bfa0a4b0c6c9907a981483ea782ea8ae406 \
+    --hash=sha256:3a4eb7964ff4643d333c84f880bcf554652b2a1050aebc54ae696327f61acfaf \
+    --hash=sha256:3b686cfc008776a3952d6213cb296ed7f45d782a8453936406faa89eac0835ab \
+    --hash=sha256:3c4095803491f6ef72128914c28ec05bbad9758433bb35f6715a3e9c8e46fb2d \
+    --hash=sha256:3dc3dcfc2da95d501905f10dc11a0dc622e91d8cdd8bbfcb63ca54afd131e556 \
+    --hash=sha256:4250b43d1a129d947e083c4dc6baf333c9bb34edd26f912d5b0457841fc858ab \
+    --hash=sha256:4402f57c5f0d0579599858ffbdd9bf4e3f0972f51096f2bd6cc7dab6b76ee49e \
+    --hash=sha256:45c2f2768e790c9f8db90f239ef23a2af8e7570f25a35619ef902df4a738447f \
+    --hash=sha256:4b481fb0c40d9fd90a5809911208da700987d373a20a4709dc9e3944af7a6bec \
+    --hash=sha256:4bccea5cdecffa9dd70e343741f0e41e0a16619313d04b72f78bb525162ebcd0 \
+    --hash=sha256:518b0c5e323511ec56a38894802ddd5e1222626484e68efe63f201854ad788e5 \
+    --hash=sha256:5499236ad1dc116012e2a5dd943f3f31af12fce452128e2bbcbd55a7d3d4d14c \
+    --hash=sha256:55b9a899e6fff5444f229d30aa6e9ac92d2216d9d60f33c771b5d76a760d5f8e \
+    --hash=sha256:58f9f8d637c9a6e245c6ef5b109b67ec187d2faed23d1405656b51d96e0a5b56 \
+    --hash=sha256:5bad217350f19ce99ca5b5e71d406765ea86fe541628426772b657375ee1c048 \
+    --hash=sha256:5d0a142f7af07caeb5e5da87493162a7b8efa19ba919e550a746f7446e13fb30 \
+    --hash=sha256:62415fd095bc590b842b6d092f2b5d9ccbaeb7e0b28535c03dcea2718b48636b \
+    --hash=sha256:656593bb3f5529f03d27af4136c4d7b11990e470bcbc6fefa5ef218695bece55 \
+    --hash=sha256:6c99012a22f735a85eed7c4b86a3e99c30fdd57d9e115b2b45f796264b58d0bf \
+    --hash=sha256:6d1a6050405bf334be33bf66296f113563622972a34900ae6fa60fd283a1a900 \
+    --hash=sha256:6e7e45b43d3c774d244fe7264378f5a3f0f383bc55a54a9866434e524540110f \
+    --hash=sha256:6fe35fd51b74867d8b80174c277bd6bbf6a73e443f908129dc531c4b688a20d5 \
+    --hash=sha256:7d2f6573561fa05002e5ee71529f4ab0a7dffed3e45b51013fe6298fe2723c02 \
+    --hash=sha256:814f1bf3e0a7035f67a1db0cdaf5e2bbcaa4d7092db96673cfa467adeaab8591 \
+    --hash=sha256:8374eb6b1a58809211e84ff835a182bb17ab2807a5bfef23204c8cff38178a00 \
+    --hash=sha256:8417fd3c674d3c8023d080292d29301531a12daf8bd938dd419710dd2f464f2b \
+    --hash=sha256:8636809939152be6ae20a6cef0fed9fe60f411b47847d0426a826884b469e971 \
+    --hash=sha256:8ffbeaea6771a6eba6e6eeb09767864995726bc8240bb54baf88a9bb1db34d5c \
+    --hash=sha256:94b00b00f806eb3ef2abe9049ed45994a81ee9284884d96e6b8314927c6cea3d \
+    --hash=sha256:955f1d6e72a352e478de8d8b503abe301c5e139a141b62eb0923bd694995025f \
+    --hash=sha256:9e8b648270c613720a202d9a45ebabc33261b22c3a839b115ac5bce8c0bb0d69 \
+    --hash=sha256:9ee098171b07edba66ab69a9bf0251d3cbef654107e800feb24c0c6f30592728 \
+    --hash=sha256:a28287413351cb198b8c5ddd045c56fac1d195808642cd264d1ab50426146650 \
+    --hash=sha256:a2d78c363f97d8bd718ee40432c66395685e9e98528ccaa423c3355d1715a26d \
+    --hash=sha256:a41e758d80dc0ab8c210f641ac892009d356cf1f955d97db544c8dd317b4d14c \
+    --hash=sha256:a795d3c06e5fbf9ea2f13196180b77aeab1b4685917256ee0d014cc163d90063 \
+    --hash=sha256:aa14b01804bce36c6d63d7b6a4f55df390f29f8648cc13a1f40b166f4d54680d \
+    --hash=sha256:abf033b7e4542357659cd83ed6cd5033c43aaa1887044045ceb571528837f72f \
+    --hash=sha256:abf8c20a2d72ee69e16328b3c91342c446e723bfe48bfcc4dded3b9722ac027f \
+    --hash=sha256:b84cd4058001c9727b0e9980b7a9e66325b5ca748b1b578e822cade1bc6b304f \
+    --hash=sha256:b89d8d73c82db2bb7e6090b3afd7973f980d24e905cc34394eab60b884b3bf67 \
+    --hash=sha256:bbf00ee0cb55ec24e2b0995a71942b85b21a066db8f3f46e1dbfdb9433ffba81 \
+    --hash=sha256:c20279cd1a29800815d7b2d6338b60a6c6e78263f9d6e62e0eda251ba9cae2d0 \
+    --hash=sha256:c38510a21d5b9cf3e84c460d909e9f2a098667439fd42841bb081cab45835d68 \
+    --hash=sha256:c427c9d06d859848a69f0d928fe28b5c33a941b2265d10a0e1f15cd244f1ee33 \
+    --hash=sha256:c5d7825491bfa2d08b97e9557768987952c7b9ae687d06c3320b40a37ccb7f20 \
+    --hash=sha256:c6c64c5d02578bc4c4bca4f0aef1504de933c1d5b4ac2710b9131111459506c8 \
+    --hash=sha256:cd385a48b055bdc3630ab30e0c7fd8514a36904ec23f9cee7a65d887334a3cea \
+    --hash=sha256:d01d8e0afc55823245a3b97a79c7c77464e31ea7a7b629a4bf26f9441dc1f18e \
+    --hash=sha256:d09db0f7e8357060d3c38fc22a018aba683a796bf184360fd1a58f6fc180dc77 \
+    --hash=sha256:d619e1eed9bd4f6ed9f24cd61971aa086fa86505289628d464bcf8a2c2e3f328 \
+    --hash=sha256:d8a15813215f33fa83667bfc978b300e35669ea8bb424e970a1426bcb7bc6cca \
+    --hash=sha256:dcaa5e1451bd8751d7bd1568dfa3321c78092a52a7ecb5d1a0f18a5791e1fd00 \
+    --hash=sha256:dfb00cb7bb22099e2f64b7340fb96113639aa7260c0972af3797ace2297b936c \
+    --hash=sha256:e542b7c5af91e2123a8aabf19894319d5ec4268d2a9ffd2f239386133fc47746 \
+    --hash=sha256:e5a5290e4bf2f332fc29ce72ffb9a2fff678aaac047e2e9f5f7165cd7792e099 \
+    --hash=sha256:e6fb7e94e8fe3e4c3067bb1653a91cce7c5e83acc119fdd41501b1bf74654617 \
+    --hash=sha256:e7f10ee0bd53673bfd52b67cbce83336fe6cad90d2377b03baf66491d2bbfb91 \
+    --hash=sha256:ec8f83949028366531383603139403cac7a826e4011955813cdd640017845ce5 \
+    --hash=sha256:ef2cce266b5b0b07e19fa82e59673b81142b7a3607c8ed1254113d048ed668da \
+    --hash=sha256:f1a2ff355ece6a111ca7a20dc86df6659c9205d3fcee674ca34f2a2854fd4e73 \
+    --hash=sha256:f32fe639c39561ccc187bcae17e9271be0eb45f1c2952510d2f29b33ab577347 \
+    --hash=sha256:f4bfd8d1eb438153eff8b8cfe87f032ba65731e1ce06138b5090f745a33f6f95 \
+    --hash=sha256:f90038ab58fafb584801ca62d72384d7d5225d93c76f7b773c22fae545bd8066 \
+    --hash=sha256:fa81c5b5fe8cd6c41e3a798533b81288279e5fdbde2128f21071922764281c99 \
+    --hash=sha256:fb18fc51e813df0d9c98049e3bf2298a5495a648602040e21fa3c7329371159e
     # via
     #   aiobotocore
     #   deprecated
@@ -7589,4 +7747,5 @@ zstandard==0.25.0 \
     --hash=sha256:ffef5a74088f1e09947aecf91011136665152e0b4b359c42be3373897fb39b01
     # via
     #   clickhouse-connect
+    #   pyiceberg
     #   trino
diff --git a/sdk/python/requirements/py3.11-minimal-requirements.txt b/sdk/python/requirements/py3.11-minimal-requirements.txt
index 546644c76c6..1a46b3cf5bb 100644
--- a/sdk/python/requirements/py3.11-minimal-requirements.txt
+++ b/sdk/python/requirements/py3.11-minimal-requirements.txt
@@ -8,126 +8,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.14.0 \
-    --hash=sha256:02cb2ffbb7da32f82e21ad9952669c45bd88a80e0878264c2f59fe1c6fb2badd \
-    --hash=sha256:0746d9fb0ac4fdef643a84494efe3f06d50335dd8c7a530228b86448aae0a803 \
-    --hash=sha256:076cb014191ae2e65d949e1ad01f1dcfe33e32789b5172510f3e79c79fc04d50 \
-    --hash=sha256:0fc2b75ae8d169d853be2862d960be8550da6c5c65711d5476407eb3fdb006bd \
-    --hash=sha256:101df7779c80c0636014a6b2c6642acd3efb5b355d48347c9d7dfb720aee9430 \
-    --hash=sha256:106ed074a856f3e21d186b8579e2c8afb6da598e267cdaab01059e13db2fc44d \
-    --hash=sha256:1210d4c87cc00128160c7384ab41877a701295b97cffa6362f908a49b6e8a7ca \
-    --hash=sha256:1394dce36e0f0d260ac0b555a654de19cb989f3c1b8bdd24f505314dfea18a00 \
-    --hash=sha256:145262119b07d7f95abc1839add35ba2bfc84551d4b4660ca11542c0b215455b \
-    --hash=sha256:16eee56bcc72d04600bc56c1759982c2385ec0b41d3fd3521f836bf64a0957ef \
-    --hash=sha256:198cfe61bf253b19da1fb3e0fa122249dc4f14c12709493fed8054aa0411cc76 \
-    --hash=sha256:19ca5fc84130675ba11c6ca5c7da5cb65f7bf8a32cdd2b616bf49cd334688aae \
-    --hash=sha256:1a4a9f17e85b80878c176695c1998c790e83731d8271881e5d356488652a1f9e \
-    --hash=sha256:1a78a77366ed158a0a54b076990e575d7b7cdb728cbfd02711eadab150f2269f \
-    --hash=sha256:20144819e99db593e22bbd2f3f2691a5e149f879142d6b8670254708853ff4fb \
-    --hash=sha256:22a8d06f204e0518a586d770032db3c7043c9ba3693081b3e3ad425e1458d594 \
-    --hash=sha256:23e8314e7aed8576fbe33314d218bd81447a3adbc91dc36f1163bf583cd3084c \
-    --hash=sha256:23f094a1ef64823fd35854ddf5c7a80a078162f37f9d2f7c6142b51a6affa456 \
-    --hash=sha256:25400d710641a8040bf022a8a99f579e581ffa1c5bd42c33255d7d6f3957c127 \
-    --hash=sha256:25d2326a4967bf705a9f9913a13005e93b6020ad8a9f6bd6bd78850d5171332e \
-    --hash=sha256:25e9f1d2465a210d60edb64d7b204a147e85d4c194eecef3d1604fb5ace678ce \
-    --hash=sha256:26b6d79aa54cb4ed50cc7d41ed14e99e0f1fc8e7c2d42f2e05b37aea897b2b52 \
-    --hash=sha256:26d9224c6dd7f5c749aba4f61315a894601448b28d94d12f4dea0903e26d2096 \
-    --hash=sha256:2882de819734c715fd1b9c11c97e09fa020d14438203d1d354d8ed1702791c9b \
-    --hash=sha256:28eee8de1d69711c53116df8202f1c2aa0e3f80ef912a88fc18d159d53e7110b \
-    --hash=sha256:2c2c7e05dd5335b298085abf45ddf98673934c3ee1c083d0b9ea13d4186ad500 \
-    --hash=sha256:2cc736a9c9fc2bc4dd71fd404815741b6573df27c3f985948ec4076989ac57de \
-    --hash=sha256:2d2ffe9b614f50f069068b3b52e73414e4107fc10b7efc939a76acff9251fdd2 \
-    --hash=sha256:2e2514cb7195f6d7c219339635bea71ae47d1569b051300d32df9dcfabcdb869 \
-    --hash=sha256:2f3fc37054564dee64a855b5b092d87ec35dcddfaabf7dacb1c8a2b1f83dc0a9 \
-    --hash=sha256:30e8b7eeb42d02c120ca90d6c6e076a221a16b70a6dac9ae44c7ab5104cc7fe4 \
-    --hash=sha256:32e735c3182de7b64f6941a4ede48b38c7f47d9437bd615dd30b5bda8fa1bc93 \
-    --hash=sha256:3366751d68d237c621264233a32f3078bbc21b7904ab90a77e03d21390c742c6 \
-    --hash=sha256:363ef9e91014e7891679bfb2ac0a7c6ea93435dbbfd10ecf41b9f06fcf506c5f \
-    --hash=sha256:3b54fbff46127aeafdd764cecd0d99fa2f24a0e37ea5c18a7c3a4ac450df1db3 \
-    --hash=sha256:3c7139100fbaae76515b73051d8f0aa3a3ff02e415eec8a8eee8e2223d9ba955 \
-    --hash=sha256:3cdf534aa455593e589302990c5097aa5c92c06c4262a20da22934f9186a5fff \
-    --hash=sha256:3ea81eb518a2ecb319d8ec6d1424a37c773f6634bd87d6985eb606b2faac419f \
-    --hash=sha256:40ae7b0642c25632c7eabc4a04754012691864d2a1b93becf7cddb76027b838a \
-    --hash=sha256:40af7ebe53c7990e110dc4ad03566b12c3ac996254298a3d39046dd69cfcb2c2 \
-    --hash=sha256:44eca38755d0105bb32f47d085f5dd449846a449e1245fc105889e3279dcf8e3 \
-    --hash=sha256:46fbbec4e4fab7428d4396a3823f9320e4560aa3113b89eeebce712c27c9ed5a \
-    --hash=sha256:4714c70067a08b604d0bf3bc4dfdf82e52944afab41d0428d460862763d2f79b \
-    --hash=sha256:49a33ded29b0b2fa7a367a02cf0fb89af602bb87542a16177ec8ce1c9c51d12a \
-    --hash=sha256:4acfc34bd4d3c58754fc9f22ff1b5e92aabce68f3d4bf7b71a0b732d9bceb78a \
-    --hash=sha256:4d6a998191f5ebe3b8c28463ff72bc030250008b3193c402464efadd08b5ca02 \
-    --hash=sha256:4f770846edae8f00ecc57af825bce811f787f87a7dcf0e90d191790efe5b31f7 \
-    --hash=sha256:514db9a79337068981ee2137310283a07b4b885c584991097a91a4da419bcb81 \
-    --hash=sha256:540632bf882ff8fc88f2e1697be0761578e89e0d79fb4a8a6d65dc5da7e729d4 \
-    --hash=sha256:54bf3522d6f7351e55f89a62d5c2bf138ad557b031670266c5df604ae88e0b5a \
-    --hash=sha256:57ea07d28695a7a40304d42251892a8df765e5588c10ee32afeddcd5df33c0a2 \
-    --hash=sha256:5a2e7ca615c3ddc15b82687e05a624e5f5cba3f1d6c20cb81172d70ea498451e \
-    --hash=sha256:5ba10966d4f03dd96a14365be4b8e37c327c76f11c3ca867116966cdd9f98066 \
-    --hash=sha256:5cbd50e6a50d6b99283a826b18cbdebf65b0797689a7535cb0e9dd37be0f63c3 \
-    --hash=sha256:5e4646e9a6af29af354204011bf5769cb0276ec5b64653e42f90b3e13845169f \
-    --hash=sha256:5f1c5be60add78fabb4aacd13c5a348ae79d2fcbfc7fa78da8f1eb192273b370 \
-    --hash=sha256:610d68800435903e303ca0542b9d3e4eb72a12ff33a6d471a070c1d81eebd3c2 \
-    --hash=sha256:6199707cc40e0e9cd39c36fbc97bec416c704e1d0ddce03412bb3b3e6a90ccd0 \
-    --hash=sha256:6281aecdf2732940f4fe06bd6adec5ae4d59b78b080b8e3a6b81467301010988 \
-    --hash=sha256:63e38be0d75a654deaa06be32fb4cab883a4222940be1d05861b6717679cbadb \
-    --hash=sha256:666c7c5036df57b693026398b69b41874a1931ac5b3485fd910e57bfac253869 \
-    --hash=sha256:667b881d083ccae3900ea5a241e17e5007ca78844c53ed389bb63d48f729d9c7 \
-    --hash=sha256:692e409052e7436029bbb32977cd7c5bf806ac5fa4085b973996785ffadad33c \
-    --hash=sha256:6a5f3532125233c261cf61f32df4059cfcf482eb793c7d3db8452e3142028b86 \
-    --hash=sha256:6aa1a40f9cbb3da9f80714c5966b8946c21e6a2530d809b9498b33161e3c8733 \
-    --hash=sha256:6c79a044cacf360ec46738d863d2f41c9300d2a06ef4a7402ea0df306a350e61 \
-    --hash=sha256:6eb63b1417efaf7d1002a6ad034a40d44376afcc16508a57f8e74b49ad26a095 \
-    --hash=sha256:70ea956f6cc4a37620966b56c2e205d88ca3e6d85ec063277e414b1035cddad3 \
-    --hash=sha256:71b2604c9bfc1b115547d63a094d5244b3f02799833513a99a68aaa7b167c4cb \
-    --hash=sha256:78d6f9286a629ce52728430afe18f8ed2b6c39a1fddb3802d7244b9983910ad2 \
-    --hash=sha256:7a3fc4358e65826c515350f199c210de747cf669998211b1ee6c2e46de364b24 \
-    --hash=sha256:7b33e751cab03fdc960095b1e326cb5a03f5ee577d6ded59f3d1c100f8668882 \
-    --hash=sha256:85e0675f47be4eff0636bf88c02140ea89168ae0df3ff1f3f464e9de9610d277 \
-    --hash=sha256:860a86bc2c80237f5dff52edcf427e10a8d8352271fd84845429a3e60199e02c \
-    --hash=sha256:884a4edbdad77be9d0ef36142c8b504351b170df0bf62b51e784fadabf311c42 \
-    --hash=sha256:89ed35666c95d3efe1955056afcde09e62a57a34e2a4398b17f9f6c1564f0b25 \
-    --hash=sha256:8b93618102caf12801638a01a2b478a55410ddd71bd41cfaf6f707953a49ac43 \
-    --hash=sha256:8fcaef74d2ab0f607d7ff85a0d15e21bb5a258c4a58df1908396eb50d7f4ed3c \
-    --hash=sha256:95f5217e76a046b9f228a101717ef8d42b1eb3d9d196d15202db5bf41df88936 \
-    --hash=sha256:9dc203d6ce6b9106d54e2a93f41dfdfebfbca2d99962ba503bfd3e5921a6549e \
-    --hash=sha256:9e19d17ab02bf16832a2c8c0d55a486792c5b1645665652ee9531aebcc30cb72 \
-    --hash=sha256:9f3a96b6d39a4872222beee72e1df41d2ff886ae96152cf3e757ef8c5673ef0e \
-    --hash=sha256:a071be341c2bd9b0188e62d173509f024e0a35b1c342c53c50f8daaeda8c3bd8 \
-    --hash=sha256:a150c0875ac8fd87f1c398650841308a30d65facf7416b12dbdb9cfdcbe5a48c \
-    --hash=sha256:a1d209375c503472b3c0a340cdf3c55fcd82e84b46dda7caeaced59faba373ec \
-    --hash=sha256:a8d93334d4961c9d566b1f046c81dee475b7c21eb730728d38237bfa70d1c8e6 \
-    --hash=sha256:acdb400538cf4769543548bb5d1eb23d39bed4f96554a6078cb728c7cb2c268b \
-    --hash=sha256:acf1581c4f21ed4b80a2dded504d87b055a071a84d5737ea966435f768275ac6 \
-    --hash=sha256:b0a5747586d4467efd1f932710b269131c9717a872dce082cd92a00c1c13123a \
-    --hash=sha256:b27d89af91a555f58e08e4902dbcbc48862fd40095720ca705990476bd93b7ac \
-    --hash=sha256:b29518c9c2ec7e373e68259206a137c7f4f5439c58baaec4b5ab3ab799850a4e \
-    --hash=sha256:b4141a3e5342ee3053a9cab54d25b64ed28289c1041e4c54b3d99839314d90ce \
-    --hash=sha256:b5314743ebe926c2fda35d0a298c565c885505f6635c2a30936363404cf274a7 \
-    --hash=sha256:b584dfe615d151e9b8f0a8ecb3aee6147f2927ec5b95ba25fe621f5377510928 \
-    --hash=sha256:b62af5a8cc96a194eaa01a9ed7b34a3ffa58d3d8daaa1a0d7a749353ad12d228 \
-    --hash=sha256:c20b9ad156a79eb97be5cf9e069eec01d2f0dc8472ffbd75299a8b2d4c2cbbde \
-    --hash=sha256:c21ca9a1c63d4509158f478aeb9d02914dcc52adc68d1bc9dee2452284ee5996 \
-    --hash=sha256:c452d17eeb95d563fc8b936f3050301dbd1d268126c4632d8b70ede9696202ee \
-    --hash=sha256:c5492b9929826e07cc3fcb9739ae87aab05dff6b5e67a9b73fd1700c6d008981 \
-    --hash=sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108 \
-    --hash=sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159 \
-    --hash=sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026 \
-    --hash=sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903 \
-    --hash=sha256:d33e61021222ce7f9792bcac870d6f58d8adfceda33ab857b01264f4560f2c5f \
-    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
-    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
-    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
-    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
-    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
-    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
-    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
-    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
-    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
-    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
-    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
-    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
-    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
-    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
-    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
+aiohttp==3.14.1 \
+    --hash=sha256:03ab4530fdcb3a543a122ba4b65ac9919da9fe9f78a03d328a6e38ff962f7aa5 \
+    --hash=sha256:07eabb979d236335fed927e137a928c9adfb7df3b9ec7aa31726f133a62be983 \
+    --hash=sha256:092e4ce3619a7c6dee52a6bdabda973d9b34b66781f840ce93c7e0cec30cf521 \
+    --hash=sha256:10ee9c1753a8f706345b22496c79fbddb5be0599e0823f3738b1534058e25340 \
+    --hash=sha256:1601cc37baf5750ccacae618ec2daf020769581695550e3b654a911f859c563d \
+    --hash=sha256:1ac8531b638959718e18c2207fbfe297819875da46a740b29dfa29beba64355a \
+    --hash=sha256:1b9748363260121d2927704f5d4fc498150669ca3ae93625986ee89c8f80dcd4 \
+    --hash=sha256:1c1421eb01d4fd608d88cc8290211d177a58532b55ad94076fb349c5bf467f0a \
+    --hash=sha256:1c1af67559445498b502030c35c59db59966f47041ca9de5b4e707f86bd10b5f \
+    --hash=sha256:1d459b98a932296c6f0e94f87511a0b1b90a8a02c30a50e60a297619cd5a58ee \
+    --hash=sha256:20205f7f5ade7aaec9f4b500549bbc071b046453aed72f9c06dcab87896a83e8 \
+    --hash=sha256:23119f8fd4f5d16902ed459b63b100bcd269628075162bddac56cc7b5273b3fb \
+    --hash=sha256:237651caadc3a59badd39319c54642b5299e9cc98a3a194310e55d5bb9f5e397 \
+    --hash=sha256:24ba13339fed9251d9b1a1bec8c7ab84c0d1675d79d33501e11f94f8b9a84e05 \
+    --hash=sha256:250d14af67f6b6a1a4a811049b1afa69d61d617fca6bf33149b3ab1a6dbcf7b8 \
+    --hash=sha256:269b76ac5394092b95bc4a098f4fc6c191c083c3bd12775d1e30e663132f6a09 \
+    --hash=sha256:27fd7c91e51729b4f7e1577865fa6d34c9adccbc39aabe9000285b48af9f0ec2 \
+    --hash=sha256:2964cbf553df4d7a57348da44d961d871895fc1ee4e8c322b2a95612c7b17fba \
+    --hash=sha256:2a73f487ab8ef5abbb24b7aa9b73e98eaba9e9e031804ff2416f02eca315ccaf \
+    --hash=sha256:2aa92c87868cd13674989f9ee83e5f9f7ea4237589b728048e1f0c8f6caa3271 \
+    --hash=sha256:2b7edd08e0a5deb1e8564a2fcd8f4561014a3f05252334671bbf55ddd47db0e5 \
+    --hash=sha256:2c840c90759922cb5e6dda94596e079a30fb5a5ba548e7e0dc00574703940847 \
+    --hash=sha256:2f73e01dc37122325caf079982621262f96d74823c179038a82fddfc50359264 \
+    --hash=sha256:2fbc3ed048b3475b9f0cbcb9978e9d2d3511acd91ead203af26ed9f0056004cf \
+    --hash=sha256:2fe3607e71acc6ebb0ec8e492a247bf7a291226192dc0084236dfc12478916f6 \
+    --hash=sha256:30099eda75a53c32efb0920e9c33c195314d2cc1c680fbfd30894932ac5f27df \
+    --hash=sha256:307f2cff90a764d329e77040603fa032db89c5c24fdad50c4c15334cba744035 \
+    --hash=sha256:313701e488100074ce99850404ee36e741abf6330179fec908a1944ecf570126 \
+    --hash=sha256:317acd9f8602858dc7d59679812c376c7f0b97bcbbf16e0d6237f54141d8a8a6 \
+    --hash=sha256:335c0cc3e3545ce98dcb9cfcb836f40c3411f43fa03dab757597d80c89af8a35 \
+    --hash=sha256:34b257ec41345c1e8f2df68fa908a7952f5de932723871eb633ecbbff396c9a4 \
+    --hash=sha256:367a9314fdc79dab0fac96e216cb41dd73c85bdca85306ce8999118ba7e0f333 \
+    --hash=sha256:38e1e7daaea81df51c952e18483f323d878499a1e2bfe564790e0f9701d6f203 \
+    --hash=sha256:3e6fc1a85fa7194a1a7d19f44e8609180f4a8eb5fa4c7ed8b4355f080fad235c \
+    --hash=sha256:4132e72c608fe9fecb8f409113567605915b83e9bdd3ea56538d2f9cd35002f1 \
+    --hash=sha256:4691802dda97be727f79d86818acaad7eb8e9252626a1d6b519fedbb92d5e251 \
+    --hash=sha256:47ddf841cdecc810749921d25606dee45857d12d2ad5ddb7b5bd7eab12e4b365 \
+    --hash=sha256:486f7d16ed54c39c2cbd7ca71fd8ba2b8bb7860df65bd7b6ed640bab96a38a8b \
+    --hash=sha256:4cd96b5ba05d67ed0cf00b5b405c8cd99586d8e3481e8ee0a831057591af7621 \
+    --hash=sha256:4d6e0ac9da31c9c04c84e1c0182ad8d6df35965a85cae29cd71d089621b3ae94 \
+    --hash=sha256:4dfd6e47d3c44c2279907607f73a4240b88c69eb8b90da7e2441a8045dfd21da \
+    --hash=sha256:4f7215cb3933784f79ed20e5f050e15984f390424339b22375d5a53c933a0491 \
+    --hash=sha256:4fe1f1087cbadb280b5e1bb054a4f00d1423c74d6626c5e48400d871d34ecefe \
+    --hash=sha256:52cdac9432d8b4a719f35094a818d95adcae0f0b4fe9b9b921909e0c87de9e7d \
+    --hash=sha256:5663ee9257cfa1add7253a7da3035a02f31b6600ec48261585e1800a81533080 \
+    --hash=sha256:57fc6745a4b7d0f5a9eb4f40a69718be6c0bc1b8368cc9fe89e90118719f4f42 \
+    --hash=sha256:5a837f49d901f9e368651b676912bff1104ed8c1a83b280bcd7b29adccef5c9c \
+    --hash=sha256:5c0b3e614340c889d575451696374c9d17affd54cd607ca0babed8f8c37b9397 \
+    --hash=sha256:5e78b522b7a6e27e0b25d19b247b75039ac4c94f99823e3c9e53ae1603a9f7e9 \
+    --hash=sha256:5f2504bc0322437c9a1ff6d3333ca56c7477b727c995f036b976ae17b98372c8 \
+    --hash=sha256:603a2c834142172ffddc054067f5ec0ca65d57a0aa98a71bc81952573208e345 \
+    --hash=sha256:62a759436b29e677181a9e76bab8b8f689a29cb9c535f45f7c48c9c830d3f8c3 \
+    --hash=sha256:634e385930fb6d2d479cf3aa66515955863b77a5e3c2b5894ca259a25b308602 \
+    --hash=sha256:64c567bf9eaf664280116a8688f63016e6b32db2505908e2bdaca1b6438142f2 \
+    --hash=sha256:672ac254412a24d0d0cf00a9e6c238877e4be5e5fa2d188832c1244f45f31966 \
+    --hash=sha256:672b9d65f42eb877f5c3f234a4547e4e1a226ca8c2eed879bb34670a0ce51192 \
+    --hash=sha256:686b6c0d3911ec387b444ddf5dc62fb7f7c0a7d5186a7861626496a5ab4aff95 \
+    --hash=sha256:6f71173be42d3241d428f760122febb748de0623f44308a6f120d0dd9ec572e3 \
+    --hash=sha256:6fd35beba67c4183b09375c5fff9accb47524191a244a99f95fd4472f5402c2b \
+    --hash=sha256:6ffbb2f4ec1ceaff7e07d43922954da26b223d188bf30658e561b98e23089444 \
+    --hash=sha256:73f05ea02013e02512c3bf42714f1208c57168c779cc6fe23516e4543089d0a6 \
+    --hash=sha256:764457a7be60825fb770a644852ff717bcbb5042f189f2bd16df61a81b3f6573 \
+    --hash=sha256:797457503c2d426bee06eef808d07b31ede30b65e054444e7de64cad0061b7af \
+    --hash=sha256:7c106c26852ca1c2047c6b80384f17100b4e439af276f21ef3d4e2f450ae7e15 \
+    --hash=sha256:7fb4bdf95b0561a79f259f9d28fbc109728c5ee7f27aff6391f0ca703a329abe \
+    --hash=sha256:819c054312f1af92947e6a55883d1b66feefab11531a7fc45e0fb9b63880b5c2 \
+    --hash=sha256:8560b4d712474335d08907db7973f71912d3a9a8f1dee992ec06b5d2fe359496 \
+    --hash=sha256:86a6dab78b0e43e2897a3bbe15745aa60dc5423ca437b7b0b164c069bf91b876 \
+    --hash=sha256:87a5eea1b2a5e21e1ebdbb33ad4165359189327e63fc4e4894693e7f821ac817 \
+    --hash=sha256:896e12dfdbbab9d8f7e16d2b28c6769a60126fa92095d1ebf9473d02593a2448 \
+    --hash=sha256:8f6bb621e5863cfe8fe5ff5468002d200ec31f30f1280b259dc505b02595099e \
+    --hash=sha256:90d53f1609c29ccc2193945ef732428382a28f78d0456ae4d3daf0d48b74f0f6 \
+    --hash=sha256:915fbb7b41b115192259f8c9ae58f3ddc444d2b5579917270211858e606a4afd \
+    --hash=sha256:93b032b5ec3255473c143627d21a69ac74ae12f7f33974cb587c564d11b1066f \
+    --hash=sha256:94da27378da0610e341c4d30de29a191672683cc82b8f9556e8f7c7212a020fe \
+    --hash=sha256:979ed4717f59b8bb12e3963378fa285d93d367e15bcd66c721311826d3c44a6c \
+    --hash=sha256:97e704dcd26271f5bda3fa07c3ce0fb76d6d3f8659f4baa1a24442cc9ba177ca \
+    --hash=sha256:99abd37084b82f5830c635fddd0b4993b9742a66eb746dacf433c8590e8f9e3c \
+    --hash=sha256:9af6779bfb46abf124068327abcdf9ce95c9ef8287a3e8da76ccf2d0f16c28fa \
+    --hash=sha256:9e8f2d660c350b3d0e259c7a7e3d9b7fc8b41210cbcc3d4a7076ff0a5e5c2fdc \
+    --hash=sha256:a24f677ebe83749039e7bdf862ff0bbb16818ae4193d4ef96505e269375bcce0 \
+    --hash=sha256:a9875b46d910cff3ea2f5962f9d266b465459fe634e22556ab9bd6fc1192eea0 \
+    --hash=sha256:aa00140699487bd435fde4342d85c94cb256b7cd3a5b9c3396c67f19922afda2 \
+    --hash=sha256:ae6be797afdef264e8a84864a85b196ca06045586481b3df8a967322fd2fa844 \
+    --hash=sha256:af8b4b81a960eeaf1234971ac3cd0ba5901f3cd42eae42a46b4d089a8b492719 \
+    --hash=sha256:b165790117eea512d7f3fb22f1f6dad3d55a7189571993eb015591c1401276d1 \
+    --hash=sha256:b238af795833d5731d049d82bc84b768ae6f8f97f0495963b3ed9935c5901cc3 \
+    --hash=sha256:b3a03285a7f9c7b016324574a6d92a1c895da6b978cb8f1deee3ac72bc6da178 \
+    --hash=sha256:b6feea921016eb3d4e04d65fc4e9ca402d1a3801f562aef94989f54694917af3 \
+    --hash=sha256:b6ff7fcee63287ae57b5df3e4f5957ce032122802509246dec1a5bcc55904c95 \
+    --hash=sha256:b821a1f7dedf7e37450654e620038ac3b2e81e8fa6ea269337e97101978ec730 \
+    --hash=sha256:bb2c0c80d431c0d03f2c7dbf125150fedd4f0de17366a7ca33f7ccb822391842 \
+    --hash=sha256:bb33777ea21e8b7ecde0e6fc84f598be0a1192eab1a63bc746d75aa75d38e7bd \
+    --hash=sha256:bcfb80a2cc36fba2534e5e5b5264dc7ae6fcd9bf15256da3e53d2f499e6fa29d \
+    --hash=sha256:bd869c427324e5cb15195793de951295710db28be7d818247f3097b4ab5d4b96 \
+    --hash=sha256:bedb0cd073cc2dc035e30aeb99444389d3cd2113afe4ef9fcd23d439f5bade85 \
+    --hash=sha256:c389c482a7e9b9dc3ee2701ac46c4125297a3818875b9c305ddb603c04828fd1 \
+    --hash=sha256:c6fa4dc7ad6f8109c70bb1499e589f76b0b792baf39f9b017eb92c8a81d0a199 \
+    --hash=sha256:c83afe0ba876be7e943d2e0ba645809ad441575d2840c895c21ee5de93b9377a \
+    --hash=sha256:cb21957bb8aca671c1765e32f58164cf0c50e6bf41c0bbbd16da20732ecaf588 \
+    --hash=sha256:cf4491381b1b57425c315a56a439251b1bdac07b2275f19a8c44bc57744532ec \
+    --hash=sha256:d03f281ed22579314ba00821ce20115a7c0ac430660b4cc05704a3f818b3e004 \
+    --hash=sha256:d35143e27778b4bb0fb189562d7f275bff79c62ab8e98459717c0ea617ff2480 \
+    --hash=sha256:d3b1a184a9a8f548a6b73f1e26b96b052193e4b3175ed7342aaf1151a1f00a04 \
+    --hash=sha256:d44ec478e713ee7f29b439f7eb8dc2b9d4079e11ae114d2c2ac3d5daf30516c8 \
+    --hash=sha256:d9d4e294455b23a68c9b8f042d0e8e377a265bcb15332753695f6e5b6819e0ce \
+    --hash=sha256:de538791a80e5d862addbc183f70f0158ac9b9bb872bb147f1fd2a683691e087 \
+    --hash=sha256:e4e5e0ae56914ecdbf446493addefc0159053dd53962cef37d7839f37f73d505 \
+    --hash=sha256:e509a55f681e6158c20f70f102f9cf61fb20fbc382272bc6d94b7343f2582780 \
+    --hash=sha256:ec8dc383ee57ea3e883477dcca3f11b65d58199f1080acaf4cd6ad9a99698be4 \
+    --hash=sha256:ed09c7eb1c391271c2ed0314a51903e72a3acb653d5ccfc264cdf3ef11f8269d \
+    --hash=sha256:eeea07c4397bbc57719c4eed8f9c284874d4f175f9b6d57f7a1546b976d455ca \
+    --hash=sha256:eefd9cc9b6d4a2db5f00a26bc3e4f9acf71926a6ec557cd56c9c6f27c290b665 \
+    --hash=sha256:f234b4deb12f3ad59127e037bc57c40c21e45b45282df7d3a55a0f409f595296 \
+    --hash=sha256:f380468b09d2a81633ee863b0ec5648d364bd17bb8ecfb8c2f387f7ac1faf42c \
+    --hash=sha256:f5e6ff2bdbb8f4cd3fbe41f99e25bbcd58e3bf9f13d3dd31a11e7917251cc77a \
+    --hash=sha256:f7a16ef45b081454ef844502d87a848876c490c4cb5c650c230f6ec79ed2c1e7 \
+    --hash=sha256:faccab372e66bc76d5731525e7f1143c922271725b9d38c9f97edcc66266b451 \
+    --hash=sha256:fc0cacab7ba4e56f0f81c82a98c09bed2f39c940107b03a34b168bdf7597edd3
     # via
     #   aiobotocore
     #   kubernetes
@@ -149,9 +149,9 @@ annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
     --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.0 \
+    --hash=sha256:b47c1f9ccf73e67021df785332508f99379c68fa7d0684e8e3492cb1d4b23f89 \
+    --hash=sha256:dd9b7a2a9799ed6552fde617b2c5df02b7fdd7d88392fc48101e51bae46164d9
     # via
     #   httpx
     #   mcp
@@ -209,12 +209,13 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonschema
     #   referencing
-bigtree==1.4.1 \
-    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
-    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
+bigtree==1.5.0 \
+    --hash=sha256:1917d90a8bd464289a56e34842cb04d3a8131e6d532352afd33fa822fa397fcb \
+    --hash=sha256:8b0c99b8088b33087f6e16ba71af72480b7543d1b8544a66b10d160a2e1160f3
     # via feast (pyproject.toml)
 boto3==1.43.0 \
     --hash=sha256:80d44a943ef90aba7958ab31d30c155c198acc8a9581b5846b3878b2c8951086 \
@@ -234,9 +235,9 @@ cachetools==7.1.4 \
     --hash=sha256:323dc4127934744db5b54eb4924482d7edafbf9554e820d1531c2e08c0e4ef54 \
     --hash=sha256:437f55a4e0c1b01a4f3077cc470e6991d47430970e36fbcb77e2be0df4fc1cd6
     # via pymilvus
-certifi==2026.5.20 \
-    --hash=sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897 \
-    --hash=sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d
+certifi==2026.6.17 \
+    --hash=sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432 \
+    --hash=sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db
     # via
     #   httpcore
     #   httpx
@@ -479,64 +480,61 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==48.0.0 \
-    --hash=sha256:0890f502ddf7d9c6426129c3f49f5c0a39278ed7cd6322c8755ffca6ee675a13 \
-    --hash=sha256:0c558d2cdffd8f4bbb30fc7134c74d2ca9a476f830bb053074498fbc86f41ed6 \
-    --hash=sha256:16cd65b9330583e4619939b3a3843eec1e6e789744bb01e7c7e2e62e33c239c8 \
-    --hash=sha256:18349bbc56f4743c8b12dc32e2bccb2cf83ee8b69a3bba74ef8ae857e26b3d25 \
-    --hash=sha256:1e2d54c8be6152856a36f0882ab231e70f8ec7f14e93cf87db8a2ed056bf160c \
-    --hash=sha256:22a5cb272895dce158b2cacdfdc3debd299019659f42947dbdac6f32d68fe832 \
-    --hash=sha256:27241b1dc9962e056062a8eef1991d02c3a24569c95975bd2322a8a52c6e5e12 \
-    --hash=sha256:2b4d59804e8408e2fea7d1fbaf218e5ec984325221db76e6a241a9abd6cdd95c \
-    --hash=sha256:2eb992bbd4661238c5a397594c83f5b4dc2bc5b848c365c8f991b6780efcc5c7 \
-    --hash=sha256:369a6348999f94bbd53435c894377b20ab95f25a9065c283570e70150d8abc3c \
-    --hash=sha256:3cb07a3ed6431663cd321ea8a000a1314c74211f823e4177fefa2255e057d1ec \
-    --hash=sha256:40ba1f85eaa6959837b1d51c9767e230e14612eea4ef110ee8854ada22da1bf5 \
-    --hash=sha256:4defde8685ae324a9eb9d818717e93b4638ef67070ac9bc15b8ca85f63048355 \
-    --hash=sha256:55b7718303bf06a5753dcdccf2f3945cf18ad7bffde41b61226e4db31ab89a9c \
-    --hash=sha256:561215ea3879cb1cbbf272867e2efda62476f240fb58c64de6b393ae19246741 \
-    --hash=sha256:58d00498e8933e4a194f3076aee1b4a97dfec1a6da444535755822fe5d8b0b86 \
-    --hash=sha256:59baa2cb386c4f0b9905bd6eb4c2a79a69a128408fd31d32ca4d7102d4156321 \
-    --hash=sha256:5a5ed8fde7a1d09376ca0b40e68cd59c69fe23b1f9768bd5824f54681626032a \
-    --hash=sha256:5b012212e08b8dd5edc78ef54da83dd9892fd9105323b3993eff6bea65dc21d7 \
-    --hash=sha256:5c3932f4436d1cccb036cb0eaef46e6e2db91035166f1ad6505c3c9d5a635920 \
-    --hash=sha256:614d0949f4790582d2cc25553abd09dd723025f0c0e7c67376a1d77196743d6e \
-    --hash=sha256:76341972e1eff8b4bea859f09c0d3e64b96ce931b084f9b9b7db8ef364c30eff \
-    --hash=sha256:77a2ccbbe917f6710e05ba9adaa25fb5075620bf3ea6fb751997875aff4ae4bd \
-    --hash=sha256:7995ef305d7165c3f11ae07f2517e5a4f1d5c18da1376a0a9ed496336b69e5f3 \
-    --hash=sha256:7ce4bfae76319a532a2dc68f82cc32f5676ee792a983187dac07183690e5c66f \
-    --hash=sha256:7e8eac43dfca5c4cccc6dad9a80504436fca53bb9bc3100a2386d730fbe6b602 \
-    --hash=sha256:84cf79f0dc8b36ac5da873481716e87aef31fcfa0444f9e1d8b4b2cece142855 \
-    --hash=sha256:8c7378637d7d88016fa6791c159f698b3d3eed28ebf844ac36b9dc04a14dae18 \
-    --hash=sha256:8cd666227ef7af430aa5914a9910e0ddd703e75f039cef0825cd0da71b6b711a \
-    --hash=sha256:906cbf0670286c6e0044156bc7d4af9cbb0ef6db9f73e52c3ec56ba6bdde5336 \
-    --hash=sha256:9071196d81abc88b3516ac8cdfad32e2b66dd4a5393a8e68a961e9161ddc6239 \
-    --hash=sha256:9249e3cd978541d665967ac2cb2787fd6a62bddf1e75b3e347a594d7dacf4f74 \
-    --hash=sha256:984a20b0f62a26f48a3396c72e4bc34c66e356d356bf370053066b3b6d54634a \
-    --hash=sha256:9be5aafa5736574f8f15f262adc81b2a9869e2cfe9014d52a44633905b40d52c \
-    --hash=sha256:9c459db21422be75e2809370b829a87eb37f74cd785fc4aa9ea1e5f43b47cda4 \
-    --hash=sha256:9ccdac7d40688ecb5a3b4a604b8a88c8002e3442d6c60aead1db2a89a041560c \
-    --hash=sha256:a0e692c683f4df67815a2d258b324e66f4738bd7a96a218c826dce4f4bd05d8f \
-    --hash=sha256:a5da777e32ffed6f85a7b2b3f7c5cbc88c146bfcd0a1d7baf5fcc6c52ee35dd4 \
-    --hash=sha256:a64697c641c7b1b2178e573cbc31c7c6684cd56883a478d75143dbb7118036db \
-    --hash=sha256:ad64688338ed4bc1a6618076ba75fd7194a5f1797ac60b47afe926285adb3166 \
-    --hash=sha256:bd72e68b06bb1e96913f97dd4901119bc17f39d4586a5adf2d3e47bc2b9d58b5 \
-    --hash=sha256:c17dfe85494deaeddc5ce251aebd1d60bbe6afc8b62071bb0b469431a000124f \
-    --hash=sha256:c18684a7f0cc9a3cb60328f496b8e3372def7c5d2df39ac267878b05565aaaae \
-    --hash=sha256:cc90c0b39b2e3c65ef52c804b72e3c58f8a04ab2a1871272798e5f9572c17d20 \
-    --hash=sha256:db63bf618e5dea46c07de12e900fe1cdd2541e6dc9dbae772a70b7d4d4765f6a \
-    --hash=sha256:ea8990436d914540a40ab24b6a77c0969695ed52f4a4874c5137ccf7045a7057 \
-    --hash=sha256:ecde28a596bead48b0cfd2a1b4416c3d43074c2d785e3a398d7ec1fc4d0f7fbb \
-    --hash=sha256:f5333311663ea94f75dd408665686aaf426563556bb5283554a3539177e03b8c \
-    --hash=sha256:fdfef35d751d510fcef5252703621574364fec16418c4a1e5e1055248401054b
+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]==2026.6.0 \
+    --hash=sha256:1539859071065dca379ca592ff76e911cd7965dc466da0040354ab466179189b \
+    --hash=sha256:ae3436bd31ebce2be75edf952bd1fc687a1f11ec03fe8b1bec2903d222344a45
     # via feast (pyproject.toml)
 db-dtypes==1.7.0 \
     --hash=sha256:30951c7cda9e5455e43636eebe041c9a637ff28bc49a95d82cb68759d7625467 \
@@ -548,50 +546,63 @@ dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
     --hash=sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c
     # via feast (pyproject.toml)
-duckdb==1.5.3 \
-    --hash=sha256:0b0b4f088a65d77e1217ce5d7eff889e63fedc44281200d899ff47c84d8ff836 \
-    --hash=sha256:0ce80aed7a538422129a57eaca9141e3afb51f8bf562b1908b1576c9725b5b22 \
-    --hash=sha256:10960400ed60cdf0fe05bab2086fa8eb733889cb0ceca18d07ff9a00c0e0be7b \
-    --hash=sha256:2fa17ecdd5d3db122836cb71bb93601c2106a3be883c17dffddc02fbf3fa7888 \
-    --hash=sha256:3248b49cd835ea322574bc6aac0ae7a83be85547f49d4f5f5777cb380ee6627f \
-    --hash=sha256:33ae08b3e818d7613d8936744b67718c2062c2f530376895bfd89efb51b81538 \
-    --hash=sha256:341a2672e2551ba51c95c1898f0ade983e76675e79038ccb16342c3d6cfb82d7 \
-    --hash=sha256:3d5db8c0b55e072cf437948ebb5d7e23d7b9d03d905fa5f9145583e65aa447f7 \
-    --hash=sha256:4bfa9a4dadf71e83e2c4eaca2f9421c82a54defecc1b0b4c0be95e2389dec4fe \
-    --hash=sha256:50379b85f3a0a169478d54880ef8bf971ecaa85772d05eeaa617d720c7704741 \
-    --hash=sha256:5fd25f533cb1b6b2c84cc767a9a9bab7769bb1aa44571a2a0bfc91ac3e4a38ac \
-    --hash=sha256:6d2835e39bb6af73891f73c0f8d4324f98afe00d0b00c6d34b2a582c2256cbb0 \
-    --hash=sha256:6ef8faf121d7b3ad95aab1c3ce31169a28be49da75abfa6099a1bec2e9a70189 \
-    --hash=sha256:70a18f932cf6d87bd0e554613657a515c1443a1724aacfc7ec5137dd28698b03 \
-    --hash=sha256:746433e49bbc667b4df283153415fbe37e9083e0eff6c3cd6e54de7536869cd4 \
-    --hash=sha256:75d13308c9da3ee431d1e72b8ab720aa74a1b3e9159d4124cb62435924496334 \
-    --hash=sha256:787df63824f07bf18022dbc3b8ca4b2bfab0ebe616464f55c6e8cd0f59ea762e \
-    --hash=sha256:8001eccbc28be244dfd04d708526f34ddd6460b47a8aeb5d0e39d6f7f9e3fe15 \
-    --hash=sha256:9fb7516255a8764545e30f7efacea408cc847764a3027b3b0b3e7d1a7bebbc5c \
-    --hash=sha256:a3fb3bad9bc1a3e101d66d33269142ce075dc3d75202ba74ba97d7e44c50b9cd \
-    --hash=sha256:aea7baf67ad7e1829ac76f67d7dcbd7fb1f57c3eb179d55ac30952df4709ae30 \
-    --hash=sha256:bb5bb5dcdd09d62ee60f0ddbbef918e71cce304ffe28428b1131949d39ffaabf \
-    --hash=sha256:c5f18e7561403054433706c187589e86629a7af09a7efc23a06a8b308e6acc68 \
-    --hash=sha256:c9e8fa408705081160ede7ead238d16e73a36b8561b700f2bf2d650ae48e7b92 \
-    --hash=sha256:d0405eae18ec6e8210a471c97dbfe87a7e4d605274b7fe572a1f276e92158f13 \
-    --hash=sha256:d37650ec3ec8a951400ea12dc77edaea88e0baeda34801792776f95f2f922f4f \
-    --hash=sha256:dd00f70231951a619908471b7b6397232ff3be8ccd1f49a47f1a2ccac59eaba1 \
-    --hash=sha256:df39428eb130faa35ae96fd35245bdeae6ecf43936250b116b5fead568eb9f16 \
-    --hash=sha256:e75a6122c12579a99848517f6f00a4e342aebda3590c30fe9b5cc5f39d5e6afc \
-    --hash=sha256:e80eb4d0fb59869cb2c7d7ef494c07fb92014fe8e77d96c170cd1ebc1488a708 \
-    --hash=sha256:f4eff89c12c3a362efa012262e57b7b4ab904a7f79bad9178fe365510077abe8 \
-    --hash=sha256:fd3963c1cb9d9567777f4a898a9dbe388a2fe9724681801b1e7d6d93eecf1b76 \
-    --hash=sha256:fdc65233f0fcf9022e4c6a8ba2ba751a79deb291501073d660afb1aa9874051f \
-    --hash=sha256:fe8d0c1f6a120aa03fa6e0d03897c71a1842e6cf7afd31d181348391f7108fe1 \
-    --hash=sha256:ff11a457258148337ef9a392148a8cdbd1069b6c27c21958816c7b67fe6c542d
+duckdb==1.5.4 \
+    --hash=sha256:02dd9f9a6124069213f13e3a474c208028c472fe1acdae12b38761f954fe4fc6 \
+    --hash=sha256:0cda263d8c20addb8d4f95464787cbe0af1144f7ab7e21db3709fb826ee01725 \
+    --hash=sha256:0cf932055061e544d3fa27cc6c147da25f3f681ee5980157fb55e77d6c2d9c63 \
+    --hash=sha256:0f32ad7e0286c1c29ab6c73b29118c86101f8eee46aae54f54d0b50916f542f6 \
+    --hash=sha256:0f8722346024e5d9f02b58bf7b0491a629f97fdc8a04a10e432940f471ee387a \
+    --hash=sha256:136cea7f886b78caf4035485b4b1e766e8b309e999f9e83a966f81ebb8122844 \
+    --hash=sha256:262f068158beb5943f2c618f4e54b46db8306b959f90dce956f90a89f613673d \
+    --hash=sha256:266c7c909558ce7377f57d082cee408aadebdd9111be017558ca54e44a031037 \
+    --hash=sha256:291a9e7502551170af989ff63139a7a49e99d68edbc5ef5017ac27541fe54c65 \
+    --hash=sha256:3565550adbf160ef7a2ee3395470570182f11233983ad818bd7d5f9e349f92b2 \
+    --hash=sha256:360f2542d09759c3739400f8b787e29b43ba0da665c21756216291458bf6fc59 \
+    --hash=sha256:3ddd9533ce80f9b851bdd6276960a9286166514a9ceca43d5bc2f0d5842c490d \
+    --hash=sha256:3fb41d9cfccb7e44511eeeed263ae98143ca63bdb1ef84631ba637c314efa1b5 \
+    --hash=sha256:3fb6f07d54ecf4d0d3c5179a2361fdddfafa14de4fc42696de4632479b703421 \
+    --hash=sha256:42a612e67d64450b446eb69695290d460713eef46e0f64467ab9dfe96264ee05 \
+    --hash=sha256:4647968629d0677bbcc2416c7aeda8685eb84e4ca15a6dbd4f82a66cfc91a532 \
+    --hash=sha256:4c430e788d99b50854209bf2833ba36a45df75e57f86efb477046cd408bbd077 \
+    --hash=sha256:4d2307a76d199077b0055b354e90e857479461a0d875437535dd4833172c8b6d \
+    --hash=sha256:698ec90bd5d5538bd5f6d212a4b61af443d240703cf45f134738535026556ea5 \
+    --hash=sha256:6dcbb81a1276bc48deb4d562bce4f8895e4fc6348750a096e30052345c6d6552 \
+    --hash=sha256:73f4878a3012283024a64a1909e440aac12091ef336f671fc142f7e87449ce0c \
+    --hash=sha256:83e8c089bbb756ca4471d8b05943b80a106058697cf00615e70423106bb783bc \
+    --hash=sha256:8ba7b666bc9c78d6a930ee9f469024149f0c6a23fb7d2c3418aad6774339bec0 \
+    --hash=sha256:8f935ef210ab00bc94bb1e3052697adaa36bb0ce7bdfeda8b0f34e2ff1643870 \
+    --hash=sha256:9d9e6817fcbc09d2605a2c8c041ac7824d738d917c35a4d427e977647e1d7944 \
+    --hash=sha256:a9a10dc40469b9c0e458625d2a8359461a982c6151bb53ff259fea00c4695ad4 \
+    --hash=sha256:bd6777e8ddd74fb603a6d09766bfcff28638189f8aaa61fc0dffd9e9a4baa8e5 \
+    --hash=sha256:c2d58d39f5e65419cdc27e3875cba4a729a3bbf6bf4016aefb4a2a65335a1d42 \
+    --hash=sha256:ccc7f2694d02b4763fee61021d45e12f7bc5743993686563957df0cef799fbae \
+    --hash=sha256:e2dc8340cfb6006025a798c50f40126d6e945a1d2487be94667bb4166556ce7b \
+    --hash=sha256:e8fcef301cf68d3951ea1eb8ac4d76cea0a6f6a08f4c78fe4026fc96d217bebc \
+    --hash=sha256:f14e79a006341f29ee5a2692a24dac5114e77533d579c57ec39124adf0135033 \
+    --hash=sha256:f6f39cd0dc6948dee17fd130aec55114f97a8ef6e1db519b9774087962bc5c8c \
+    --hash=sha256:f9e32f1cdd106793d79d190186bed9e75289d51e68bd9174e47c04bffedeab6f \
+    --hash=sha256:ff96d2a342b200e1ec6f1f19986c77f4ac16a49b6112f71c5b763989203a9d60
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
     --hash=sha256:3b41e1b601234296b4fb368338fdcd3e13e0b4fb5b67345948f4f2bf9868b286
     # via kubernetes
-fastapi==0.136.3 \
-    --hash=sha256:3d2a69bdf04b7e9f3afa292c3bc7a98816bbfafa10bc9b45f3f3700d2f761620 \
-    --hash=sha256:e487fae93ad408e6f47641ee4dfe389864fd7bec92e547ea8498fc13f43e83ab
+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==0.138.0 \
+    --hash=sha256:b6f54fd1bd72c80b0f899f172c61a600f6f7af9b43d4d772a018f35624048cb0 \
+    --hash=sha256:d445a4877636ad191e7053e08c9bf98cb921a6756776848400bb773d1740c061
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -599,9 +610,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.29.1 \
-    --hash=sha256:85199dfd706869641b72b2e8955d5416a4b2b7dc4b0e8e6d97b4cc1299a6983b \
-    --hash=sha256:d97e6b1b9757569626c58caa07dc4beb1613f4a2938b1e8cc81afca398906c9e
+filelock==3.29.4 \
+    --hash=sha256:10cdb3656fc44541cdf30652a93fb10ec6b05325620eb316bd26893e4201538a \
+    --hash=sha256:dac1648087d5115554850d113e7dd8c83ab2d38e3435dde2d4f163847e57b767
     # via snowflake-connector-python
 frozenlist==1.8.0 \
     --hash=sha256:0325024fe97f94c41c08872db482cf8ac4800d80e79222c6b0b7b162d5b13686 \
@@ -737,9 +748,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-fsspec==2026.4.0 \
-    --hash=sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2 \
-    --hash=sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4
+fsspec==2026.6.0 \
+    --hash=sha256:02e0b71817df9b2169dc30a16832045764def1191b43dcff5bb85bdee212d2a1 \
+    --hash=sha256:f5bac145310fe30e16e1471bd6840b2d990d609e872251d7e674241822abf01a
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -755,9 +766,9 @@ google-api-core[grpc]==2.31.0 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.53.0 \
-    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
-    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
+google-auth[pyopenssl]==2.55.0 \
+    --hash=sha256:a17cef9dedf98c4ebae2fb0c48c8f75952c877cbc2efe09f329ef16c2783d88a \
+    --hash=sha256:fcd3a130f575fa36403d38774af1c64a4fbfbca09215f0589d2372b5119697cb
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -775,9 +786,9 @@ google-auth-oauthlib==1.4.0 \
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.1 \
+    --hash=sha256:159143c1b7248858f35549c09efea5d031c2883145623419ea7c505a50c0899a \
+    --hash=sha256:3c6878f424fc2b21f0bb414ca7262abd008465575a7b7c44c552105278a18914
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
@@ -785,9 +796,9 @@ google-cloud-bigquery-storage==2.39.0 \
     --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
     --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.38.0 \
-    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
-    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
+google-cloud-bigtable==2.39.0 \
+    --hash=sha256:4af2dd1babb799ee2509f9c7eb02904fdd841abc360a09f4ec3bc414dba7d2cc \
+    --hash=sha256:7f6ce53cc18beba84bdfc6eff4c3367bdaed16d46c5821e3189eb27cddeb6be6
     # via feast (pyproject.toml)
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -861,58 +872,58 @@ grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.81.0 \
-    --hash=sha256:0fba53cb96004b2b7fb758b46b2288cb49d0b658316a4e73f3ef67230616ee65 \
-    --hash=sha256:194eddfacc84d80f50512e9fd4ee851d5f2499f18f299c95aa8fb4748f0537e0 \
-    --hash=sha256:19f201da7b4e5c0559198abe5a97157e726f3abe6e8f5e832d4a50740f6dcc22 \
-    --hash=sha256:21ec30b9ea320c8207ea7cd05873ad64aa69fdd0e81b6758b3347983ba20b50a \
-    --hash=sha256:275144b0115353339dbb8a6f28a9cf8997b5bf40e37f8f66ac0b0ea57e95b43f \
-    --hash=sha256:300f3337b6425fd16ead9a4f9b2ac25801acb64aa5bc0b99eb69901645b2b1d2 \
-    --hash=sha256:3755c9669307cad18e7e009860fdea98118978d2300451bd8530a53048e741e7 \
-    --hash=sha256:3d4e0ce5a40a998cf608c8ba60ecfe18fdf364a9aa193ae4ac3faeecd0e86757 \
-    --hash=sha256:40edffb4ec3689373825d367c4457727047a6e554f03245265ecc8cc03215f22 \
-    --hash=sha256:43c121e135ae44d1559b430db2b2dfad7421cbbe40e1deba506c7dc62b439719 \
-    --hash=sha256:4e032feb3bfb4e2749b140a2302a6baa8ead1b9781ff5cf7094e4402b5e9372e \
-    --hash=sha256:5192857589f223e5a98ff0e31f6e551b19040e647d17bfe10116c8a2ce3b8696 \
-    --hash=sha256:57b3b0e73a518fa286959b40c3eddd02703504ca186e8b7b2945954519bd8b2c \
-    --hash=sha256:5e925a70fe99fe5794f7beca0ea034c75f068afcc356d79047e73f99cdcca34c \
-    --hash=sha256:62bbe463c9f0f2ff24e31bd25f8dd8b4bae78900e315915a3195a0ef1471a855 \
-    --hash=sha256:638ccc1b86f7540170a169cb900799b9296a1381e47879ce60b0de9d3db73d33 \
-    --hash=sha256:725801c7086d7e4cd160e42bb2f54e0aeb976b9568df3cc6f843b15d29b79fb1 \
-    --hash=sha256:77eb4e9fe61486bd1198cc7236ebb0f70e66234e63c0348f40bc2553ed16a88b \
-    --hash=sha256:7915a2e63acdc05264a206e1bddfd8e1fb8a29e406c18d72d30f8c124e021374 \
-    --hash=sha256:794e6aa648e8df47d8f908dc8c3b42347d04ec58438f1dcd4e445f09b4f6b0ce \
-    --hash=sha256:8226ba097eed660ef14d36c6a69b85038552bb8b6d17b44a5aa6f9abf48b8e08 \
-    --hash=sha256:87e33b7afcfb3585121b5f007d2c52b8c534104d18f556e840d35193ca2a9141 \
-    --hash=sha256:8bb1789c94322a13336a2b6c58d9c14d68f8628b6e24205a799c69f5bf8516ce \
-    --hash=sha256:8c0855a350886f713b9e458e2a10d208009dcaa849f574e39cd6067db1fe1279 \
-    --hash=sha256:909bb3222b53235498d2c5817a0596d82b0aaea490ba93fdf1b060e2938a543c \
-    --hash=sha256:97bbd623f7ded558fd4f7cb5a4f600c4d4de65c5dd364c83a5b14b2a10a2d3b5 \
-    --hash=sha256:98c6240f563178fc5877bd50e6ff274463e53e1472128f4110742450739659fa \
-    --hash=sha256:9f355384e5543ab77a755a7085225ecc19f32b76032e851cbd8145715d79dec8 \
-    --hash=sha256:a524cd530900bd24511fcb7f2ed144da4ea37711c4b094475d0bceca7a93a170 \
-    --hash=sha256:a5acd7efd3b1fe9b4eb0bcaaa1507eed68a0ad0678b654c3f7b464df9ba9dca5 \
-    --hash=sha256:a9351055f52660b58f3d4890ea66188b5134399f82b11aa0c55bd4b99eff5390 \
-    --hash=sha256:aa948712c8e5fa40ec250870bda14bc7578e1bb832a8912d9d2a0f720518edbe \
-    --hash=sha256:aaaa4f7f2057d795952e4eacf3f342be8b5b156992f6ac85023c8b98794ebd47 \
-    --hash=sha256:b4108e5d9d0f651b7eea749116181fe6c315b145661a80ec31f05ec2dbe21af7 \
-    --hash=sha256:b76ea9d55cd08fcdbda25d28e0f76679536710acb7fbd5b1f70cb4ac49317265 \
-    --hash=sha256:b8b025b6af43ee0ad4a70307025d77bcab5adde7c4597786010d802c203e9fc5 \
-    --hash=sha256:b93cee313cae4e113fbb3a0ce1ea5633db6f63cfde2b2dc1d817429026b2a50b \
-    --hash=sha256:c197e2ef75a442528072b29e9755da299110e8610e8bcbb59a6b4cf55384f005 \
-    --hash=sha256:c36f5d5e97944cbda2d4096b4ae262e6e68506246b61582acf1b8591607f3ccc \
-    --hash=sha256:c4fe218c5a35e1d87a5a26544237f1fa41dfd9cbd3c856b0810a30061f8b0aaf \
-    --hash=sha256:c6ff087cb1f563f47b504b4e29e684129fc5ae4863faf3ebca08a327764ee6cb \
-    --hash=sha256:cd78145b7f7784661c524624f3526c9c6f891b30a4b54cb93a40806d0d0d61e9 \
-    --hash=sha256:db217c2e52931719f9937bd12082cd4d7b495b35803d5760686975c285924bf8 \
-    --hash=sha256:dbdb99986548a7e87f8343805ef315fd4eb50ffaabf4fb1206e42f2542bb805d \
-    --hash=sha256:e4d053900a0d24b75d7521139a3872150301b3d6bde3bed5e12318fb25791e4d \
-    --hash=sha256:e7746ba3e6efc9e2b748eff59470a2b8684d5a9ec607c6580bcaa5be175820bc \
-    --hash=sha256:f345de40ef2e65f63645d53d251824e6070e07804827c5b00ec2e44555f9f901 \
-    --hash=sha256:f750a091fff3a3991731abc1f818bdc64874bb3528162732cb4d45f2e07821a6 \
-    --hash=sha256:f85570a016d794c29b1e76cf22f67af4486ddbe779e0f30674f138fa4e1769ec \
-    --hash=sha256:fbbe81314a9d92156abce8b62c09364eb8bafc0ca2a19919a45ec64b5c6cb664 \
-    --hash=sha256:ff83d889e3ebf6341c8c7864ad8031591ad5ca61599072fc511644d1eb962d2b
+grpcio==1.81.1 \
+    --hash=sha256:0490c30c261eded63f3f354979f9dc4502a9fb944cccb60cd9dc85f5a7349854 \
+    --hash=sha256:0a37165cc80b1a368384b383e63a4c38116a10467ae44c904d2d7468c4470ec2 \
+    --hash=sha256:12b7524c88d4026d3dcb7b0ebe16b6714f3b4af402ddd0f0639ab064a00c87c3 \
+    --hash=sha256:15641444eca4a29358107b3dceb74c1c6305c55c822fd199b458aaea4068a7fb \
+    --hash=sha256:1b22c80559854b789a01fd89e8929b3798a156c0829b5282a8939f33ad4115ad \
+    --hash=sha256:1e123f9b37edb8375fd74130d1f69c944bbf0a7b06761ae7211154b8759e94d2 \
+    --hash=sha256:24c8e57504c8f45b237e40b99262d181071e5099a07053695b75d97bb53053a0 \
+    --hash=sha256:2c2e2ae6867c2966b8daccc836d54a13218e0007e9a490aeb81dd05be64d22d7 \
+    --hash=sha256:30e825f6848d9f18bba350ed6c75c1b02a0b5184474a31db9a32b1fa66fd8c79 \
+    --hash=sha256:3768a5ff1b2125e6f552e561b6b2dca0e64982d8949689b4df145cf8b98d7821 \
+    --hash=sha256:3ad74f8bb1a18963914c5452d289422830b39459e8776ebbcd207be1fbfb1d94 \
+    --hash=sha256:410482da976329fe5f4067270401b12cf2bd552ff8020f054ecfaddb5475f9d6 \
+    --hash=sha256:428bec0161b48d8cf583c068591bc0016d0d9cfff52462b72b3884861ea768c5 \
+    --hash=sha256:506f48f2f9c29b143fca3dad7b0d518c188b6c9648c75a2ae6e2d9f2c13a060b \
+    --hash=sha256:58ad1131c300d3c9b933802b3cc4dc69d380822935ba50b28703156ea826fbf7 \
+    --hash=sha256:592b5fee597faa91cce2dd294dd7d9a1c83d76c4dbf877e33ec1adb866b2fbed \
+    --hash=sha256:61233fe8951e5c85dff81c2458b6528624760166946b5b47ea150a589168411f \
+    --hash=sha256:62481553b1793a27e9b9c3cf9e5bd483ef045ca72462592074b46d42b0c4d9b9 \
+    --hash=sha256:6282caffb41ec326d4cb67ca9cf53b739d1b2f975a2acb498c7418e9f7d9a416 \
+    --hash=sha256:69ef28e54fc85397f91b8c19592b8ef3d81952080366914823bd8572a2958120 \
+    --hash=sha256:6f9a0c9c1cc15c112d1c053064fd032b64917062292c3d70aea280e02ae10b77 \
+    --hash=sha256:6fa10a767143a5e82e8eaab53918af0cd8909a57a27f8cb2288b80a613ac671b \
+    --hash=sha256:766bc7c9a9c340342f4c864ccbda8e78111e4751f13b895812b9c148fb79e9d0 \
+    --hash=sha256:78e29211f26da2fdd0e9c6d2b79f489476140cf7029b6a64808ade7ca4156a42 \
+    --hash=sha256:819edbdcb42ab8598b494bcf0222684bbb7a3c772bd1b1f0be7e029a6063c28e \
+    --hash=sha256:85b10a45b8993d195c4f3ff57025b8d1e11834909ee475c403bfa60cb4caefaf \
+    --hash=sha256:88268ca418cacea64cecb0d1d600d3c6b3a8038fcba02e1e205178c5b1f47661 \
+    --hash=sha256:8b39472beafc0bdcafc4c8c73ad082ebfdb449d566897a61e7acb4fa88089115 \
+    --hash=sha256:8ea1936c26b99999b27479853039a7f34713f56c49375ad52b38535ec93a796c \
+    --hash=sha256:98a07f9bf591e3a8919797bee1c53f026ba4acd587e5a4404c8e57c9ec36b2a5 \
+    --hash=sha256:a185a04039df6cae8648bc8ab6d6fde7bf94f7188ecf7828e76ac52eef1e41d6 \
+    --hash=sha256:a35009284d0d3d5c2c9601c164a911b8b4331608d98a9a66d47d97bb2f522b70 \
+    --hash=sha256:a3acb384427816dd5d470f47e62137b87f74da694faa8a50147012cf40df276a \
+    --hash=sha256:aa2ba7d2ad6df4d80127cea65e5b8d5e2c3adbf153ff4804452836328aca7c54 \
+    --hash=sha256:b10e1ff4756ed27d5a29d7fc79cfce7ef1ff56ad20025b89bac7cf79e09abbbe \
+    --hash=sha256:b137f4bf3ada9dc44d411478decc6ff09a79ed30b306cd2abaa98408c3588137 \
+    --hash=sha256:b259a04a737cb3496be0901328eb8b7552ed8df4865d8c8f1cf1bffcfc0776a3 \
+    --hash=sha256:b427c19380991a4eaab2f6144b64b99b412043314c6bf4ab544f97bb31ee4190 \
+    --hash=sha256:bb693b1e3d9a2f3fd228e2110daf4b5aeedb36761ca1e4282f74725f6d89f611 \
+    --hash=sha256:c261d74b1a945cf895a9d6eccd1685a8e837531beaab782da4d630a8d12deffb \
+    --hash=sha256:c5bf2dc311127d91230cc79b92188c082634a06cf66c5234db49a43b910183b0 \
+    --hash=sha256:ca1cc11d82677b9662082e5478b7528e2b7db7beaa6bdff42bd62789d81be399 \
+    --hash=sha256:d4b2dddfc219f54f956ccd53cf76a1d338ffe68fc7f2849ec9c7feb9927ff692 \
+    --hash=sha256:d71d30f2d92f67d944631c523713934fee37292469e182ebcd2c1dd8a64ce53f \
+    --hash=sha256:d865db4a6318e1c1bea83292e0ed231090538fc4ca45425b0f0480eb338bbc6e \
+    --hash=sha256:e2aa72e3ce1770317ef534f63d397b55e130725f5149bd36077c3b539019db27 \
+    --hash=sha256:e3657301562ac3cb8018d30d0d3ebfa39932239f7b5703422057ef14b69949f5 \
+    --hash=sha256:e64dd101d380a115cc5a0c7856788adb535f1a4e21fc543775602f8be95180ae \
+    --hash=sha256:e8ca6a1fcdb2943c9cbc1804a1baf3acb6071d72a471591678ded84218006e14 \
+    --hash=sha256:edb59506291b647a30884b1d51a599d605f40b20af4a7dc3d33786a47a31de60 \
+    --hash=sha256:f9a0ebbe45c29b5e5866593c12b78bd9035f0f0f0d4bc8361680cd580d99db49
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -925,18 +936,19 @@ grpcio==1.81.0 \
     #   grpcio-health-checking
     #   grpcio-reflection
     #   grpcio-status
+    #   milvus-lite
     #   pymilvus
-grpcio-health-checking==1.81.0 \
-    --hash=sha256:09f31674f1acdcf214bc4e640ebbbbef165b077a1fd64834795196d52bfdce39 \
-    --hash=sha256:1024304a85eecddb7a08cb16e157a36dd1c5b08bdabba09f844a71d7e47c994f
+grpcio-health-checking==1.81.1 \
+    --hash=sha256:cbc6a4171825ec64389de2f062d296ba129a5c27eefd0dd55fa837909184bdf9 \
+    --hash=sha256:ecc61480e25058a4a04e11e4ab6900ad7439b32e60a8ce4ece7d9f219221c85d
     # via feast (pyproject.toml)
-grpcio-reflection==1.81.0 \
-    --hash=sha256:5191db7aa6cab1b6981b0879fa44fdcdd43ba644f0301c40b976f813eb4eff06 \
-    --hash=sha256:85322a9c1ab62d9823b1262a9d78d653b1710b99b5764cdcef2673cfe352b9c1
+grpcio-reflection==1.81.1 \
+    --hash=sha256:3d7160000f5fdd0e241f9b1a3d402f15ebcd5f281be105b374a025f38c6434a8 \
+    --hash=sha256:d82fc4ac39dd5dcfd63e577075f6a68eac4a765e66a453914bbf57caf35665d0
     # via feast (pyproject.toml)
-grpcio-status==1.81.0 \
-    --hash=sha256:10eb4c2309db902dc26c1873e80a821bf794be772c10dfd83030f7f59f165fab \
-    --hash=sha256:b6fe9788cfdd1f0f63c0528a1e0bfdb41e8ff0583e920d2d8e8888598c01bb69
+grpcio-status==1.81.1 \
+    --hash=sha256:08072fa9995f4a95c647fc6f4f85e2411573d00087bcabdf30f260114338f232 \
+    --hash=sha256:9389a03e746017b10f0630c064289201458f3ce01f5d7ef4b0bebc1ef6cf82ad
     # via google-api-core
 gunicorn==26.0.0 \
     --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
@@ -1161,9 +1173,7 @@ 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
@@ -1363,19 +1373,17 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.2 \
-    --hash=sha256:8e02db104096d1c25b28e64bde29a5c32b31bc241710213e12fd4d84985bdfef \
-    --hash=sha256:d6ff5160c6ca65d93013626efb3fc249de683c30b2d8570755ceddd490344de5
+mcp==1.28.0 \
+    --hash=sha256:559d3f9943674cafbe5744c5d3794f3237e8b47f9bbc58e20c0fad680d8487c2 \
+    --hash=sha256:9c1e7cf3a9125557e418ecd4fed8e9adddce81b0dfdae4d6601d700f5beb71a4
     # via 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
+milvus-lite==3.0 \
+    --hash=sha256:2c35d0d046b1faae3402cde1fb73d65f51ee8c6aba65f54de1dda46f7bb18b9b \
+    --hash=sha256:d9a094eab84bdaa4253da3721482282c939da1cce6f4e1759f947e8d3e53406e
     # via feast (pyproject.toml)
 mmh3==5.2.1 \
     --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
@@ -1764,7 +1772,9 @@ numpy==2.4.6 \
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   ibis-framework
+    #   milvus-lite
     #   pandas
     #   pandas-gbq
 oauthlib==3.3.1 \
@@ -1853,6 +1863,7 @@ packaging==26.2 \
     # via
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   google-cloud-bigquery
     #   gunicorn
     #   ibis-framework
@@ -2197,6 +2208,7 @@ pyarrow==24.0.0 \
     #   db-dtypes
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
     #   pandas-gbq
     #   snowflake-connector-python
 pyarrow-hotfix==0.7 \
@@ -2346,9 +2358,9 @@ pydantic-core==2.46.4 \
     --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
     --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.1 \
-    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
-    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
     # via
     #   fastapi-mcp
     #   mcp
@@ -2369,18 +2381,19 @@ pyjwt[crypto]==2.13.0 \
     #   feast (pyproject.toml)
     #   mcp
     #   snowflake-connector-python
-pymilvus==2.6.15 \
-    --hash=sha256:329a20fed7eb78607306ec80289f55151d9238bcfd3ecc61605b653c268326aa \
-    --hash=sha256:c9e67810b40973d917010c176c6c07d3221a8c65b577bd924ae74fb222da8500
+pymilvus==3.0.0 \
+    --hash=sha256:57c8e7c87fbbf579f122b4df893949bc78e50bca2988527864891bd544817b05
     # via feast (pyproject.toml)
 pymysql==1.2.0 \
     --hash=sha256:62169ce6d5510f08e140c5e7990ee884a9764024e4a9a27b2cc11f1099322ae0 \
     --hash=sha256:6c7b17ca686988104d7426c27895b455cdeea3e9d3ceb1270f0c3704fead8c33
     # via feast (pyproject.toml)
-pyopenssl==26.2.0 \
-    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
-    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
-    # via snowflake-connector-python
+pyopenssl==26.3.0 \
+    --hash=sha256:46367f8f66b92271e6d218da9c87607e1ef5a0bc5c8dea5bb3db82f395c385a3 \
+    --hash=sha256:589de7fae1c9ea670d18422ed00fc04da787bbde8e1454aea872aa57b49ad341
+    # via
+    #   google-auth
+    #   snowflake-connector-python
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
     --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
@@ -2668,6 +2681,7 @@ setuptools==80.10.2 \
     #   feast (pyproject.toml)
     #   pandas-gbq
     #   pydata-google-auth
+    #   pymilvus
 shellingham==1.5.4 \
     --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
     --hash=sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de
@@ -2710,77 +2724,77 @@ sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
     --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
     # via snowflake-connector-python
-sqlalchemy[mypy]==2.0.50 \
-    --hash=sha256:03f4323c980ad0e918cc9e5369b015f759f4e534db5bbaf4dc36832c10d05064 \
-    --hash=sha256:06a9210bdc5f4298cff0781087e2ff45683922252dacc452846373a58761f093 \
-    --hash=sha256:0a31c5963d58d3e3d11c5b97709e248305705de1fdf51ec3bf396674c5898b7e \
-    --hash=sha256:0e104e196f457ec608eb8af736c5eb4c6bc58f481b546f485a7f9c628ee532be \
-    --hash=sha256:0f5e4ac70e9e757f6b3e87c0491ff034442ecd8dfd36d041a50564c322dafc0e \
-    --hash=sha256:0fe7822866f3a9fc5f3db21a290ce8961a53050115f05edf9402b6a5feb92a9f \
-    --hash=sha256:0fec460e18cdbb4c7773531122ce9a27e96c6ca17af3933941d94da475ad2c86 \
-    --hash=sha256:110fdac56ace278949f00de805edacbd6141e382d992f9ba28238b3a0827a600 \
-    --hash=sha256:1208050441471d003b7c8cb4054fb084f185cf35ac3f0ea270803865bca9939a \
-    --hash=sha256:13b85b20f9ab714a666df9d8e72e253ec33c16c7e1e375c877e5bf6367a3e917 \
-    --hash=sha256:15708c613cd5005b7dffe1f66ee6a63ee8f5e46799f71c70ebad74178c676a39 \
-    --hash=sha256:1918a3cf564d16d95bca7301005f41ab2ad50b07cd3b9da50d3ed986db148d6a \
-    --hash=sha256:1aa6e403663a9c43c8fef7ce4bdb4cf48bcd8d352e91deda2a99f963270bd508 \
-    --hash=sha256:1c5f858fe79c9f5d8fda065c06186356acb7f8df3cd52dbd5ee3f200e4b144f5 \
-    --hash=sha256:1fbd55a969d7ac44a98e3dec75016074f809fa08f871585ace58dde110d1bf3e \
-    --hash=sha256:23ae23d8b9d344d30d0a92f06d45825024a5790f1c1dd4cf452636a50d3e58cb \
-    --hash=sha256:27b7062af702c61994e8806ad87e42d0a2c879e0a8e5c61c7f69d81dabe24fdf \
-    --hash=sha256:287086e67275a212c4582d166a6fb03a65ccc5551d80866270ce0dd9f34eccd3 \
-    --hash=sha256:2b9dcc43afef8ac157cd92fce96985d6b8b0cfbd3df4d666f66b4d55a75d202f \
-    --hash=sha256:2c1920cde9d741ba3dda9b1aa5acd8c23ea17780ccfb2252d01878d5d0d628d3 \
-    --hash=sha256:2dab927761d9108550f0cf8e66ff21af56f907a0ce0a689793db615e2b55f62c \
-    --hash=sha256:31648fa14460537e768a7303b078e4344d208e0d23e06867c1f376a227ed82db \
-    --hash=sha256:3699dac4be410e97049a1658e9480da9cde956594aa0f3aebc60b88f21c5ba70 \
-    --hash=sha256:3d10700bd519573f6ce5badbabbfe7f5baea84cdf370f2cbbfb4be28dfddbf1d \
-    --hash=sha256:409a8121b917116b035bedc5e532ad470c74a2d279f6c302100985b6304e9f9e \
-    --hash=sha256:47b71b933e7b4ebad407c8fdfd70d2c4f08b78b3238bb30eebdd6eb32ca51b89 \
-    --hash=sha256:4a8e8af330cbb3a1931d3d6c91b239fc2ef135f7dd471dfa34c575028e0b1fa8 \
-    --hash=sha256:51b637a84f9fa35ae1f9017e786cb142974a25305085e1b378b3647a67f65ad3 \
-    --hash=sha256:545eae198d37bcf837a10ede3684e2af32458d6f35c597c35c2de7502dc38fc4 \
-    --hash=sha256:60922d6599065ddca2c6f376b9aa2f41a6b85a271725e0909490bbc50b1998a5 \
-    --hash=sha256:66e374271ecb7101273f57af1a62446a953d327eec4f8089147de57c591bbacc \
-    --hash=sha256:68b154b08088b4ec32bb4d2958bfbb50e57549f91a4cd3e7f928e3553ed69031 \
-    --hash=sha256:6c206aec519a2e7bd08abbfb33436e325fd22c632d9c21a9047e376ce241646e \
-    --hash=sha256:724f3dcbe53dd0151e3cb5e7ec4ba4c620bede579caacd16275dc35ce06e8615 \
-    --hash=sha256:7af6eeb84985bf840ba779018ff9424d61ff69b52e66b8789d3c8da7bf5341b2 \
-    --hash=sha256:7b1ddb7b5fc60dfa9df6a487f06a143c77def47c0351849da2bcea59b244a56c \
-    --hash=sha256:7e36efdcc5493f8024ec873a4ee3855bfd2de0c5b19eba16f920e9d2a0d28622 \
-    --hash=sha256:83a9fce296b7e052316d8c6943237b31b9c00f58ca9c253f2d165df52637a293 \
-    --hash=sha256:8b53784972ade4f8174b9aa661f31a06f8a936d2cfdd602913ff3c6dd40ae873 \
-    --hash=sha256:8f00e3eb43ba30eb1b238ee03a8a62309486d1321eda3328bb611e0340033ad8 \
-    --hash=sha256:92064363517a3ff8212b5a93b8c62876579d8dfd1ca5b561335f30152d884fa9 \
-    --hash=sha256:9602c07b03e1449747ecb69f9998a7194a589124475788b370adce57c9e9a56e \
-    --hash=sha256:96fbee6b19c19cd1556c8bf9419447cf2ec149ffcab7ab64348c23e54ef8547f \
-    --hash=sha256:9d1af51558029a156a70986b7df88f042b3d158d7c8d8fb5072912d4b32d89c7 \
-    --hash=sha256:adc0fe7d38d8c8058f7421c25508fcbc74df38233a42aa8324409844122dce8f \
-    --hash=sha256:af5607d11ef90fd6a5c0549fe0045dce1663d427426bcfb506dcb5346a85a3b9 \
-    --hash=sha256:b00098cdbdbd38c7be3d568b0c9c3122b8c0ec62b911b57cd5e6e0254d60a76d \
-    --hash=sha256:bef4ac756363227ef6402a75fee025a4bc690f92328e825868939b3b3a446a6d \
-    --hash=sha256:c4e70c46fad30c3bcc6a4708bc0130a3173e11a5b25f0ea4a9d8911b450f1f52 \
-    --hash=sha256:c5c3cdb753a9004183e1ccb634b41611654c989e61bc68617ce878e46d6f1e51 \
-    --hash=sha256:c966932507a4d7d0a37314927dbfcd89720e3f37d2a1e3352e7ae7939fa8e8a0 \
-    --hash=sha256:e195687f1af431c9515416288373b323b6eb599f774409814e89e9d603a56e39 \
-    --hash=sha256:e6e814658818fd165e749e3d8490ef16cc7f379a118c37ada8b0589ffbaaac22 \
-    --hash=sha256:e8e1b0f6a4dcd9b4839e2320afb5df37a6981cbc20ff9c423ae11c5537bdbd21 \
-    --hash=sha256:ea1a8a2db4b2217d456c8d7a873bfc605f06fe3584d315264ea18c2a17585d0b \
-    --hash=sha256:eefd9a03cc0047b14153872d228499d048bd7deaf926109c9ec25b15157b8e23 \
-    --hash=sha256:f96233858e3df43932ac11589e22520da6e8aeb624b03fedfeebb0e8ea213086 \
-    --hash=sha256:faffef4bcc20a1892e65e155293d99d60855bbbc79250ab712819cfd56a8e6bb
+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==30.9.0 \
-    --hash=sha256:20bed04b6482bf13560206cae517f451f46c321e04956ad71271ed1f12ce8802 \
-    --hash=sha256:59b5f74f4d391e32e6980e8cd23cca8d47beac3c0140b711ead9ed05a824a8b5
+sqlglot==30.11.0 \
+    --hash=sha256:1a23c6e2adb41da61fda46b1848d2fa26341d447fc0f0cd5ca21160362100991 \
+    --hash=sha256:cffdee57d1f2f5472dc9f13087e618cf795841172b7d5ef78b63a051a52d2710
     # via ibis-framework
-sse-starlette==3.4.4 \
-    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
-    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
+sse-starlette==3.4.5 \
+    --hash=sha256:83072538bc211a2f68b7b0422226c4af3e9b62e106e07034664b832ca019842a \
+    --hash=sha256:e71bad53323f65573c3864a6c3bd0c1eb6e5f092b2e48082b0c35927d19ca296
     # via mcp
-starlette==1.2.1 \
-    --hash=sha256:4de0082d08c8f6764a85a54cf1120d6939507a19905c7768acad2a9f875d2b89 \
-    --hash=sha256:9b9b5ebb992e67d6093741e63c2f59e4f6fff986f81163c087867bd7b924b3f6
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
     #   feast (pyproject.toml)
     #   fastapi
@@ -2858,12 +2872,10 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-tqdm==4.68.0 \
-    --hash=sha256:b79a3ae57db4c870a55352e43abb33b329557cd75b1483028909286ff22a2c03 \
-    --hash=sha256:c627124266fe7904cabb70e88a940d75a06b889a0b11680307a67c18ce094f19
-    # via
-    #   feast (pyproject.toml)
-    #   milvus-lite
+tqdm==4.68.3 \
+    --hash=sha256:00dfa48452b6b6cfae3dd9885636c23d3422d1ec97c66d96818cbd5e0821d482 \
+    --hash=sha256:39832cc2def2789a6f29df83f172db7416cea70052c0907a57801c5f2fdccb03
+    # via feast (pyproject.toml)
 typeguard==4.5.2 \
     --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
     --hash=sha256:fcf9de18bd945cdb4c7b996e12b4c51ce83f92f191314a6d7cf1739586ec98cf
@@ -3159,97 +3171,97 @@ websockets==16.0 \
     --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
     --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
     # via uvicorn
-wrapt==2.2.1 \
-    --hash=sha256:036dfb40128819a751c6f451c6b9c10172c49e4c401aebcdb8ecf2aec1683598 \
-    --hash=sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624 \
-    --hash=sha256:05d5cb74d1b232ec8cfa130a8f900708699ff2491d97b8f85a4cdc5996294b85 \
-    --hash=sha256:07be671fa8875971222b0ba9059ed8b4dc738631122feba17c93aa36b4213e9a \
-    --hash=sha256:09ac16c081bebfd15d8e4dfa5bdc805990bbd52249ecff22530da7a129d6120b \
-    --hash=sha256:0d9ff006f420b2ec8296aa56ade43ea7da3e997e85769f0aafc5e0661aacb710 \
-    --hash=sha256:0f68f478004475d97906686e702ddbddeaf717c0b68ad2794384308f2dc713ae \
-    --hash=sha256:17de18fc12cea55b8a9587314cb830573e37fb33b247a7515696350863714188 \
-    --hash=sha256:1ae574d65c9fa8e86f64f6a7c2668f9fcd507b183e0e577619f504b883cb0a6c \
-    --hash=sha256:1c9934ea5d92957e3cd0adbc0845539dccfd62710ebe16195a8c66c53954db36 \
-    --hash=sha256:1d676ee388bc42a04d56dd7deb5605244dac2e35cc2fadbb43c9fa25bbd93508 \
-    --hash=sha256:1ffa9cfd4bdb581539951b14ae661ff20ed0c3599b3e911a131ee0ec5ac11337 \
-    --hash=sha256:2076d2335085eb09b9547e7688656fa8f5cf0183eab589d33499cd353489d797 \
-    --hash=sha256:211f595f8e7faae5c5930fcc64708f2ba36849e0ba0fd653a843de9fa8d7db77 \
-    --hash=sha256:24c52546acf2ab82412f2ab6fc5948a7fe958d3b4f070202e8dcdd865489eaf9 \
-    --hash=sha256:2d83966dc7f4f45e8b97b5933685ac2e6e67fc0e19246ea314bceb9a8970c956 \
-    --hash=sha256:2de9e20769fe9c1f6dcdc893c6a89287c5ccf8537c90b5de78aed8017697aad5 \
-    --hash=sha256:2e08688ab16525897da6589d56d0aebaf417bbe91c2d8e3b96203b1efa596e85 \
-    --hash=sha256:2f8c90c8afde51969487be4e1343ae049b268854877d415c2510baf833775052 \
-    --hash=sha256:368eac1e20fd0bb03dd3cc42bf9887154c3861b60989389ccb5fac032617d215 \
-    --hash=sha256:3aafea2975caef8ca49400640dde02cc7426e798f24870ed01f490bc3cffd32f \
-    --hash=sha256:3e2f02472a1cbbf3884b365714a810b5947134a95ad6952b554cb8cce9d492b0 \
-    --hash=sha256:3ffad790d9d11d8ecf9f17c4bb671a5b4089e4d8b575c46c5129597f41f836b0 \
-    --hash=sha256:401229e9d63ca09f9b8891ecf83798d26c11bbb445d11ed9f1836b6d4585b38a \
-    --hash=sha256:436addbc4bb4fc0a88c702577f51195d7d73683a7f3e0e5b253d8404d7847243 \
-    --hash=sha256:44255c84bc57554fed822e83e70036b51afa9edb56fc7ca56c54410ece7898c9 \
-    --hash=sha256:50972a1d974ea07725a7f6b1cec5f8759008afd030a0024843ebe7d52de47f2b \
-    --hash=sha256:5590d63f5243251641cf543009b4c9314a79d0598fdb8a8e4cfc918494536c53 \
-    --hash=sha256:585916e210db57b23543342c2f298e42331b617fd0c934caf5c64df44de8640e \
-    --hash=sha256:5f1845c2a8cc1180ccccfa45785dd06f562730d19ef75be180334254012b6283 \
-    --hash=sha256:5fa9bf3b9e66336589d03f42abce2da1055ad5c69b0c2b764852a8471c9b9114 \
-    --hash=sha256:61a0013344674d2b648bc6e6fe9828dd4fc1d3b4eb7523809792f8cb952e2f16 \
-    --hash=sha256:61acce4257a9883669703c525447c5b4c392edf0f987ae77ec32668440158f0e \
-    --hash=sha256:628f5220c7a904d5fc78f7075c8d7871433eb6d035c94728a22fdf85f193d2a8 \
-    --hash=sha256:64b7deeda4b70408e382328d8bbe52a256fe9bc63ae3db86d804608367e5422c \
-    --hash=sha256:6744f504375775d7609c82c8d3d94af1c9a6f05586984536905908ba905277b9 \
-    --hash=sha256:67a97e5b6c457f0cd3cfc19ebb2d84463e60c3ece754cc831e4281a3ca29bb18 \
-    --hash=sha256:69f2e9244542cb34dd59c7f073445b9e54ad9f3fce8d93606c368a1b499fc413 \
-    --hash=sha256:6ce32763ac31ce94fe9aada947e479b1975012bff166da409b4b9e4e376cf7e5 \
-    --hash=sha256:6f56a647e4eaf5f0ca40330fb070f566bdf9f7b0db89a1af20d71c28dcd7a0ab \
-    --hash=sha256:727ab4244622cd6ad2390f322642090c877d2e83a608d2653a7643ae5368d926 \
-    --hash=sha256:74d6a0c31472fe5d814917266b9f46495d7c61ed890af08b468acea92fb89a8d \
-    --hash=sha256:78b0aa6bfb7be8deed0ab23e7aa028cc5210c29bc2d32a04d52b50e517a7307e \
-    --hash=sha256:7975bc88ab4b0f72ef2a2d5ae9d77d87efb5ef95e8f8046242fa9afdaaf2030b \
-    --hash=sha256:7a4fdb9326aab4a5a477a1640e5ad786a8495901009d7e7b038371edd23a9d2b \
-    --hash=sha256:844c858fc3bb7eacc0ba8efa904935d16aac6a4470948ad1e7e55c9f5a2a665f \
-    --hash=sha256:87bacdaf225117a342a20d9c03438d701c02112f6e3f351ce9b7f32354f14797 \
-    --hash=sha256:8a983a603a18c8708f024f7f6991b2e66159219abbf894634c5056243c55f3cd \
-    --hash=sha256:8d1b4d0e0c2119587a31f5c029abd547e0c81d93b89d394566fe1588659eb579 \
-    --hash=sha256:9011395be8db1827d106c6449b4bb6dd17e331ff6ec521f227e4588f1c78e46f \
-    --hash=sha256:93fc2bf40cd7f4a0256010dce073d44eeb4a351b9bca94d0477ce2b6e62532b3 \
-    --hash=sha256:95821352042722cd9f1108874579a47989d0a7e12a37d87d2fc4af20fd99ab8a \
-    --hash=sha256:9907a4402ab6db12b7077a0ea5d7a4d028ecb22c8eee2b53527080d347cd1562 \
-    --hash=sha256:9a04c28c10ba7fd12842b109d2edb0678872a2fe65277ca4ff06a0d61edee245 \
-    --hash=sha256:9a5934eaea872e17936b5f45501eba5ab0bce9a74122e172b663d7c28c459c4a \
-    --hash=sha256:9b984d1eb252145d6302c1dbd5e87fc6d404d45531447c84eadec04bf1fcb027 \
-    --hash=sha256:9c210a6994b21aa9b29e81c8d11560e8fdab54c117e9cff37870d0a27bde1343 \
-    --hash=sha256:9d8f204c8e3a8bf9ece17e0a83d137fd807440977f8a5e762d59306795011440 \
-    --hash=sha256:a8f7176b83664af44567e9cc06e0d3827823fcc1a5e52307ebb8ac3aa95860b9 \
-    --hash=sha256:a9dec1aca52dddde7df94818310fa2fe79739c8f385b2014c4cb1035f5508199 \
-    --hash=sha256:ab5be648d5a0b86b7438864f8df3c705a65cef35a2fd3e5561e3e203167e0f27 \
-    --hash=sha256:abd621552ede77c4c69be7fac44ba911225b0c812b6ba604e5964cf98085b474 \
-    --hash=sha256:ac2745950b2bff80219c15ebf2fa9d8427eba7e249739f97e55c9d169e47e9e1 \
-    --hash=sha256:aed9658797d0b45d6c49adcfc6b41f66e6f2d0c6de3ec79e16cf4b1855df240f \
-    --hash=sha256:b6c0febfe38f22df2eb565c0ce8a092bb80411e56861ca382c443da83105423f \
-    --hash=sha256:b9cf53ba90717db2e292401de290776c498d4bbfb0d4a559ca2895db8b9dcb5c \
-    --hash=sha256:ba519b2d765df9871a25879e6f7fa78948ea59a2a31f9c1a257e34b651994afc \
-    --hash=sha256:c318a64b53d97b841d7b5e637517e50a27be64bc695128422953d4b21710954e \
-    --hash=sha256:c3723ff8eb8721f4daac98bc0256f15158e05316d5e52648ce9cebee434fbdd5 \
-    --hash=sha256:c754dafdf5aaf0b401b644a90a30046929a0dd1a536e0ff0ec959a59155d9c7f \
-    --hash=sha256:c803a3d331796255af51ba2c79ed0ac8275865b516c09e61f248d1e7aff31ce9 \
-    --hash=sha256:c8cc5094b08abeae52da9c73c8a32003623be691a5193df2f4e3eac3d557c394 \
-    --hash=sha256:cf3638274ab9d9b724c9baa0b4c04e132cd6faefb78b4dd3dd1a02a4bdaad41e \
-    --hash=sha256:d047f6498c973874ba08ac3f97c69a2c4b2211c8de6f4c205f75cb1c9522596e \
-    --hash=sha256:d2beb1c7cab10603aecdc42f8edd6ff013f9a32e4543474e38e6b77ce9975aeb \
-    --hash=sha256:d7f513d3185e6fec82d0c3518f2e6365d8b4e49f5f45f29640d5162d56a23b54 \
-    --hash=sha256:dd57607acc85678925940bd5df0385ff8332083a32fa8d7a43f8767f4997263c \
-    --hash=sha256:e0cb7e4dd71f4c32e5e84843cd3c4cd65dda034314004bbe1d7f99af2426ab80 \
-    --hash=sha256:e3677c7146ce694874941ba82b57092cc4875445aadf29d72807351023105143 \
-    --hash=sha256:e395f7bc31851ef9b612050368cb446e9bc14cd7454b025018980349caf25ae5 \
-    --hash=sha256:e422b2d647a65d6b080cad5accd09055d3809bdff00c76fba8dca00ca935572a \
-    --hash=sha256:ed55af48b3eb28f43228ca2306788892bcb629eb2b5c4876e2a3659872c2f17a \
-    --hash=sha256:ed928d0fda15fc0adc8d13305c8b3c0f2fba5b0669950c9e6d019d9162a3b3e8 \
-    --hash=sha256:f4e1a92032a39cd5e3c647ca57dbf33b6a1938fd975623175793f9dbb63236de \
-    --hash=sha256:f53ac9f3ef573326d009ed809beff4efcac6451931c2b8132586da4b9e53ff31 \
-    --hash=sha256:f5b9daf6b629fce418e0cc3dd0436eac045188fa35deadb7a7f3941d5b8203f9 \
-    --hash=sha256:f6518b94edb9150452e9aba08027d4cc293433753ec1fbefb4629a21cbc74181 \
-    --hash=sha256:f70db64e8266d7c45d3b735f2e08eeb434b5e03da9a479ae42b2e2e486a21a00 \
-    --hash=sha256:fafb4e739e43544d12cb4abd1605fd4683b6ca6a9ad682b7fd8f4d21973eafa8 \
-    --hash=sha256:fd0135d34387f5fd087d9be368ea77ea89cf2451dc1cd1c622d35021bcb3ab50
+wrapt==2.2.2 \
+    --hash=sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9 \
+    --hash=sha256:055e6fcfaa28e58c6a8c247d48b92be9d56f818b7068aa4f22b15b3343a09931 \
+    --hash=sha256:0788e321027c999bf221b667bd4a54aaefd1a36283749a860ac3eb77daed0302 \
+    --hash=sha256:07fdcb012821859168641acf68afad61ef9783cf37100af85f152550e9677194 \
+    --hash=sha256:09f811d43f6f33ec7515f0be76b159569f4057ab54d3e079c3204dddb90afa2a \
+    --hash=sha256:0abfd648dac9ac9c5b3aa9b523d27f1789046640b58dcd5652a720ddb325e1fc \
+    --hash=sha256:0ad520e6daa9bbf136f14de735474dbec7dcc0891f718e1d274ce8dc92e645af \
+    --hash=sha256:0e64826f920c42d9d9f87e8cc09ffae66c51ede12d59061a5a426deb9aa71745 \
+    --hash=sha256:0e7070c7472582e31af3dfc2622b2381a0df7435110a9388ed8db5ffbce67efb \
+    --hash=sha256:10adb01371408c6de504a6658b9886480f1a4919a83752748a387a504a21df79 \
+    --hash=sha256:11d95fc2fbad3163596c39d440e6f21ca9fccece74b56e30a37ac2fca786a07c \
+    --hash=sha256:173e5bb5ca350a6e0abab60b7ec7cdd7992a814cb14b4de670a28f067f105663 \
+    --hash=sha256:1fc7691f070220215cccb2a20836b9adbaecb8ff22ad47abe63de5f110994fac \
+    --hash=sha256:209112cafd963710a05d199aae431d79a28bc76eb8e6d1bbbb8ad24340722cae \
+    --hash=sha256:2252f77663651b89255895f58cc6ac08fcb206d4371813e5af61bb62d4f7689c \
+    --hash=sha256:25904acb9475f46c24fe0423dbc8fda8cc5fbc282ab3dc6e72e919748c53f4e9 \
+    --hash=sha256:26fc73a1b15e0946d2942b9a4426d162b51676338327dc067ccd8d2d76385f94 \
+    --hash=sha256:2cb07f414fab25dbe6b5c7398e1491423a5c81a6209533639969a6c928d474a4 \
+    --hash=sha256:2cd7181ab1c31192ff5219269830744b5a62020b3a6d433588c4f1c95b8f8bff \
+    --hash=sha256:2e096c9d39a59b35b63c9aacfbbbec2088ff51ff1fc31051acc60a07f42f273a \
+    --hash=sha256:305d4c247d61c4115794a169141823c62f719525ddb90b23aa332741c77d2c28 \
+    --hash=sha256:30f7424af5c5c345b7f26490e097f74a2ef45b3d08b664dc33571aee3bd3b56c \
+    --hash=sha256:3179a4db066b53d40562e368b12895440c8f0953b6543b89d6acc41c0273996e \
+    --hash=sha256:3442eee2a5798f9b451f1b2cd7518ce8b7e28a2a364696c414460a0e295c012a \
+    --hash=sha256:385cb1866f20479e83299af585375bfa0a4b0c6c9907a981483ea782ea8ae406 \
+    --hash=sha256:3a4eb7964ff4643d333c84f880bcf554652b2a1050aebc54ae696327f61acfaf \
+    --hash=sha256:3b686cfc008776a3952d6213cb296ed7f45d782a8453936406faa89eac0835ab \
+    --hash=sha256:3c4095803491f6ef72128914c28ec05bbad9758433bb35f6715a3e9c8e46fb2d \
+    --hash=sha256:3dc3dcfc2da95d501905f10dc11a0dc622e91d8cdd8bbfcb63ca54afd131e556 \
+    --hash=sha256:4250b43d1a129d947e083c4dc6baf333c9bb34edd26f912d5b0457841fc858ab \
+    --hash=sha256:4402f57c5f0d0579599858ffbdd9bf4e3f0972f51096f2bd6cc7dab6b76ee49e \
+    --hash=sha256:45c2f2768e790c9f8db90f239ef23a2af8e7570f25a35619ef902df4a738447f \
+    --hash=sha256:4b481fb0c40d9fd90a5809911208da700987d373a20a4709dc9e3944af7a6bec \
+    --hash=sha256:4bccea5cdecffa9dd70e343741f0e41e0a16619313d04b72f78bb525162ebcd0 \
+    --hash=sha256:518b0c5e323511ec56a38894802ddd5e1222626484e68efe63f201854ad788e5 \
+    --hash=sha256:5499236ad1dc116012e2a5dd943f3f31af12fce452128e2bbcbd55a7d3d4d14c \
+    --hash=sha256:55b9a899e6fff5444f229d30aa6e9ac92d2216d9d60f33c771b5d76a760d5f8e \
+    --hash=sha256:58f9f8d637c9a6e245c6ef5b109b67ec187d2faed23d1405656b51d96e0a5b56 \
+    --hash=sha256:5bad217350f19ce99ca5b5e71d406765ea86fe541628426772b657375ee1c048 \
+    --hash=sha256:5d0a142f7af07caeb5e5da87493162a7b8efa19ba919e550a746f7446e13fb30 \
+    --hash=sha256:62415fd095bc590b842b6d092f2b5d9ccbaeb7e0b28535c03dcea2718b48636b \
+    --hash=sha256:656593bb3f5529f03d27af4136c4d7b11990e470bcbc6fefa5ef218695bece55 \
+    --hash=sha256:6c99012a22f735a85eed7c4b86a3e99c30fdd57d9e115b2b45f796264b58d0bf \
+    --hash=sha256:6d1a6050405bf334be33bf66296f113563622972a34900ae6fa60fd283a1a900 \
+    --hash=sha256:6e7e45b43d3c774d244fe7264378f5a3f0f383bc55a54a9866434e524540110f \
+    --hash=sha256:6fe35fd51b74867d8b80174c277bd6bbf6a73e443f908129dc531c4b688a20d5 \
+    --hash=sha256:7d2f6573561fa05002e5ee71529f4ab0a7dffed3e45b51013fe6298fe2723c02 \
+    --hash=sha256:814f1bf3e0a7035f67a1db0cdaf5e2bbcaa4d7092db96673cfa467adeaab8591 \
+    --hash=sha256:8374eb6b1a58809211e84ff835a182bb17ab2807a5bfef23204c8cff38178a00 \
+    --hash=sha256:8417fd3c674d3c8023d080292d29301531a12daf8bd938dd419710dd2f464f2b \
+    --hash=sha256:8636809939152be6ae20a6cef0fed9fe60f411b47847d0426a826884b469e971 \
+    --hash=sha256:8ffbeaea6771a6eba6e6eeb09767864995726bc8240bb54baf88a9bb1db34d5c \
+    --hash=sha256:94b00b00f806eb3ef2abe9049ed45994a81ee9284884d96e6b8314927c6cea3d \
+    --hash=sha256:955f1d6e72a352e478de8d8b503abe301c5e139a141b62eb0923bd694995025f \
+    --hash=sha256:9e8b648270c613720a202d9a45ebabc33261b22c3a839b115ac5bce8c0bb0d69 \
+    --hash=sha256:9ee098171b07edba66ab69a9bf0251d3cbef654107e800feb24c0c6f30592728 \
+    --hash=sha256:a28287413351cb198b8c5ddd045c56fac1d195808642cd264d1ab50426146650 \
+    --hash=sha256:a2d78c363f97d8bd718ee40432c66395685e9e98528ccaa423c3355d1715a26d \
+    --hash=sha256:a41e758d80dc0ab8c210f641ac892009d356cf1f955d97db544c8dd317b4d14c \
+    --hash=sha256:a795d3c06e5fbf9ea2f13196180b77aeab1b4685917256ee0d014cc163d90063 \
+    --hash=sha256:aa14b01804bce36c6d63d7b6a4f55df390f29f8648cc13a1f40b166f4d54680d \
+    --hash=sha256:abf033b7e4542357659cd83ed6cd5033c43aaa1887044045ceb571528837f72f \
+    --hash=sha256:abf8c20a2d72ee69e16328b3c91342c446e723bfe48bfcc4dded3b9722ac027f \
+    --hash=sha256:b84cd4058001c9727b0e9980b7a9e66325b5ca748b1b578e822cade1bc6b304f \
+    --hash=sha256:b89d8d73c82db2bb7e6090b3afd7973f980d24e905cc34394eab60b884b3bf67 \
+    --hash=sha256:bbf00ee0cb55ec24e2b0995a71942b85b21a066db8f3f46e1dbfdb9433ffba81 \
+    --hash=sha256:c20279cd1a29800815d7b2d6338b60a6c6e78263f9d6e62e0eda251ba9cae2d0 \
+    --hash=sha256:c38510a21d5b9cf3e84c460d909e9f2a098667439fd42841bb081cab45835d68 \
+    --hash=sha256:c427c9d06d859848a69f0d928fe28b5c33a941b2265d10a0e1f15cd244f1ee33 \
+    --hash=sha256:c5d7825491bfa2d08b97e9557768987952c7b9ae687d06c3320b40a37ccb7f20 \
+    --hash=sha256:c6c64c5d02578bc4c4bca4f0aef1504de933c1d5b4ac2710b9131111459506c8 \
+    --hash=sha256:cd385a48b055bdc3630ab30e0c7fd8514a36904ec23f9cee7a65d887334a3cea \
+    --hash=sha256:d01d8e0afc55823245a3b97a79c7c77464e31ea7a7b629a4bf26f9441dc1f18e \
+    --hash=sha256:d09db0f7e8357060d3c38fc22a018aba683a796bf184360fd1a58f6fc180dc77 \
+    --hash=sha256:d619e1eed9bd4f6ed9f24cd61971aa086fa86505289628d464bcf8a2c2e3f328 \
+    --hash=sha256:d8a15813215f33fa83667bfc978b300e35669ea8bb424e970a1426bcb7bc6cca \
+    --hash=sha256:dcaa5e1451bd8751d7bd1568dfa3321c78092a52a7ecb5d1a0f18a5791e1fd00 \
+    --hash=sha256:dfb00cb7bb22099e2f64b7340fb96113639aa7260c0972af3797ace2297b936c \
+    --hash=sha256:e542b7c5af91e2123a8aabf19894319d5ec4268d2a9ffd2f239386133fc47746 \
+    --hash=sha256:e5a5290e4bf2f332fc29ce72ffb9a2fff678aaac047e2e9f5f7165cd7792e099 \
+    --hash=sha256:e6fb7e94e8fe3e4c3067bb1653a91cce7c5e83acc119fdd41501b1bf74654617 \
+    --hash=sha256:e7f10ee0bd53673bfd52b67cbce83336fe6cad90d2377b03baf66491d2bbfb91 \
+    --hash=sha256:ec8f83949028366531383603139403cac7a826e4011955813cdd640017845ce5 \
+    --hash=sha256:ef2cce266b5b0b07e19fa82e59673b81142b7a3607c8ed1254113d048ed668da \
+    --hash=sha256:f1a2ff355ece6a111ca7a20dc86df6659c9205d3fcee674ca34f2a2854fd4e73 \
+    --hash=sha256:f32fe639c39561ccc187bcae17e9271be0eb45f1c2952510d2f29b33ab577347 \
+    --hash=sha256:f4bfd8d1eb438153eff8b8cfe87f032ba65731e1ce06138b5090f745a33f6f95 \
+    --hash=sha256:f90038ab58fafb584801ca62d72384d7d5225d93c76f7b773c22fae545bd8066 \
+    --hash=sha256:fa81c5b5fe8cd6c41e3a798533b81288279e5fdbde2128f21071922764281c99 \
+    --hash=sha256:fb18fc51e813df0d9c98049e3bf2298a5495a648602040e21fa3c7329371159e
     # via aiobotocore
 yarl==1.24.2 \
     --hash=sha256:0063adad533e57171b79db3943b229d40dfafeeee579767f96541f106bac5f1b \
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 8304e0a864c..7374cd335c8 100644
--- a/sdk/python/requirements/py3.11-minimal-sdist-requirements-build.txt
+++ b/sdk/python/requirements/py3.11-minimal-sdist-requirements-build.txt
@@ -378,10 +378,6 @@ hatch-vcs==0.5.0 \
     # via
     #   filelock
     #   platformdirs
-hatchling==1.27.0 \
-    --hash=sha256:971c296d9819abb3811112fc52c7a9751c8d381898f36533bb16f9791e941fd6 \
-    --hash=sha256:d3a2f3567c4f926ea39849cdf924c7e99e6686c9c8e288ae1037c8fa2a5d937b
-    # via pymilvus
 hatchling==1.30.1 \
     --hash=sha256:161eacafb3c6f91526e92116d21426369f2c36e98c36a864f11a96345ad4ee31 \
     --hash=sha256:eee4fd45357f72ebb3d7a42e5d72cfb5e29ed426d79e8836288926c4258d5f2e
@@ -403,6 +399,7 @@ hatchling==1.30.1 \
     #   jsonschema
     #   jsonschema-specifications
     #   mcp
+    #   milvus-lite
     #   platformdirs
     #   pyarrow-hotfix
     #   pydantic
@@ -672,21 +669,21 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-maturin==1.13.3 \
-    --hash=sha256:0ef257e692cc756c87af5bea95ddfe7d3ac49d3376a7a87f728d63f06e7b6f8b \
-    --hash=sha256:1cc0a110b224ca90406b668a3e3c1f5a515062e59e26292f6dbaf5fd4909c6f3 \
-    --hash=sha256:2389fe92d017cea9d94e521fa0175314a4c52f79a1057b901fbc9f8686ef7d0b \
-    --hash=sha256:3cc13929ca82aefa4adbf0f2c35419369796213c6fb0eb24e914945f50ef5d8c \
-    --hash=sha256:3db93337ed97e60ffc878aa8b493cd7ae44d3a5e1a37256db3a4491f57565018 \
-    --hash=sha256:4667ef609ab446c1b5e0bfe4f9fb99699ab6d8548433f8d1a684256e0b67217f \
-    --hash=sha256:49fd6ab08da28098ccf37afca24cdba72376ba9c1eedf9dd25ff82ed771961ff \
-    --hash=sha256:4cd478e6e4c56251e48ed079b8efd55b30bc5c09cf695a1bdafaeb582ee735a0 \
-    --hash=sha256:53b08bd075649ce96513ad9abf241a43cb685ed6e9e7790f8dbc2d66e95d8323 \
-    --hash=sha256:771e1e9e71a278e56db01552e0d1acfd1464259f9575b6e72842f893cd299079 \
-    --hash=sha256:a2675e25f313034ae6f57388cf14818f87d8961c4a96795287f3e155f59beb11 \
-    --hash=sha256:b6741d7bf4af97da937528fd1e523c6ab54f53d9a21870fa735d6e67fd88e273 \
-    --hash=sha256:c00ea6428dea17bf616fe93770837634454b28c2de1a876e42ef8036c616079a \
-    --hash=sha256:def4a435ea9d2ee93b18ba579dc8c9cf898889a66f312cd379b5e374ec3e3ad6
+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
@@ -698,9 +695,9 @@ 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 \
@@ -945,9 +942,9 @@ setuptools-rust==1.12.1 \
     # via
     #   libcst
     #   maturin
-setuptools-scm==10.0.5 \
-    --hash=sha256:bbba8fe754516cdefd017f4456721775e6ef9662bd7887fb52ae26813d4838c3 \
-    --hash=sha256:f611037d8aae618221503b8fa89319f073438252ae3420e01c9ceec249131a0a
+setuptools-scm==10.1.2 \
+    --hash=sha256:24079818acc46e99aae0d65b8d511fafe965970d9cbd060c7b9f7275ded520fb \
+    --hash=sha256:8bb17e208fb22ebc11e4eaf6d765955db1903eefd21a3f0ed5518fc3fb186e84
     # via
     #   anyio
     #   cachetools
@@ -960,7 +957,6 @@ setuptools-scm==10.0.5 \
     #   pluggy
     #   pyarrow
     #   pybindgen
-    #   pymilvus
     #   setuptools-rust
     #   sqlglot
     #   tabulate
@@ -1048,9 +1044,9 @@ 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
+vcs-versioning==2.1.0 \
+    --hash=sha256:118bf4b9f86f92e9ec33a94ec24aca0eed8f880fc88736697914d3a876758551 \
+    --hash=sha256:66d9e2c2afd792090bc381aec985d6cd82cb935be35910a742e0af31ca4be61e
     # via setuptools-scm
 versioneer==0.29 \
     --hash=sha256:0f1a137bb5d6811e96a79bb0486798aeae9b9c6efc24b389659cebb0ee396cb9 \
diff --git a/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt b/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
index 56733d2fc1d..2b1b18f5072 100644
--- a/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
+++ b/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
@@ -1,5 +1,5 @@
 # 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
+#    uv pip compile -p 3.11 --no-strip-extras pyproject.toml --extra minimal-sdist-build --no-emit-package milvus-lite --no-emit-package pymilvus --generate-hashes --output-file sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
 aiobotocore==3.7.0 \
     --hash=sha256:680bde7c64679a821a9312641b759d9497f790ba8b2e88c6959e6273ee765b8e \
     --hash=sha256:c64d871ed5491a6571948dd48eabd185b46c6c23b64e3afd0c059fc7593ada30
@@ -8,126 +8,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.14.0 \
-    --hash=sha256:02cb2ffbb7da32f82e21ad9952669c45bd88a80e0878264c2f59fe1c6fb2badd \
-    --hash=sha256:0746d9fb0ac4fdef643a84494efe3f06d50335dd8c7a530228b86448aae0a803 \
-    --hash=sha256:076cb014191ae2e65d949e1ad01f1dcfe33e32789b5172510f3e79c79fc04d50 \
-    --hash=sha256:0fc2b75ae8d169d853be2862d960be8550da6c5c65711d5476407eb3fdb006bd \
-    --hash=sha256:101df7779c80c0636014a6b2c6642acd3efb5b355d48347c9d7dfb720aee9430 \
-    --hash=sha256:106ed074a856f3e21d186b8579e2c8afb6da598e267cdaab01059e13db2fc44d \
-    --hash=sha256:1210d4c87cc00128160c7384ab41877a701295b97cffa6362f908a49b6e8a7ca \
-    --hash=sha256:1394dce36e0f0d260ac0b555a654de19cb989f3c1b8bdd24f505314dfea18a00 \
-    --hash=sha256:145262119b07d7f95abc1839add35ba2bfc84551d4b4660ca11542c0b215455b \
-    --hash=sha256:16eee56bcc72d04600bc56c1759982c2385ec0b41d3fd3521f836bf64a0957ef \
-    --hash=sha256:198cfe61bf253b19da1fb3e0fa122249dc4f14c12709493fed8054aa0411cc76 \
-    --hash=sha256:19ca5fc84130675ba11c6ca5c7da5cb65f7bf8a32cdd2b616bf49cd334688aae \
-    --hash=sha256:1a4a9f17e85b80878c176695c1998c790e83731d8271881e5d356488652a1f9e \
-    --hash=sha256:1a78a77366ed158a0a54b076990e575d7b7cdb728cbfd02711eadab150f2269f \
-    --hash=sha256:20144819e99db593e22bbd2f3f2691a5e149f879142d6b8670254708853ff4fb \
-    --hash=sha256:22a8d06f204e0518a586d770032db3c7043c9ba3693081b3e3ad425e1458d594 \
-    --hash=sha256:23e8314e7aed8576fbe33314d218bd81447a3adbc91dc36f1163bf583cd3084c \
-    --hash=sha256:23f094a1ef64823fd35854ddf5c7a80a078162f37f9d2f7c6142b51a6affa456 \
-    --hash=sha256:25400d710641a8040bf022a8a99f579e581ffa1c5bd42c33255d7d6f3957c127 \
-    --hash=sha256:25d2326a4967bf705a9f9913a13005e93b6020ad8a9f6bd6bd78850d5171332e \
-    --hash=sha256:25e9f1d2465a210d60edb64d7b204a147e85d4c194eecef3d1604fb5ace678ce \
-    --hash=sha256:26b6d79aa54cb4ed50cc7d41ed14e99e0f1fc8e7c2d42f2e05b37aea897b2b52 \
-    --hash=sha256:26d9224c6dd7f5c749aba4f61315a894601448b28d94d12f4dea0903e26d2096 \
-    --hash=sha256:2882de819734c715fd1b9c11c97e09fa020d14438203d1d354d8ed1702791c9b \
-    --hash=sha256:28eee8de1d69711c53116df8202f1c2aa0e3f80ef912a88fc18d159d53e7110b \
-    --hash=sha256:2c2c7e05dd5335b298085abf45ddf98673934c3ee1c083d0b9ea13d4186ad500 \
-    --hash=sha256:2cc736a9c9fc2bc4dd71fd404815741b6573df27c3f985948ec4076989ac57de \
-    --hash=sha256:2d2ffe9b614f50f069068b3b52e73414e4107fc10b7efc939a76acff9251fdd2 \
-    --hash=sha256:2e2514cb7195f6d7c219339635bea71ae47d1569b051300d32df9dcfabcdb869 \
-    --hash=sha256:2f3fc37054564dee64a855b5b092d87ec35dcddfaabf7dacb1c8a2b1f83dc0a9 \
-    --hash=sha256:30e8b7eeb42d02c120ca90d6c6e076a221a16b70a6dac9ae44c7ab5104cc7fe4 \
-    --hash=sha256:32e735c3182de7b64f6941a4ede48b38c7f47d9437bd615dd30b5bda8fa1bc93 \
-    --hash=sha256:3366751d68d237c621264233a32f3078bbc21b7904ab90a77e03d21390c742c6 \
-    --hash=sha256:363ef9e91014e7891679bfb2ac0a7c6ea93435dbbfd10ecf41b9f06fcf506c5f \
-    --hash=sha256:3b54fbff46127aeafdd764cecd0d99fa2f24a0e37ea5c18a7c3a4ac450df1db3 \
-    --hash=sha256:3c7139100fbaae76515b73051d8f0aa3a3ff02e415eec8a8eee8e2223d9ba955 \
-    --hash=sha256:3cdf534aa455593e589302990c5097aa5c92c06c4262a20da22934f9186a5fff \
-    --hash=sha256:3ea81eb518a2ecb319d8ec6d1424a37c773f6634bd87d6985eb606b2faac419f \
-    --hash=sha256:40ae7b0642c25632c7eabc4a04754012691864d2a1b93becf7cddb76027b838a \
-    --hash=sha256:40af7ebe53c7990e110dc4ad03566b12c3ac996254298a3d39046dd69cfcb2c2 \
-    --hash=sha256:44eca38755d0105bb32f47d085f5dd449846a449e1245fc105889e3279dcf8e3 \
-    --hash=sha256:46fbbec4e4fab7428d4396a3823f9320e4560aa3113b89eeebce712c27c9ed5a \
-    --hash=sha256:4714c70067a08b604d0bf3bc4dfdf82e52944afab41d0428d460862763d2f79b \
-    --hash=sha256:49a33ded29b0b2fa7a367a02cf0fb89af602bb87542a16177ec8ce1c9c51d12a \
-    --hash=sha256:4acfc34bd4d3c58754fc9f22ff1b5e92aabce68f3d4bf7b71a0b732d9bceb78a \
-    --hash=sha256:4d6a998191f5ebe3b8c28463ff72bc030250008b3193c402464efadd08b5ca02 \
-    --hash=sha256:4f770846edae8f00ecc57af825bce811f787f87a7dcf0e90d191790efe5b31f7 \
-    --hash=sha256:514db9a79337068981ee2137310283a07b4b885c584991097a91a4da419bcb81 \
-    --hash=sha256:540632bf882ff8fc88f2e1697be0761578e89e0d79fb4a8a6d65dc5da7e729d4 \
-    --hash=sha256:54bf3522d6f7351e55f89a62d5c2bf138ad557b031670266c5df604ae88e0b5a \
-    --hash=sha256:57ea07d28695a7a40304d42251892a8df765e5588c10ee32afeddcd5df33c0a2 \
-    --hash=sha256:5a2e7ca615c3ddc15b82687e05a624e5f5cba3f1d6c20cb81172d70ea498451e \
-    --hash=sha256:5ba10966d4f03dd96a14365be4b8e37c327c76f11c3ca867116966cdd9f98066 \
-    --hash=sha256:5cbd50e6a50d6b99283a826b18cbdebf65b0797689a7535cb0e9dd37be0f63c3 \
-    --hash=sha256:5e4646e9a6af29af354204011bf5769cb0276ec5b64653e42f90b3e13845169f \
-    --hash=sha256:5f1c5be60add78fabb4aacd13c5a348ae79d2fcbfc7fa78da8f1eb192273b370 \
-    --hash=sha256:610d68800435903e303ca0542b9d3e4eb72a12ff33a6d471a070c1d81eebd3c2 \
-    --hash=sha256:6199707cc40e0e9cd39c36fbc97bec416c704e1d0ddce03412bb3b3e6a90ccd0 \
-    --hash=sha256:6281aecdf2732940f4fe06bd6adec5ae4d59b78b080b8e3a6b81467301010988 \
-    --hash=sha256:63e38be0d75a654deaa06be32fb4cab883a4222940be1d05861b6717679cbadb \
-    --hash=sha256:666c7c5036df57b693026398b69b41874a1931ac5b3485fd910e57bfac253869 \
-    --hash=sha256:667b881d083ccae3900ea5a241e17e5007ca78844c53ed389bb63d48f729d9c7 \
-    --hash=sha256:692e409052e7436029bbb32977cd7c5bf806ac5fa4085b973996785ffadad33c \
-    --hash=sha256:6a5f3532125233c261cf61f32df4059cfcf482eb793c7d3db8452e3142028b86 \
-    --hash=sha256:6aa1a40f9cbb3da9f80714c5966b8946c21e6a2530d809b9498b33161e3c8733 \
-    --hash=sha256:6c79a044cacf360ec46738d863d2f41c9300d2a06ef4a7402ea0df306a350e61 \
-    --hash=sha256:6eb63b1417efaf7d1002a6ad034a40d44376afcc16508a57f8e74b49ad26a095 \
-    --hash=sha256:70ea956f6cc4a37620966b56c2e205d88ca3e6d85ec063277e414b1035cddad3 \
-    --hash=sha256:71b2604c9bfc1b115547d63a094d5244b3f02799833513a99a68aaa7b167c4cb \
-    --hash=sha256:78d6f9286a629ce52728430afe18f8ed2b6c39a1fddb3802d7244b9983910ad2 \
-    --hash=sha256:7a3fc4358e65826c515350f199c210de747cf669998211b1ee6c2e46de364b24 \
-    --hash=sha256:7b33e751cab03fdc960095b1e326cb5a03f5ee577d6ded59f3d1c100f8668882 \
-    --hash=sha256:85e0675f47be4eff0636bf88c02140ea89168ae0df3ff1f3f464e9de9610d277 \
-    --hash=sha256:860a86bc2c80237f5dff52edcf427e10a8d8352271fd84845429a3e60199e02c \
-    --hash=sha256:884a4edbdad77be9d0ef36142c8b504351b170df0bf62b51e784fadabf311c42 \
-    --hash=sha256:89ed35666c95d3efe1955056afcde09e62a57a34e2a4398b17f9f6c1564f0b25 \
-    --hash=sha256:8b93618102caf12801638a01a2b478a55410ddd71bd41cfaf6f707953a49ac43 \
-    --hash=sha256:8fcaef74d2ab0f607d7ff85a0d15e21bb5a258c4a58df1908396eb50d7f4ed3c \
-    --hash=sha256:95f5217e76a046b9f228a101717ef8d42b1eb3d9d196d15202db5bf41df88936 \
-    --hash=sha256:9dc203d6ce6b9106d54e2a93f41dfdfebfbca2d99962ba503bfd3e5921a6549e \
-    --hash=sha256:9e19d17ab02bf16832a2c8c0d55a486792c5b1645665652ee9531aebcc30cb72 \
-    --hash=sha256:9f3a96b6d39a4872222beee72e1df41d2ff886ae96152cf3e757ef8c5673ef0e \
-    --hash=sha256:a071be341c2bd9b0188e62d173509f024e0a35b1c342c53c50f8daaeda8c3bd8 \
-    --hash=sha256:a150c0875ac8fd87f1c398650841308a30d65facf7416b12dbdb9cfdcbe5a48c \
-    --hash=sha256:a1d209375c503472b3c0a340cdf3c55fcd82e84b46dda7caeaced59faba373ec \
-    --hash=sha256:a8d93334d4961c9d566b1f046c81dee475b7c21eb730728d38237bfa70d1c8e6 \
-    --hash=sha256:acdb400538cf4769543548bb5d1eb23d39bed4f96554a6078cb728c7cb2c268b \
-    --hash=sha256:acf1581c4f21ed4b80a2dded504d87b055a071a84d5737ea966435f768275ac6 \
-    --hash=sha256:b0a5747586d4467efd1f932710b269131c9717a872dce082cd92a00c1c13123a \
-    --hash=sha256:b27d89af91a555f58e08e4902dbcbc48862fd40095720ca705990476bd93b7ac \
-    --hash=sha256:b29518c9c2ec7e373e68259206a137c7f4f5439c58baaec4b5ab3ab799850a4e \
-    --hash=sha256:b4141a3e5342ee3053a9cab54d25b64ed28289c1041e4c54b3d99839314d90ce \
-    --hash=sha256:b5314743ebe926c2fda35d0a298c565c885505f6635c2a30936363404cf274a7 \
-    --hash=sha256:b584dfe615d151e9b8f0a8ecb3aee6147f2927ec5b95ba25fe621f5377510928 \
-    --hash=sha256:b62af5a8cc96a194eaa01a9ed7b34a3ffa58d3d8daaa1a0d7a749353ad12d228 \
-    --hash=sha256:c20b9ad156a79eb97be5cf9e069eec01d2f0dc8472ffbd75299a8b2d4c2cbbde \
-    --hash=sha256:c21ca9a1c63d4509158f478aeb9d02914dcc52adc68d1bc9dee2452284ee5996 \
-    --hash=sha256:c452d17eeb95d563fc8b936f3050301dbd1d268126c4632d8b70ede9696202ee \
-    --hash=sha256:c5492b9929826e07cc3fcb9739ae87aab05dff6b5e67a9b73fd1700c6d008981 \
-    --hash=sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108 \
-    --hash=sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159 \
-    --hash=sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026 \
-    --hash=sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903 \
-    --hash=sha256:d33e61021222ce7f9792bcac870d6f58d8adfceda33ab857b01264f4560f2c5f \
-    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
-    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
-    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
-    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
-    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
-    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
-    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
-    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
-    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
-    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
-    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
-    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
-    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
-    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
-    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
+aiohttp==3.14.1 \
+    --hash=sha256:03ab4530fdcb3a543a122ba4b65ac9919da9fe9f78a03d328a6e38ff962f7aa5 \
+    --hash=sha256:07eabb979d236335fed927e137a928c9adfb7df3b9ec7aa31726f133a62be983 \
+    --hash=sha256:092e4ce3619a7c6dee52a6bdabda973d9b34b66781f840ce93c7e0cec30cf521 \
+    --hash=sha256:10ee9c1753a8f706345b22496c79fbddb5be0599e0823f3738b1534058e25340 \
+    --hash=sha256:1601cc37baf5750ccacae618ec2daf020769581695550e3b654a911f859c563d \
+    --hash=sha256:1ac8531b638959718e18c2207fbfe297819875da46a740b29dfa29beba64355a \
+    --hash=sha256:1b9748363260121d2927704f5d4fc498150669ca3ae93625986ee89c8f80dcd4 \
+    --hash=sha256:1c1421eb01d4fd608d88cc8290211d177a58532b55ad94076fb349c5bf467f0a \
+    --hash=sha256:1c1af67559445498b502030c35c59db59966f47041ca9de5b4e707f86bd10b5f \
+    --hash=sha256:1d459b98a932296c6f0e94f87511a0b1b90a8a02c30a50e60a297619cd5a58ee \
+    --hash=sha256:20205f7f5ade7aaec9f4b500549bbc071b046453aed72f9c06dcab87896a83e8 \
+    --hash=sha256:23119f8fd4f5d16902ed459b63b100bcd269628075162bddac56cc7b5273b3fb \
+    --hash=sha256:237651caadc3a59badd39319c54642b5299e9cc98a3a194310e55d5bb9f5e397 \
+    --hash=sha256:24ba13339fed9251d9b1a1bec8c7ab84c0d1675d79d33501e11f94f8b9a84e05 \
+    --hash=sha256:250d14af67f6b6a1a4a811049b1afa69d61d617fca6bf33149b3ab1a6dbcf7b8 \
+    --hash=sha256:269b76ac5394092b95bc4a098f4fc6c191c083c3bd12775d1e30e663132f6a09 \
+    --hash=sha256:27fd7c91e51729b4f7e1577865fa6d34c9adccbc39aabe9000285b48af9f0ec2 \
+    --hash=sha256:2964cbf553df4d7a57348da44d961d871895fc1ee4e8c322b2a95612c7b17fba \
+    --hash=sha256:2a73f487ab8ef5abbb24b7aa9b73e98eaba9e9e031804ff2416f02eca315ccaf \
+    --hash=sha256:2aa92c87868cd13674989f9ee83e5f9f7ea4237589b728048e1f0c8f6caa3271 \
+    --hash=sha256:2b7edd08e0a5deb1e8564a2fcd8f4561014a3f05252334671bbf55ddd47db0e5 \
+    --hash=sha256:2c840c90759922cb5e6dda94596e079a30fb5a5ba548e7e0dc00574703940847 \
+    --hash=sha256:2f73e01dc37122325caf079982621262f96d74823c179038a82fddfc50359264 \
+    --hash=sha256:2fbc3ed048b3475b9f0cbcb9978e9d2d3511acd91ead203af26ed9f0056004cf \
+    --hash=sha256:2fe3607e71acc6ebb0ec8e492a247bf7a291226192dc0084236dfc12478916f6 \
+    --hash=sha256:30099eda75a53c32efb0920e9c33c195314d2cc1c680fbfd30894932ac5f27df \
+    --hash=sha256:307f2cff90a764d329e77040603fa032db89c5c24fdad50c4c15334cba744035 \
+    --hash=sha256:313701e488100074ce99850404ee36e741abf6330179fec908a1944ecf570126 \
+    --hash=sha256:317acd9f8602858dc7d59679812c376c7f0b97bcbbf16e0d6237f54141d8a8a6 \
+    --hash=sha256:335c0cc3e3545ce98dcb9cfcb836f40c3411f43fa03dab757597d80c89af8a35 \
+    --hash=sha256:34b257ec41345c1e8f2df68fa908a7952f5de932723871eb633ecbbff396c9a4 \
+    --hash=sha256:367a9314fdc79dab0fac96e216cb41dd73c85bdca85306ce8999118ba7e0f333 \
+    --hash=sha256:38e1e7daaea81df51c952e18483f323d878499a1e2bfe564790e0f9701d6f203 \
+    --hash=sha256:3e6fc1a85fa7194a1a7d19f44e8609180f4a8eb5fa4c7ed8b4355f080fad235c \
+    --hash=sha256:4132e72c608fe9fecb8f409113567605915b83e9bdd3ea56538d2f9cd35002f1 \
+    --hash=sha256:4691802dda97be727f79d86818acaad7eb8e9252626a1d6b519fedbb92d5e251 \
+    --hash=sha256:47ddf841cdecc810749921d25606dee45857d12d2ad5ddb7b5bd7eab12e4b365 \
+    --hash=sha256:486f7d16ed54c39c2cbd7ca71fd8ba2b8bb7860df65bd7b6ed640bab96a38a8b \
+    --hash=sha256:4cd96b5ba05d67ed0cf00b5b405c8cd99586d8e3481e8ee0a831057591af7621 \
+    --hash=sha256:4d6e0ac9da31c9c04c84e1c0182ad8d6df35965a85cae29cd71d089621b3ae94 \
+    --hash=sha256:4dfd6e47d3c44c2279907607f73a4240b88c69eb8b90da7e2441a8045dfd21da \
+    --hash=sha256:4f7215cb3933784f79ed20e5f050e15984f390424339b22375d5a53c933a0491 \
+    --hash=sha256:4fe1f1087cbadb280b5e1bb054a4f00d1423c74d6626c5e48400d871d34ecefe \
+    --hash=sha256:52cdac9432d8b4a719f35094a818d95adcae0f0b4fe9b9b921909e0c87de9e7d \
+    --hash=sha256:5663ee9257cfa1add7253a7da3035a02f31b6600ec48261585e1800a81533080 \
+    --hash=sha256:57fc6745a4b7d0f5a9eb4f40a69718be6c0bc1b8368cc9fe89e90118719f4f42 \
+    --hash=sha256:5a837f49d901f9e368651b676912bff1104ed8c1a83b280bcd7b29adccef5c9c \
+    --hash=sha256:5c0b3e614340c889d575451696374c9d17affd54cd607ca0babed8f8c37b9397 \
+    --hash=sha256:5e78b522b7a6e27e0b25d19b247b75039ac4c94f99823e3c9e53ae1603a9f7e9 \
+    --hash=sha256:5f2504bc0322437c9a1ff6d3333ca56c7477b727c995f036b976ae17b98372c8 \
+    --hash=sha256:603a2c834142172ffddc054067f5ec0ca65d57a0aa98a71bc81952573208e345 \
+    --hash=sha256:62a759436b29e677181a9e76bab8b8f689a29cb9c535f45f7c48c9c830d3f8c3 \
+    --hash=sha256:634e385930fb6d2d479cf3aa66515955863b77a5e3c2b5894ca259a25b308602 \
+    --hash=sha256:64c567bf9eaf664280116a8688f63016e6b32db2505908e2bdaca1b6438142f2 \
+    --hash=sha256:672ac254412a24d0d0cf00a9e6c238877e4be5e5fa2d188832c1244f45f31966 \
+    --hash=sha256:672b9d65f42eb877f5c3f234a4547e4e1a226ca8c2eed879bb34670a0ce51192 \
+    --hash=sha256:686b6c0d3911ec387b444ddf5dc62fb7f7c0a7d5186a7861626496a5ab4aff95 \
+    --hash=sha256:6f71173be42d3241d428f760122febb748de0623f44308a6f120d0dd9ec572e3 \
+    --hash=sha256:6fd35beba67c4183b09375c5fff9accb47524191a244a99f95fd4472f5402c2b \
+    --hash=sha256:6ffbb2f4ec1ceaff7e07d43922954da26b223d188bf30658e561b98e23089444 \
+    --hash=sha256:73f05ea02013e02512c3bf42714f1208c57168c779cc6fe23516e4543089d0a6 \
+    --hash=sha256:764457a7be60825fb770a644852ff717bcbb5042f189f2bd16df61a81b3f6573 \
+    --hash=sha256:797457503c2d426bee06eef808d07b31ede30b65e054444e7de64cad0061b7af \
+    --hash=sha256:7c106c26852ca1c2047c6b80384f17100b4e439af276f21ef3d4e2f450ae7e15 \
+    --hash=sha256:7fb4bdf95b0561a79f259f9d28fbc109728c5ee7f27aff6391f0ca703a329abe \
+    --hash=sha256:819c054312f1af92947e6a55883d1b66feefab11531a7fc45e0fb9b63880b5c2 \
+    --hash=sha256:8560b4d712474335d08907db7973f71912d3a9a8f1dee992ec06b5d2fe359496 \
+    --hash=sha256:86a6dab78b0e43e2897a3bbe15745aa60dc5423ca437b7b0b164c069bf91b876 \
+    --hash=sha256:87a5eea1b2a5e21e1ebdbb33ad4165359189327e63fc4e4894693e7f821ac817 \
+    --hash=sha256:896e12dfdbbab9d8f7e16d2b28c6769a60126fa92095d1ebf9473d02593a2448 \
+    --hash=sha256:8f6bb621e5863cfe8fe5ff5468002d200ec31f30f1280b259dc505b02595099e \
+    --hash=sha256:90d53f1609c29ccc2193945ef732428382a28f78d0456ae4d3daf0d48b74f0f6 \
+    --hash=sha256:915fbb7b41b115192259f8c9ae58f3ddc444d2b5579917270211858e606a4afd \
+    --hash=sha256:93b032b5ec3255473c143627d21a69ac74ae12f7f33974cb587c564d11b1066f \
+    --hash=sha256:94da27378da0610e341c4d30de29a191672683cc82b8f9556e8f7c7212a020fe \
+    --hash=sha256:979ed4717f59b8bb12e3963378fa285d93d367e15bcd66c721311826d3c44a6c \
+    --hash=sha256:97e704dcd26271f5bda3fa07c3ce0fb76d6d3f8659f4baa1a24442cc9ba177ca \
+    --hash=sha256:99abd37084b82f5830c635fddd0b4993b9742a66eb746dacf433c8590e8f9e3c \
+    --hash=sha256:9af6779bfb46abf124068327abcdf9ce95c9ef8287a3e8da76ccf2d0f16c28fa \
+    --hash=sha256:9e8f2d660c350b3d0e259c7a7e3d9b7fc8b41210cbcc3d4a7076ff0a5e5c2fdc \
+    --hash=sha256:a24f677ebe83749039e7bdf862ff0bbb16818ae4193d4ef96505e269375bcce0 \
+    --hash=sha256:a9875b46d910cff3ea2f5962f9d266b465459fe634e22556ab9bd6fc1192eea0 \
+    --hash=sha256:aa00140699487bd435fde4342d85c94cb256b7cd3a5b9c3396c67f19922afda2 \
+    --hash=sha256:ae6be797afdef264e8a84864a85b196ca06045586481b3df8a967322fd2fa844 \
+    --hash=sha256:af8b4b81a960eeaf1234971ac3cd0ba5901f3cd42eae42a46b4d089a8b492719 \
+    --hash=sha256:b165790117eea512d7f3fb22f1f6dad3d55a7189571993eb015591c1401276d1 \
+    --hash=sha256:b238af795833d5731d049d82bc84b768ae6f8f97f0495963b3ed9935c5901cc3 \
+    --hash=sha256:b3a03285a7f9c7b016324574a6d92a1c895da6b978cb8f1deee3ac72bc6da178 \
+    --hash=sha256:b6feea921016eb3d4e04d65fc4e9ca402d1a3801f562aef94989f54694917af3 \
+    --hash=sha256:b6ff7fcee63287ae57b5df3e4f5957ce032122802509246dec1a5bcc55904c95 \
+    --hash=sha256:b821a1f7dedf7e37450654e620038ac3b2e81e8fa6ea269337e97101978ec730 \
+    --hash=sha256:bb2c0c80d431c0d03f2c7dbf125150fedd4f0de17366a7ca33f7ccb822391842 \
+    --hash=sha256:bb33777ea21e8b7ecde0e6fc84f598be0a1192eab1a63bc746d75aa75d38e7bd \
+    --hash=sha256:bcfb80a2cc36fba2534e5e5b5264dc7ae6fcd9bf15256da3e53d2f499e6fa29d \
+    --hash=sha256:bd869c427324e5cb15195793de951295710db28be7d818247f3097b4ab5d4b96 \
+    --hash=sha256:bedb0cd073cc2dc035e30aeb99444389d3cd2113afe4ef9fcd23d439f5bade85 \
+    --hash=sha256:c389c482a7e9b9dc3ee2701ac46c4125297a3818875b9c305ddb603c04828fd1 \
+    --hash=sha256:c6fa4dc7ad6f8109c70bb1499e589f76b0b792baf39f9b017eb92c8a81d0a199 \
+    --hash=sha256:c83afe0ba876be7e943d2e0ba645809ad441575d2840c895c21ee5de93b9377a \
+    --hash=sha256:cb21957bb8aca671c1765e32f58164cf0c50e6bf41c0bbbd16da20732ecaf588 \
+    --hash=sha256:cf4491381b1b57425c315a56a439251b1bdac07b2275f19a8c44bc57744532ec \
+    --hash=sha256:d03f281ed22579314ba00821ce20115a7c0ac430660b4cc05704a3f818b3e004 \
+    --hash=sha256:d35143e27778b4bb0fb189562d7f275bff79c62ab8e98459717c0ea617ff2480 \
+    --hash=sha256:d3b1a184a9a8f548a6b73f1e26b96b052193e4b3175ed7342aaf1151a1f00a04 \
+    --hash=sha256:d44ec478e713ee7f29b439f7eb8dc2b9d4079e11ae114d2c2ac3d5daf30516c8 \
+    --hash=sha256:d9d4e294455b23a68c9b8f042d0e8e377a265bcb15332753695f6e5b6819e0ce \
+    --hash=sha256:de538791a80e5d862addbc183f70f0158ac9b9bb872bb147f1fd2a683691e087 \
+    --hash=sha256:e4e5e0ae56914ecdbf446493addefc0159053dd53962cef37d7839f37f73d505 \
+    --hash=sha256:e509a55f681e6158c20f70f102f9cf61fb20fbc382272bc6d94b7343f2582780 \
+    --hash=sha256:ec8dc383ee57ea3e883477dcca3f11b65d58199f1080acaf4cd6ad9a99698be4 \
+    --hash=sha256:ed09c7eb1c391271c2ed0314a51903e72a3acb653d5ccfc264cdf3ef11f8269d \
+    --hash=sha256:eeea07c4397bbc57719c4eed8f9c284874d4f175f9b6d57f7a1546b976d455ca \
+    --hash=sha256:eefd9cc9b6d4a2db5f00a26bc3e4f9acf71926a6ec557cd56c9c6f27c290b665 \
+    --hash=sha256:f234b4deb12f3ad59127e037bc57c40c21e45b45282df7d3a55a0f409f595296 \
+    --hash=sha256:f380468b09d2a81633ee863b0ec5648d364bd17bb8ecfb8c2f387f7ac1faf42c \
+    --hash=sha256:f5e6ff2bdbb8f4cd3fbe41f99e25bbcd58e3bf9f13d3dd31a11e7917251cc77a \
+    --hash=sha256:f7a16ef45b081454ef844502d87a848876c490c4cb5c650c230f6ec79ed2c1e7 \
+    --hash=sha256:faccab372e66bc76d5731525e7f1143c922271725b9d38c9f97edcc66266b451 \
+    --hash=sha256:fc0cacab7ba4e56f0f81c82a98c09bed2f39c940107b03a34b168bdf7597edd3
     # via
     #   aiobotocore
     #   kubernetes
@@ -153,9 +153,9 @@ annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
     --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.0 \
+    --hash=sha256:b47c1f9ccf73e67021df785332508f99379c68fa7d0684e8e3492cb1d4b23f89 \
+    --hash=sha256:dd9b7a2a9799ed6552fde617b2c5df02b7fdd7d88392fc48101e51bae46164d9
     # via
     #   httpx
     #   mcp
@@ -213,6 +213,7 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonschema
     #   referencing
@@ -220,9 +221,9 @@ babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
     --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
     # via sphinx
-bigtree==1.4.1 \
-    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
-    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
+bigtree==1.5.0 \
+    --hash=sha256:1917d90a8bd464289a56e34842cb04d3a8131e6d532352afd33fa822fa397fcb \
+    --hash=sha256:8b0c99b8088b33087f6e16ba71af72480b7543d1b8544a66b10d160a2e1160f3
     # via feast (pyproject.toml)
 boto3==1.43.0 \
     --hash=sha256:80d44a943ef90aba7958ab31d30c155c198acc8a9581b5846b3878b2c8951086 \
@@ -246,9 +247,9 @@ calver==2025.3.31 \
     --hash=sha256:07511edf5e7fa75ae97445c8c5921240e0fe62937289a3ebe6963eddd3c691b6 \
     --hash=sha256:255d1a70bba8f97dc1eee3af4240ed35980508da69257feef94c79e5c6545fc7
     # via feast (pyproject.toml)
-certifi==2026.5.20 \
-    --hash=sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897 \
-    --hash=sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d
+certifi==2026.6.17 \
+    --hash=sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432 \
+    --hash=sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db
     # via
     #   httpcore
     #   httpx
@@ -491,56 +492,53 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==48.0.0 \
-    --hash=sha256:0890f502ddf7d9c6426129c3f49f5c0a39278ed7cd6322c8755ffca6ee675a13 \
-    --hash=sha256:0c558d2cdffd8f4bbb30fc7134c74d2ca9a476f830bb053074498fbc86f41ed6 \
-    --hash=sha256:16cd65b9330583e4619939b3a3843eec1e6e789744bb01e7c7e2e62e33c239c8 \
-    --hash=sha256:18349bbc56f4743c8b12dc32e2bccb2cf83ee8b69a3bba74ef8ae857e26b3d25 \
-    --hash=sha256:1e2d54c8be6152856a36f0882ab231e70f8ec7f14e93cf87db8a2ed056bf160c \
-    --hash=sha256:22a5cb272895dce158b2cacdfdc3debd299019659f42947dbdac6f32d68fe832 \
-    --hash=sha256:27241b1dc9962e056062a8eef1991d02c3a24569c95975bd2322a8a52c6e5e12 \
-    --hash=sha256:2b4d59804e8408e2fea7d1fbaf218e5ec984325221db76e6a241a9abd6cdd95c \
-    --hash=sha256:2eb992bbd4661238c5a397594c83f5b4dc2bc5b848c365c8f991b6780efcc5c7 \
-    --hash=sha256:369a6348999f94bbd53435c894377b20ab95f25a9065c283570e70150d8abc3c \
-    --hash=sha256:3cb07a3ed6431663cd321ea8a000a1314c74211f823e4177fefa2255e057d1ec \
-    --hash=sha256:40ba1f85eaa6959837b1d51c9767e230e14612eea4ef110ee8854ada22da1bf5 \
-    --hash=sha256:4defde8685ae324a9eb9d818717e93b4638ef67070ac9bc15b8ca85f63048355 \
-    --hash=sha256:55b7718303bf06a5753dcdccf2f3945cf18ad7bffde41b61226e4db31ab89a9c \
-    --hash=sha256:561215ea3879cb1cbbf272867e2efda62476f240fb58c64de6b393ae19246741 \
-    --hash=sha256:58d00498e8933e4a194f3076aee1b4a97dfec1a6da444535755822fe5d8b0b86 \
-    --hash=sha256:59baa2cb386c4f0b9905bd6eb4c2a79a69a128408fd31d32ca4d7102d4156321 \
-    --hash=sha256:5a5ed8fde7a1d09376ca0b40e68cd59c69fe23b1f9768bd5824f54681626032a \
-    --hash=sha256:5b012212e08b8dd5edc78ef54da83dd9892fd9105323b3993eff6bea65dc21d7 \
-    --hash=sha256:5c3932f4436d1cccb036cb0eaef46e6e2db91035166f1ad6505c3c9d5a635920 \
-    --hash=sha256:614d0949f4790582d2cc25553abd09dd723025f0c0e7c67376a1d77196743d6e \
-    --hash=sha256:76341972e1eff8b4bea859f09c0d3e64b96ce931b084f9b9b7db8ef364c30eff \
-    --hash=sha256:77a2ccbbe917f6710e05ba9adaa25fb5075620bf3ea6fb751997875aff4ae4bd \
-    --hash=sha256:7995ef305d7165c3f11ae07f2517e5a4f1d5c18da1376a0a9ed496336b69e5f3 \
-    --hash=sha256:7ce4bfae76319a532a2dc68f82cc32f5676ee792a983187dac07183690e5c66f \
-    --hash=sha256:7e8eac43dfca5c4cccc6dad9a80504436fca53bb9bc3100a2386d730fbe6b602 \
-    --hash=sha256:84cf79f0dc8b36ac5da873481716e87aef31fcfa0444f9e1d8b4b2cece142855 \
-    --hash=sha256:8c7378637d7d88016fa6791c159f698b3d3eed28ebf844ac36b9dc04a14dae18 \
-    --hash=sha256:8cd666227ef7af430aa5914a9910e0ddd703e75f039cef0825cd0da71b6b711a \
-    --hash=sha256:906cbf0670286c6e0044156bc7d4af9cbb0ef6db9f73e52c3ec56ba6bdde5336 \
-    --hash=sha256:9071196d81abc88b3516ac8cdfad32e2b66dd4a5393a8e68a961e9161ddc6239 \
-    --hash=sha256:9249e3cd978541d665967ac2cb2787fd6a62bddf1e75b3e347a594d7dacf4f74 \
-    --hash=sha256:984a20b0f62a26f48a3396c72e4bc34c66e356d356bf370053066b3b6d54634a \
-    --hash=sha256:9be5aafa5736574f8f15f262adc81b2a9869e2cfe9014d52a44633905b40d52c \
-    --hash=sha256:9c459db21422be75e2809370b829a87eb37f74cd785fc4aa9ea1e5f43b47cda4 \
-    --hash=sha256:9ccdac7d40688ecb5a3b4a604b8a88c8002e3442d6c60aead1db2a89a041560c \
-    --hash=sha256:a0e692c683f4df67815a2d258b324e66f4738bd7a96a218c826dce4f4bd05d8f \
-    --hash=sha256:a5da777e32ffed6f85a7b2b3f7c5cbc88c146bfcd0a1d7baf5fcc6c52ee35dd4 \
-    --hash=sha256:a64697c641c7b1b2178e573cbc31c7c6684cd56883a478d75143dbb7118036db \
-    --hash=sha256:ad64688338ed4bc1a6618076ba75fd7194a5f1797ac60b47afe926285adb3166 \
-    --hash=sha256:bd72e68b06bb1e96913f97dd4901119bc17f39d4586a5adf2d3e47bc2b9d58b5 \
-    --hash=sha256:c17dfe85494deaeddc5ce251aebd1d60bbe6afc8b62071bb0b469431a000124f \
-    --hash=sha256:c18684a7f0cc9a3cb60328f496b8e3372def7c5d2df39ac267878b05565aaaae \
-    --hash=sha256:cc90c0b39b2e3c65ef52c804b72e3c58f8a04ab2a1871272798e5f9572c17d20 \
-    --hash=sha256:db63bf618e5dea46c07de12e900fe1cdd2541e6dc9dbae772a70b7d4d4765f6a \
-    --hash=sha256:ea8990436d914540a40ab24b6a77c0969695ed52f4a4874c5137ccf7045a7057 \
-    --hash=sha256:ecde28a596bead48b0cfd2a1b4416c3d43074c2d785e3a398d7ec1fc4d0f7fbb \
-    --hash=sha256:f5333311663ea94f75dd408665686aaf426563556bb5283554a3539177e03b8c \
-    --hash=sha256:fdfef35d751d510fcef5252703621574364fec16418c4a1e5e1055248401054b
+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
@@ -612,9 +610,9 @@ 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]==2026.6.0 \
+    --hash=sha256:1539859071065dca379ca592ff76e911cd7965dc466da0040354ab466179189b \
+    --hash=sha256:ae3436bd31ebce2be75edf952bd1fc687a1f11ec03fe8b1bec2903d222344a45
     # via feast (pyproject.toml)
 db-dtypes==1.7.0 \
     --hash=sha256:30951c7cda9e5455e43636eebe041c9a637ff28bc49a95d82cb68759d7625467 \
@@ -630,50 +628,63 @@ docutils==0.22.4 \
     --hash=sha256:4db53b1fde9abecbb74d91230d32ab626d94f6badfc575d6db9194a49df29968 \
     --hash=sha256:d0013f540772d1420576855455d050a2180186c91c15779301ac2ccb3eeb68de
     # via sphinx
-duckdb==1.5.3 \
-    --hash=sha256:0b0b4f088a65d77e1217ce5d7eff889e63fedc44281200d899ff47c84d8ff836 \
-    --hash=sha256:0ce80aed7a538422129a57eaca9141e3afb51f8bf562b1908b1576c9725b5b22 \
-    --hash=sha256:10960400ed60cdf0fe05bab2086fa8eb733889cb0ceca18d07ff9a00c0e0be7b \
-    --hash=sha256:2fa17ecdd5d3db122836cb71bb93601c2106a3be883c17dffddc02fbf3fa7888 \
-    --hash=sha256:3248b49cd835ea322574bc6aac0ae7a83be85547f49d4f5f5777cb380ee6627f \
-    --hash=sha256:33ae08b3e818d7613d8936744b67718c2062c2f530376895bfd89efb51b81538 \
-    --hash=sha256:341a2672e2551ba51c95c1898f0ade983e76675e79038ccb16342c3d6cfb82d7 \
-    --hash=sha256:3d5db8c0b55e072cf437948ebb5d7e23d7b9d03d905fa5f9145583e65aa447f7 \
-    --hash=sha256:4bfa9a4dadf71e83e2c4eaca2f9421c82a54defecc1b0b4c0be95e2389dec4fe \
-    --hash=sha256:50379b85f3a0a169478d54880ef8bf971ecaa85772d05eeaa617d720c7704741 \
-    --hash=sha256:5fd25f533cb1b6b2c84cc767a9a9bab7769bb1aa44571a2a0bfc91ac3e4a38ac \
-    --hash=sha256:6d2835e39bb6af73891f73c0f8d4324f98afe00d0b00c6d34b2a582c2256cbb0 \
-    --hash=sha256:6ef8faf121d7b3ad95aab1c3ce31169a28be49da75abfa6099a1bec2e9a70189 \
-    --hash=sha256:70a18f932cf6d87bd0e554613657a515c1443a1724aacfc7ec5137dd28698b03 \
-    --hash=sha256:746433e49bbc667b4df283153415fbe37e9083e0eff6c3cd6e54de7536869cd4 \
-    --hash=sha256:75d13308c9da3ee431d1e72b8ab720aa74a1b3e9159d4124cb62435924496334 \
-    --hash=sha256:787df63824f07bf18022dbc3b8ca4b2bfab0ebe616464f55c6e8cd0f59ea762e \
-    --hash=sha256:8001eccbc28be244dfd04d708526f34ddd6460b47a8aeb5d0e39d6f7f9e3fe15 \
-    --hash=sha256:9fb7516255a8764545e30f7efacea408cc847764a3027b3b0b3e7d1a7bebbc5c \
-    --hash=sha256:a3fb3bad9bc1a3e101d66d33269142ce075dc3d75202ba74ba97d7e44c50b9cd \
-    --hash=sha256:aea7baf67ad7e1829ac76f67d7dcbd7fb1f57c3eb179d55ac30952df4709ae30 \
-    --hash=sha256:bb5bb5dcdd09d62ee60f0ddbbef918e71cce304ffe28428b1131949d39ffaabf \
-    --hash=sha256:c5f18e7561403054433706c187589e86629a7af09a7efc23a06a8b308e6acc68 \
-    --hash=sha256:c9e8fa408705081160ede7ead238d16e73a36b8561b700f2bf2d650ae48e7b92 \
-    --hash=sha256:d0405eae18ec6e8210a471c97dbfe87a7e4d605274b7fe572a1f276e92158f13 \
-    --hash=sha256:d37650ec3ec8a951400ea12dc77edaea88e0baeda34801792776f95f2f922f4f \
-    --hash=sha256:dd00f70231951a619908471b7b6397232ff3be8ccd1f49a47f1a2ccac59eaba1 \
-    --hash=sha256:df39428eb130faa35ae96fd35245bdeae6ecf43936250b116b5fead568eb9f16 \
-    --hash=sha256:e75a6122c12579a99848517f6f00a4e342aebda3590c30fe9b5cc5f39d5e6afc \
-    --hash=sha256:e80eb4d0fb59869cb2c7d7ef494c07fb92014fe8e77d96c170cd1ebc1488a708 \
-    --hash=sha256:f4eff89c12c3a362efa012262e57b7b4ab904a7f79bad9178fe365510077abe8 \
-    --hash=sha256:fd3963c1cb9d9567777f4a898a9dbe388a2fe9724681801b1e7d6d93eecf1b76 \
-    --hash=sha256:fdc65233f0fcf9022e4c6a8ba2ba751a79deb291501073d660afb1aa9874051f \
-    --hash=sha256:fe8d0c1f6a120aa03fa6e0d03897c71a1842e6cf7afd31d181348391f7108fe1 \
-    --hash=sha256:ff11a457258148337ef9a392148a8cdbd1069b6c27c21958816c7b67fe6c542d
+duckdb==1.5.4 \
+    --hash=sha256:02dd9f9a6124069213f13e3a474c208028c472fe1acdae12b38761f954fe4fc6 \
+    --hash=sha256:0cda263d8c20addb8d4f95464787cbe0af1144f7ab7e21db3709fb826ee01725 \
+    --hash=sha256:0cf932055061e544d3fa27cc6c147da25f3f681ee5980157fb55e77d6c2d9c63 \
+    --hash=sha256:0f32ad7e0286c1c29ab6c73b29118c86101f8eee46aae54f54d0b50916f542f6 \
+    --hash=sha256:0f8722346024e5d9f02b58bf7b0491a629f97fdc8a04a10e432940f471ee387a \
+    --hash=sha256:136cea7f886b78caf4035485b4b1e766e8b309e999f9e83a966f81ebb8122844 \
+    --hash=sha256:262f068158beb5943f2c618f4e54b46db8306b959f90dce956f90a89f613673d \
+    --hash=sha256:266c7c909558ce7377f57d082cee408aadebdd9111be017558ca54e44a031037 \
+    --hash=sha256:291a9e7502551170af989ff63139a7a49e99d68edbc5ef5017ac27541fe54c65 \
+    --hash=sha256:3565550adbf160ef7a2ee3395470570182f11233983ad818bd7d5f9e349f92b2 \
+    --hash=sha256:360f2542d09759c3739400f8b787e29b43ba0da665c21756216291458bf6fc59 \
+    --hash=sha256:3ddd9533ce80f9b851bdd6276960a9286166514a9ceca43d5bc2f0d5842c490d \
+    --hash=sha256:3fb41d9cfccb7e44511eeeed263ae98143ca63bdb1ef84631ba637c314efa1b5 \
+    --hash=sha256:3fb6f07d54ecf4d0d3c5179a2361fdddfafa14de4fc42696de4632479b703421 \
+    --hash=sha256:42a612e67d64450b446eb69695290d460713eef46e0f64467ab9dfe96264ee05 \
+    --hash=sha256:4647968629d0677bbcc2416c7aeda8685eb84e4ca15a6dbd4f82a66cfc91a532 \
+    --hash=sha256:4c430e788d99b50854209bf2833ba36a45df75e57f86efb477046cd408bbd077 \
+    --hash=sha256:4d2307a76d199077b0055b354e90e857479461a0d875437535dd4833172c8b6d \
+    --hash=sha256:698ec90bd5d5538bd5f6d212a4b61af443d240703cf45f134738535026556ea5 \
+    --hash=sha256:6dcbb81a1276bc48deb4d562bce4f8895e4fc6348750a096e30052345c6d6552 \
+    --hash=sha256:73f4878a3012283024a64a1909e440aac12091ef336f671fc142f7e87449ce0c \
+    --hash=sha256:83e8c089bbb756ca4471d8b05943b80a106058697cf00615e70423106bb783bc \
+    --hash=sha256:8ba7b666bc9c78d6a930ee9f469024149f0c6a23fb7d2c3418aad6774339bec0 \
+    --hash=sha256:8f935ef210ab00bc94bb1e3052697adaa36bb0ce7bdfeda8b0f34e2ff1643870 \
+    --hash=sha256:9d9e6817fcbc09d2605a2c8c041ac7824d738d917c35a4d427e977647e1d7944 \
+    --hash=sha256:a9a10dc40469b9c0e458625d2a8359461a982c6151bb53ff259fea00c4695ad4 \
+    --hash=sha256:bd6777e8ddd74fb603a6d09766bfcff28638189f8aaa61fc0dffd9e9a4baa8e5 \
+    --hash=sha256:c2d58d39f5e65419cdc27e3875cba4a729a3bbf6bf4016aefb4a2a65335a1d42 \
+    --hash=sha256:ccc7f2694d02b4763fee61021d45e12f7bc5743993686563957df0cef799fbae \
+    --hash=sha256:e2dc8340cfb6006025a798c50f40126d6e945a1d2487be94667bb4166556ce7b \
+    --hash=sha256:e8fcef301cf68d3951ea1eb8ac4d76cea0a6f6a08f4c78fe4026fc96d217bebc \
+    --hash=sha256:f14e79a006341f29ee5a2692a24dac5114e77533d579c57ec39124adf0135033 \
+    --hash=sha256:f6f39cd0dc6948dee17fd130aec55114f97a8ef6e1db519b9774087962bc5c8c \
+    --hash=sha256:f9e32f1cdd106793d79d190186bed9e75289d51e68bd9174e47c04bffedeab6f \
+    --hash=sha256:ff96d2a342b200e1ec6f1f19986c77f4ac16a49b6112f71c5b763989203a9d60
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
     --hash=sha256:3b41e1b601234296b4fb368338fdcd3e13e0b4fb5b67345948f4f2bf9868b286
     # via kubernetes
-fastapi==0.136.3 \
-    --hash=sha256:3d2a69bdf04b7e9f3afa292c3bc7a98816bbfafa10bc9b45f3f3700d2f761620 \
-    --hash=sha256:e487fae93ad408e6f47641ee4dfe389864fd7bec92e547ea8498fc13f43e83ab
+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==0.138.0 \
+    --hash=sha256:b6f54fd1bd72c80b0f899f172c61a600f6f7af9b43d4d772a018f35624048cb0 \
+    --hash=sha256:d445a4877636ad191e7053e08c9bf98cb921a6756776848400bb773d1740c061
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -681,9 +692,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.29.1 \
-    --hash=sha256:85199dfd706869641b72b2e8955d5416a4b2b7dc4b0e8e6d97b4cc1299a6983b \
-    --hash=sha256:d97e6b1b9757569626c58caa07dc4beb1613f4a2938b1e8cc81afca398906c9e
+filelock==3.29.4 \
+    --hash=sha256:10cdb3656fc44541cdf30652a93fb10ec6b05325620eb316bd26893e4201538a \
+    --hash=sha256:dac1648087d5115554850d113e7dd8c83ab2d38e3435dde2d4f163847e57b767
     # via snowflake-connector-python
 flit-core==3.12.0 \
     --hash=sha256:18f63100d6f94385c6ed57a72073443e1a71a4acb4339491615d0f16d6ff01b2 \
@@ -823,9 +834,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-fsspec==2026.4.0 \
-    --hash=sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2 \
-    --hash=sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4
+fsspec==2026.6.0 \
+    --hash=sha256:02e0b71817df9b2169dc30a16832045764def1191b43dcff5bb85bdee212d2a1 \
+    --hash=sha256:f5bac145310fe30e16e1471bd6840b2d990d609e872251d7e674241822abf01a
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -841,9 +852,9 @@ google-api-core[grpc]==2.31.0 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.53.0 \
-    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
-    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
+google-auth[pyopenssl]==2.55.0 \
+    --hash=sha256:a17cef9dedf98c4ebae2fb0c48c8f75952c877cbc2efe09f329ef16c2783d88a \
+    --hash=sha256:fcd3a130f575fa36403d38774af1c64a4fbfbca09215f0589d2372b5119697cb
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -861,9 +872,9 @@ google-auth-oauthlib==1.4.0 \
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.1 \
+    --hash=sha256:159143c1b7248858f35549c09efea5d031c2883145623419ea7c505a50c0899a \
+    --hash=sha256:3c6878f424fc2b21f0bb414ca7262abd008465575a7b7c44c552105278a18914
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
@@ -871,9 +882,9 @@ google-cloud-bigquery-storage==2.39.0 \
     --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
     --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.38.0 \
-    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
-    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
+google-cloud-bigtable==2.39.0 \
+    --hash=sha256:4af2dd1babb799ee2509f9c7eb02904fdd841abc360a09f4ec3bc414dba7d2cc \
+    --hash=sha256:7f6ce53cc18beba84bdfc6eff4c3367bdaed16d46c5821e3189eb27cddeb6be6
     # via feast (pyproject.toml)
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -943,143 +954,143 @@ googleapis-common-protos[grpc]==1.75.0 \
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
-greenlet==3.5.1 \
-    --hash=sha256:001775efe7b8e758861294c7a27c28af87f3f3f1c20468a2bc618c45b346c061 \
-    --hash=sha256:00929c98ec525fd9bf075875d8c5f6a983a90906cdf78a66e6de2d8e466c2a19 \
-    --hash=sha256:017a544f0385d441e88714160d089d6900ef46c9eff9d99b6715a5ef2d127747 \
-    --hash=sha256:089fff7a6ce8d9316d1f65ebc00273a56be258c1725b32b94de90a3a979557e1 \
-    --hash=sha256:1072b4f9edcc1e192d9283a66a3e68d6b84c561de33a83d7858beb9ba1effe10 \
-    --hash=sha256:10a9a1c0bfbc93d41156ffcb90c75fbc05544054faf15dcc1fdf9765f8b607f0 \
-    --hash=sha256:110a1ca7b49b014b097f6078272c3f4ed31af45b254de5228b79adba879f6af9 \
-    --hash=sha256:111e2390ffffc47d5840b01711dd7fac07d4c09283d0283e7f3264b14e284c64 \
-    --hash=sha256:17d86354f0ae6b61bf9be5148d0dd34e06c3cb7c602c671f79f29ac3b150e659 \
-    --hash=sha256:1ffdb3c0bb002c99cd8f298957e046c3dbf6006b5b7cdf11a4e19194624a0a0a \
-    --hash=sha256:2baee5ca02031757ffe8cc3d69f0cc0aec7065ce362622da74f32d3bcab1c541 \
-    --hash=sha256:2c18ef16bf6d4dd410e4dd52996888ea1497be26892fe5bbc73580aba4287b8e \
-    --hash=sha256:2f82b3597e9d83b63408affed0b48fd0f54935edac4302237b9a837be0dae33c \
-    --hash=sha256:3bfbd69cc349e43bf3a8ae1c85548ff0718efc887615c2db16c3833d7b0b072d \
-    --hash=sha256:3c8bb982ad117d29478ef8f5533e97df21f1e2befd17a299257b0c96d1371c0b \
-    --hash=sha256:3d955c89b75eeca4723d7cc14135f393cd47c32e2a6cb4a8e4c6e760a26b0986 \
-    --hash=sha256:4378720dd888136c27215a0214d32a4d37c3852765d45bc37aad0623423cfd78 \
-    --hash=sha256:45718441607f9325d948db98cbc691276059316d0358c188c246da4e1d4d23d2 \
-    --hash=sha256:5028648bf2253ec4745add746129d3904121fa7fe871a76bed23c5720573ce0a \
-    --hash=sha256:50ae25a67bea74ea41fb14b960bc532df73eb713417b2d61892dced82fe8d3bc \
-    --hash=sha256:51518ff74664078fc51bffcc6fc529b0df5ae58da192691cee765d45ce944a2b \
-    --hash=sha256:540dae7b956209af4d70a3be35927b4055f617763771e5e84a5255bea934d2f5 \
-    --hash=sha256:5a56aeb7d5d9cc4b3a735efb5095bd4b4f6f0e4f93e5ca876d0e2315137b7829 \
-    --hash=sha256:5e300185139abc337ade480c327183adf42a875ac7181bfe66d7d4efea31fbea \
-    --hash=sha256:67821bb03e4e98664490edb787ff6af501194c29bbee0f5c1dfdcf1dc3d9d436 \
-    --hash=sha256:6c09df69dc1712d131332054a858a3e5cca400967fa3a672e2324fbb0971448c \
-    --hash=sha256:6ebeb75c81211f5c702576cf81f315e77e23cfdb2c7c6fcb9dd143e6de35c360 \
-    --hash=sha256:73f78f9b9f0a5c06e5c946ba1e8e36f5114923b6be109ee618c54f079c3ea14f \
-    --hash=sha256:7546556f0d649f99f6a361098a55f761181bb2ea12ff150bb16d26092ad88244 \
-    --hash=sha256:7715a5a2c3378ba602c3a440558261e13a820bb53a82693aacd7b7f6d964e283 \
-    --hash=sha256:7b5f5fae05b8ac6d176a61b60c394a8cbdc2b5b91b81793066e68745cf165e54 \
-    --hash=sha256:7eacb17a9d41538a2bc4912eba5ef13823c83cb69e4d141d0813debe7163187f \
-    --hash=sha256:7ffdb990dcaa0234cf9845aead5df2e3c3a8b6507d409274dd87e0d5ab05ffc2 \
-    --hash=sha256:80eb4b04dadc4e67df3fae179a32c4706a3f495bc7f22fc8a81115d5f5512188 \
-    --hash=sha256:88e300d136eac057b2397aa1cfd7328b4c87c7eb66a09c7bc6a1292234db474e \
-    --hash=sha256:89101bfd5011e069be974903cb3a4e4523845e4ece2d62dcd8d358933c0ef249 \
-    --hash=sha256:8a17c42330e261299766b75ac1ea32caa437a9453c8f65d16a13140db378ecd3 \
-    --hash=sha256:8a271fcd66c74615cda6a964fda3f304267a12e50a084472218a39bb0376f563 \
-    --hash=sha256:8d8a23250ea3ec7b36de8fa4b541e9e2db3ee82915cc060ab0631609ad8b28de \
-    --hash=sha256:92fd6d44ac5e5a887c8a5dc4a8ba0ba908527c31c12f78c6bc7dcfe8aab279f6 \
-    --hash=sha256:975eac34b44a7077ca4d421348455b94f0f518246a7f14bc6d2fdcfe5b584368 \
-    --hash=sha256:9ab3c3a0b2ae6198e67c898dad5215a49f9ae0d0081b3c3ec59f333e39eeca26 \
-    --hash=sha256:9b1ec3274918a81d3ea778b9e75b56b72b33f300edb6cf7f3a7fe1dae56683de \
-    --hash=sha256:9d59e840387076a51016777a9328b3f2c427c6f9208a6e958bad251be50a648d \
-    --hash=sha256:a0cbed8bb44e23c5b199f888f4e4ce096b45ad9f25ff74a7ad0213875e936bb2 \
-    --hash=sha256:a19570c52a21420dcbc94e661994bc325c0b5b11304540fed514586da5dc8f2e \
-    --hash=sha256:a203a8bd0acb0701653d3bbb26e404854a68674139ed5cbb778830f42b09bb33 \
-    --hash=sha256:a4764e0bfc6a4d114c865b32520805c16a990ef5f286a514413b05d5ecd6a23d \
-    --hash=sha256:a57b0d05a0448eed231d59c0ceb287dde984551e54cbc51ac2d4865712838e9c \
-    --hash=sha256:a5c81f74d204d3edd136ebfd50dce53acbb776995d721a0fe801626cfc93b8cd \
-    --hash=sha256:a5ea42a752d47a145eae922b605cd1634665ac3d5ec1e72402d5048e8d60d207 \
-    --hash=sha256:a6fdf2433a5441ef9a95464f7c3e674775da1c8c1177fff311cee1acad4626ed \
-    --hash=sha256:add5217d68b31130f0beca584d7fef4878327d2e31642b66618a14eef312b63b \
-    --hash=sha256:b0703c2cef53e01baec47f7a3868009913ad71ec678bbecb42a6f40895e4ce62 \
-    --hash=sha256:b9152fca4a6466e114aaec745ae61cba739903a109754a9d4e1262f01e9259b1 \
-    --hash=sha256:c0141e37414c10164e702b8fb1473304221ad98f71600850c6ef7ff4880feba0 \
-    --hash=sha256:c3d35f87c7253b715d13d679e0783d845910144f282cb939fe1ba4ac8616269c \
-    --hash=sha256:c5551170cf4f5ff5623e9af81323751979fee2c731e2287b61f73cd27257b823 \
-    --hash=sha256:cbfc69be86e10dcfef5b1e6269d1d6926552aa89ee39e1de3353360c1b6989ab \
-    --hash=sha256:cc6ab7e555c8a112ad3a76e368e86e12a2754bcae1652a5602e133ec7b635523 \
-    --hash=sha256:cd443683db272ebaaca03af98c0b063ab30db70ea8a31a1559f35e3f7b744ccd \
-    --hash=sha256:d0932b81d72f552ded9d810d00021b64d89f2195a91ce115b893f943b7a4ab3c \
-    --hash=sha256:d40a890035c0058cadbdc4af7569800fd28a0e527a0fdbb7b5f9418f176846ce \
-    --hash=sha256:d5ee3ea898009fa898f85f9982255d35278c477bebe185beca249cab42d4526c \
-    --hash=sha256:d8ab31c9de8651a2facdd5c5bb0011f2380dd1a7af78ce2adf4b56095294fc07 \
-    --hash=sha256:dc71ff466927a201b08305acac451ebe1aedfcea002f62f1f2f2ac2ac1e6a135 \
-    --hash=sha256:de2daaaebd1a5aa88c49045b6baf9310b3263796bd88db713edf37cf53e7bb4e \
-    --hash=sha256:ded7b068c7c31c1a8657d4fd42d886b3e051ae29f88b80c5ff9d502257b0f071 \
-    --hash=sha256:e5cc9606aa5f4e0bde0d3bd502b44f743864c3ffa5cfa1011b1e30f5aa02366f \
-    --hash=sha256:e630136e905fe5ff43e86945ae41220b6d1470956a39220e708110ac48d01ea5 \
-    --hash=sha256:e6cd99ea59dd5d89f0c956606571d79bfe6f68c9eb7f4a4083a41a7f1587edee \
-    --hash=sha256:e7516cf6ae6b8a582c2770a0caed47b8a48373ed732c33d69a72913ae6ac923e \
-    --hash=sha256:ea37d5a157eb9493820d3792ac4ece28619a394391d2b9f2f78057d396ff0f0f \
-    --hash=sha256:ea8da1e900d758d078810d4255d8c6aa572181896a31ec79d779eb79c3adc9ad \
-    --hash=sha256:ed8cdb691169715a9a492844a83246f090182247d1a5031dc78a403f68ba1e97 \
-    --hash=sha256:ef08c1567c78074b22d1a200183d52d04a14df447bf70bcbb6a3507a48e776fc \
-    --hash=sha256:f16ba1efc0715b680a18b8123d90dad887c6112ae3555b4b5c32c149540c6b4e \
-    --hash=sha256:fa4f98af3a528f0c3fd592a26df7f376f93329c8f4d987f6bb979057af8bf5e2 \
-    --hash=sha256:ffea73584b216150eab159b6d12348fb253e68757974de1e2c40d8a318ac89ed
+greenlet==3.5.2 \
+    --hash=sha256:01e32e9d2b1714a2b06184cb3071ff2a2fd9bc7d065e39198ab21f7253dad421 \
+    --hash=sha256:0488ca77c94da5e09d1d9958f98b58cebba1b8fd9664c24898499133de927574 \
+    --hash=sha256:049827baab63dda8ab8ec5a6d07fc6eb0f418319cfc757fc8737a605e99ca1ad \
+    --hash=sha256:0629377725977252159de1ebd3c6e49c170a63856e585446797bb3d66d4d9c34 \
+    --hash=sha256:09201fa698768db245920b00fdc86ee3e73540f01ca6db162be9632642e1a473 \
+    --hash=sha256:0977af2df83136f81c1f76e76d4e2fe7d0dc56ea9c101a86af26a95190b9ca32 \
+    --hash=sha256:120b77c2a18ebf629c3a7886f68c6d01e065654844ad468f15bb93ace66f2094 \
+    --hash=sha256:1587ff8b58fdf806993ed1490a06ac19c22d47b219c68b30954380029045d8d4 \
+    --hash=sha256:1724499fc08388208408681c53c5062e9803c334e5a0bdaeb616228ba882aac8 \
+    --hash=sha256:1adc23c50f22b0f5979521909a8360ab4a3d3bef8b641ce633a04cf1b1c967ea \
+    --hash=sha256:1c31219badba285858ba8ed117f403dea7fafee6bade9a1991875aae530c3ceb \
+    --hash=sha256:1d554cd96841a68d464d75a3736f8e87408a7b02b1930a75fa32feb408ad62f8 \
+    --hash=sha256:1f052fff492c52fdfa99bd3b3c1389a53de37dae76a0562741417f0d018f02b3 \
+    --hash=sha256:24c59cb7db9d5c694cb8fd0c76eef8e456b2123afdfa7e4b8f2a67a0860d7682 \
+    --hash=sha256:26aed8d9503ca78889141a9739d71b383efea5f472a7c522b5410f7eb2a1b163 \
+    --hash=sha256:2c3b3311af72b3d3b03cc0f1ffd11f072e834be5d0444105cf715fc44434e39c \
+    --hash=sha256:2c6d6bfa4fdd7c39a0dbf112cdf28edbd19c517c810eefb6e4e71b0d55933a4c \
+    --hash=sha256:2debcd0ef9455b7d4879589903efc8e497d4b8fb8c0ae772309e44d1ca5e957f \
+    --hash=sha256:2ee6288f1933d698b4f098127ed17bda2910a75d2807915bd16294a972055d6c \
+    --hash=sha256:30252d191d6959df1d040b559a38fc017139606c5ecc2ad00416557c0355d742 \
+    --hash=sha256:36cfea2aa075d544617176b2e84450480f0797070ad8799a8c41ada2fe449d32 \
+    --hash=sha256:3be00501fb4a8c37f6b4b3c4773808ceb26ea65c7ea64fd5735d0f330b3786de \
+    --hash=sha256:3c2315045f9983e2e50d7e89d95405c21bddb8745f2da4487bc080ab3525f904 \
+    --hash=sha256:3c417cd6c593bbbef6f7aa31a79f37d3db7d18832fc56b694a2150130bde784e \
+    --hash=sha256:3dff6cd3aac35f6cd3fc23460105acf576f5faf6c378de0bc088bf37c913864a \
+    --hash=sha256:423167363c510a75b649f5cd58d873c29498ea03598b9e4b1c3b73e0f899f3d5 \
+    --hash=sha256:4e554809538bd4867f24421b43abde170f9c9b8192149b30df5e164bcac6124f \
+    --hash=sha256:537c5c4f30395020bb9f48f53146070e3b997c3c75da14011ab732aaa19ce3ef \
+    --hash=sha256:561dd919c02236a613fbf226791cbd77ee5002cbd5cb7e838869aa3ac7a71e16 \
+    --hash=sha256:5795e883e915333c0d5648faaa691857fbc7180136883edc377f50f0d509c2a8 \
+    --hash=sha256:5930d3946ecae99fa7fc0e3f3ae515426ad85058ebd9bfc6c00cca8016e6206b \
+    --hash=sha256:5eba55076d79e8a5176e6925295cfb901ebc95dae493342ede22230f75d8bee2 \
+    --hash=sha256:6d78b5c1c178dad90447f1b8452262709d3eef4c98f825569e74c9d0b2260ac9 \
+    --hash=sha256:6d9e19257794e28821c9ebd5e23f86d7c267cd9d390089374f068d2049f949e3 \
+    --hash=sha256:6e9e49d732ee92a189bb7035e293029244aeba648297a9b856dc733d17ca7f0d \
+    --hash=sha256:6f1e473c06ae8be00c9034c2bb10fa277b08a93287e3111c395b839f01d27e1f \
+    --hash=sha256:6f96ed6f4adc1066954ae95f45717657cb67468ef3b89e9a3632e14a625a8f39 \
+    --hash=sha256:711028c953cd6ce5dc01bbb5a1747e3ad6bd8b2f7ded73778bb936e8dab9e3b6 \
+    --hash=sha256:76dae33e97b52743a19210931ee3e78a88fe1438bc2fc4ee5e7512d289bfad4f \
+    --hash=sha256:7a7bfc200be40d04961d7e80e8337d726c0c1a50777e588123c3ed8ba731dcb9 \
+    --hash=sha256:7bb811753703739ad318112f16eccfaabdac050037b6d092debaa8b23566b4ce \
+    --hash=sha256:7fe6062b1f35534e1e8fb28dfed406cf4eeff3e0bca3a0d9f8ff69f20a4abb00 \
+    --hash=sha256:87359c23eb4e8f1b16da68faad29bf5aeb80e3628d7d8e4aa2e41c36879ddedd \
+    --hash=sha256:89da99ee8345b458ea2f16831dad31c88ddcdec454b48704d569a0b8fb28f146 \
+    --hash=sha256:9558cae989faeab6fbb425cd98a0cfa4190a47fba6443973fbee0a1eb0b0b6c3 \
+    --hash=sha256:98a52d6a50d4deaba304331d83ee3e10ebbdc1517fcca40b2715d1de4534065c \
+    --hash=sha256:9dc23f0e5ad76415457212a4b947d22ebe4dc80baf02adf7dd5647a90f38bb4e \
+    --hash=sha256:9df9daae96848508450011d0d86ed7c95f8829a354ce438284a77b24896fd1f8 \
+    --hash=sha256:9e194b996aa1b89d933cfe136e5eb39b22a8b72ba59d376ef39a55bca4dbf47f \
+    --hash=sha256:a0314aa832c94633355dc6f3ee54f195159533355a323f26926fc63b98b2ccbb \
+    --hash=sha256:a1759fa4f14c398508cf20dc8037de55cc23ae8bd14c185c2718257837195ca5 \
+    --hash=sha256:a1789a6244ea1ba61fd4386c9a6a31873e9b0234762103364be98ef87dcb19f3 \
+    --hash=sha256:a207023f1cf8695fd82580b8099c09c5809be18bc2282362cdfb965dd884a317 \
+    --hash=sha256:a2ddf9eddc617681108dd071b3feabf3f4a4cd64846254aec4d4ceda098b639a \
+    --hash=sha256:a3f76a94e2d6e1fee8f302265679d8cc47d71a203936dd03c6e2ace0f9cfd46d \
+    --hash=sha256:a850f6224088ef7dcc70f1a545cb6b3d119c35d6dca63b925b9f35da0635cdad \
+    --hash=sha256:a9476cbead736dc48ce89e3cd97acff95ecc48cbf21273603a438f9870c4a014 \
+    --hash=sha256:a96457a30384de52d9c5d2fd33abf6c1daae3db392cd556738f408b1a79a1cf0 \
+    --hash=sha256:b4ac902af825cbac8e9b2fccab8122236fd2ba6c8b71a080116d2c2ec72671b1 \
+    --hash=sha256:b4cad42662c796334c2d24607c411e3ed82481c1fb4e1e8ec3a5a8416060092e \
+    --hash=sha256:b9318cdeb9abdbfdd8bc8464ee4a06dffde2c7846e1def138365a6240ab2c9a5 \
+    --hash=sha256:bc18b8d33e6976804b9b792fe11cb3b1fee8b646e8a9e20bf521a429ddf73520 \
+    --hash=sha256:bf493b3c1c0a2324c49b0472e2280ba4665f3510d8115f6f807759a6163b15f7 \
+    --hash=sha256:c0ea4eb3de23f0bac1d75205e10ccfa9b418b17b01a2d7bf19e3b69dda08900a \
+    --hash=sha256:c1b906220d83c140361cdd12eef970fb5881a168b98ee58a43786426173da14c \
+    --hash=sha256:c1c1e5ad80f1f38ea479b83b39dccb20874cfe9ad5e52f87225fa294ba4d39a1 \
+    --hash=sha256:c674a1dd4fe41f6a93febe7ab366ceabf15080ea31a9307811c56dac5f435f73 \
+    --hash=sha256:ca92411942154023c65851e6077d8ca0d00f19de5fa80bb2c6f196ff6c920ba9 \
+    --hash=sha256:d7792398872f89466c6671d5d193537eff163ecf7fac78d82e6ddc25017fb4f5 \
+    --hash=sha256:db548d5ab6c2a8ead82c013f875090d79b5d7d2b67fc513934ce6cf66492ad7f \
+    --hash=sha256:dbebc038fcdda8f8f21cce985fd04e34e0f42007e7fc7ab7ad285caf77974b95 \
+    --hash=sha256:e063263ce9047878480d7e536012fc8b7c8e1922989eb5f03b9ab998a2ee7b7e \
+    --hash=sha256:e4af5d4961818ab651d09c1448a03b1ba2a1726a076266ebb62330bab9f3238c \
+    --hash=sha256:e976f9f6941f57d87a194c91868622c8b22a142a741d2fde31655c319133ade6 \
+    --hash=sha256:f41feb9f2b59e2e61ac9bea4e344ddd9396bf3cacb2583f73a3595ed7df6f8e7 \
+    --hash=sha256:f4d67c1684db3f9782c37ee4bade3f86f5a23a8fcf3f8359224106018ca40728 \
+    --hash=sha256:f9bbd6216c45a563c2a61e478e038b439d9f248bde44f775ea37d339da643af4 \
+    --hash=sha256:f9ed777c6891d8253e54468576f55e27f8fc1a662a664f946a191003574c0a74 \
+    --hash=sha256:feb721811d2754bfd16b48de151dd6b1f222c048e625151f2ca44cfdfd69f59c
     # via feast (pyproject.toml)
 grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.81.0 \
-    --hash=sha256:0fba53cb96004b2b7fb758b46b2288cb49d0b658316a4e73f3ef67230616ee65 \
-    --hash=sha256:194eddfacc84d80f50512e9fd4ee851d5f2499f18f299c95aa8fb4748f0537e0 \
-    --hash=sha256:19f201da7b4e5c0559198abe5a97157e726f3abe6e8f5e832d4a50740f6dcc22 \
-    --hash=sha256:21ec30b9ea320c8207ea7cd05873ad64aa69fdd0e81b6758b3347983ba20b50a \
-    --hash=sha256:275144b0115353339dbb8a6f28a9cf8997b5bf40e37f8f66ac0b0ea57e95b43f \
-    --hash=sha256:300f3337b6425fd16ead9a4f9b2ac25801acb64aa5bc0b99eb69901645b2b1d2 \
-    --hash=sha256:3755c9669307cad18e7e009860fdea98118978d2300451bd8530a53048e741e7 \
-    --hash=sha256:3d4e0ce5a40a998cf608c8ba60ecfe18fdf364a9aa193ae4ac3faeecd0e86757 \
-    --hash=sha256:40edffb4ec3689373825d367c4457727047a6e554f03245265ecc8cc03215f22 \
-    --hash=sha256:43c121e135ae44d1559b430db2b2dfad7421cbbe40e1deba506c7dc62b439719 \
-    --hash=sha256:4e032feb3bfb4e2749b140a2302a6baa8ead1b9781ff5cf7094e4402b5e9372e \
-    --hash=sha256:5192857589f223e5a98ff0e31f6e551b19040e647d17bfe10116c8a2ce3b8696 \
-    --hash=sha256:57b3b0e73a518fa286959b40c3eddd02703504ca186e8b7b2945954519bd8b2c \
-    --hash=sha256:5e925a70fe99fe5794f7beca0ea034c75f068afcc356d79047e73f99cdcca34c \
-    --hash=sha256:62bbe463c9f0f2ff24e31bd25f8dd8b4bae78900e315915a3195a0ef1471a855 \
-    --hash=sha256:638ccc1b86f7540170a169cb900799b9296a1381e47879ce60b0de9d3db73d33 \
-    --hash=sha256:725801c7086d7e4cd160e42bb2f54e0aeb976b9568df3cc6f843b15d29b79fb1 \
-    --hash=sha256:77eb4e9fe61486bd1198cc7236ebb0f70e66234e63c0348f40bc2553ed16a88b \
-    --hash=sha256:7915a2e63acdc05264a206e1bddfd8e1fb8a29e406c18d72d30f8c124e021374 \
-    --hash=sha256:794e6aa648e8df47d8f908dc8c3b42347d04ec58438f1dcd4e445f09b4f6b0ce \
-    --hash=sha256:8226ba097eed660ef14d36c6a69b85038552bb8b6d17b44a5aa6f9abf48b8e08 \
-    --hash=sha256:87e33b7afcfb3585121b5f007d2c52b8c534104d18f556e840d35193ca2a9141 \
-    --hash=sha256:8bb1789c94322a13336a2b6c58d9c14d68f8628b6e24205a799c69f5bf8516ce \
-    --hash=sha256:8c0855a350886f713b9e458e2a10d208009dcaa849f574e39cd6067db1fe1279 \
-    --hash=sha256:909bb3222b53235498d2c5817a0596d82b0aaea490ba93fdf1b060e2938a543c \
-    --hash=sha256:97bbd623f7ded558fd4f7cb5a4f600c4d4de65c5dd364c83a5b14b2a10a2d3b5 \
-    --hash=sha256:98c6240f563178fc5877bd50e6ff274463e53e1472128f4110742450739659fa \
-    --hash=sha256:9f355384e5543ab77a755a7085225ecc19f32b76032e851cbd8145715d79dec8 \
-    --hash=sha256:a524cd530900bd24511fcb7f2ed144da4ea37711c4b094475d0bceca7a93a170 \
-    --hash=sha256:a5acd7efd3b1fe9b4eb0bcaaa1507eed68a0ad0678b654c3f7b464df9ba9dca5 \
-    --hash=sha256:a9351055f52660b58f3d4890ea66188b5134399f82b11aa0c55bd4b99eff5390 \
-    --hash=sha256:aa948712c8e5fa40ec250870bda14bc7578e1bb832a8912d9d2a0f720518edbe \
-    --hash=sha256:aaaa4f7f2057d795952e4eacf3f342be8b5b156992f6ac85023c8b98794ebd47 \
-    --hash=sha256:b4108e5d9d0f651b7eea749116181fe6c315b145661a80ec31f05ec2dbe21af7 \
-    --hash=sha256:b76ea9d55cd08fcdbda25d28e0f76679536710acb7fbd5b1f70cb4ac49317265 \
-    --hash=sha256:b8b025b6af43ee0ad4a70307025d77bcab5adde7c4597786010d802c203e9fc5 \
-    --hash=sha256:b93cee313cae4e113fbb3a0ce1ea5633db6f63cfde2b2dc1d817429026b2a50b \
-    --hash=sha256:c197e2ef75a442528072b29e9755da299110e8610e8bcbb59a6b4cf55384f005 \
-    --hash=sha256:c36f5d5e97944cbda2d4096b4ae262e6e68506246b61582acf1b8591607f3ccc \
-    --hash=sha256:c4fe218c5a35e1d87a5a26544237f1fa41dfd9cbd3c856b0810a30061f8b0aaf \
-    --hash=sha256:c6ff087cb1f563f47b504b4e29e684129fc5ae4863faf3ebca08a327764ee6cb \
-    --hash=sha256:cd78145b7f7784661c524624f3526c9c6f891b30a4b54cb93a40806d0d0d61e9 \
-    --hash=sha256:db217c2e52931719f9937bd12082cd4d7b495b35803d5760686975c285924bf8 \
-    --hash=sha256:dbdb99986548a7e87f8343805ef315fd4eb50ffaabf4fb1206e42f2542bb805d \
-    --hash=sha256:e4d053900a0d24b75d7521139a3872150301b3d6bde3bed5e12318fb25791e4d \
-    --hash=sha256:e7746ba3e6efc9e2b748eff59470a2b8684d5a9ec607c6580bcaa5be175820bc \
-    --hash=sha256:f345de40ef2e65f63645d53d251824e6070e07804827c5b00ec2e44555f9f901 \
-    --hash=sha256:f750a091fff3a3991731abc1f818bdc64874bb3528162732cb4d45f2e07821a6 \
-    --hash=sha256:f85570a016d794c29b1e76cf22f67af4486ddbe779e0f30674f138fa4e1769ec \
-    --hash=sha256:fbbe81314a9d92156abce8b62c09364eb8bafc0ca2a19919a45ec64b5c6cb664 \
-    --hash=sha256:ff83d889e3ebf6341c8c7864ad8031591ad5ca61599072fc511644d1eb962d2b
+grpcio==1.81.1 \
+    --hash=sha256:0490c30c261eded63f3f354979f9dc4502a9fb944cccb60cd9dc85f5a7349854 \
+    --hash=sha256:0a37165cc80b1a368384b383e63a4c38116a10467ae44c904d2d7468c4470ec2 \
+    --hash=sha256:12b7524c88d4026d3dcb7b0ebe16b6714f3b4af402ddd0f0639ab064a00c87c3 \
+    --hash=sha256:15641444eca4a29358107b3dceb74c1c6305c55c822fd199b458aaea4068a7fb \
+    --hash=sha256:1b22c80559854b789a01fd89e8929b3798a156c0829b5282a8939f33ad4115ad \
+    --hash=sha256:1e123f9b37edb8375fd74130d1f69c944bbf0a7b06761ae7211154b8759e94d2 \
+    --hash=sha256:24c8e57504c8f45b237e40b99262d181071e5099a07053695b75d97bb53053a0 \
+    --hash=sha256:2c2e2ae6867c2966b8daccc836d54a13218e0007e9a490aeb81dd05be64d22d7 \
+    --hash=sha256:30e825f6848d9f18bba350ed6c75c1b02a0b5184474a31db9a32b1fa66fd8c79 \
+    --hash=sha256:3768a5ff1b2125e6f552e561b6b2dca0e64982d8949689b4df145cf8b98d7821 \
+    --hash=sha256:3ad74f8bb1a18963914c5452d289422830b39459e8776ebbcd207be1fbfb1d94 \
+    --hash=sha256:410482da976329fe5f4067270401b12cf2bd552ff8020f054ecfaddb5475f9d6 \
+    --hash=sha256:428bec0161b48d8cf583c068591bc0016d0d9cfff52462b72b3884861ea768c5 \
+    --hash=sha256:506f48f2f9c29b143fca3dad7b0d518c188b6c9648c75a2ae6e2d9f2c13a060b \
+    --hash=sha256:58ad1131c300d3c9b933802b3cc4dc69d380822935ba50b28703156ea826fbf7 \
+    --hash=sha256:592b5fee597faa91cce2dd294dd7d9a1c83d76c4dbf877e33ec1adb866b2fbed \
+    --hash=sha256:61233fe8951e5c85dff81c2458b6528624760166946b5b47ea150a589168411f \
+    --hash=sha256:62481553b1793a27e9b9c3cf9e5bd483ef045ca72462592074b46d42b0c4d9b9 \
+    --hash=sha256:6282caffb41ec326d4cb67ca9cf53b739d1b2f975a2acb498c7418e9f7d9a416 \
+    --hash=sha256:69ef28e54fc85397f91b8c19592b8ef3d81952080366914823bd8572a2958120 \
+    --hash=sha256:6f9a0c9c1cc15c112d1c053064fd032b64917062292c3d70aea280e02ae10b77 \
+    --hash=sha256:6fa10a767143a5e82e8eaab53918af0cd8909a57a27f8cb2288b80a613ac671b \
+    --hash=sha256:766bc7c9a9c340342f4c864ccbda8e78111e4751f13b895812b9c148fb79e9d0 \
+    --hash=sha256:78e29211f26da2fdd0e9c6d2b79f489476140cf7029b6a64808ade7ca4156a42 \
+    --hash=sha256:819edbdcb42ab8598b494bcf0222684bbb7a3c772bd1b1f0be7e029a6063c28e \
+    --hash=sha256:85b10a45b8993d195c4f3ff57025b8d1e11834909ee475c403bfa60cb4caefaf \
+    --hash=sha256:88268ca418cacea64cecb0d1d600d3c6b3a8038fcba02e1e205178c5b1f47661 \
+    --hash=sha256:8b39472beafc0bdcafc4c8c73ad082ebfdb449d566897a61e7acb4fa88089115 \
+    --hash=sha256:8ea1936c26b99999b27479853039a7f34713f56c49375ad52b38535ec93a796c \
+    --hash=sha256:98a07f9bf591e3a8919797bee1c53f026ba4acd587e5a4404c8e57c9ec36b2a5 \
+    --hash=sha256:a185a04039df6cae8648bc8ab6d6fde7bf94f7188ecf7828e76ac52eef1e41d6 \
+    --hash=sha256:a35009284d0d3d5c2c9601c164a911b8b4331608d98a9a66d47d97bb2f522b70 \
+    --hash=sha256:a3acb384427816dd5d470f47e62137b87f74da694faa8a50147012cf40df276a \
+    --hash=sha256:aa2ba7d2ad6df4d80127cea65e5b8d5e2c3adbf153ff4804452836328aca7c54 \
+    --hash=sha256:b10e1ff4756ed27d5a29d7fc79cfce7ef1ff56ad20025b89bac7cf79e09abbbe \
+    --hash=sha256:b137f4bf3ada9dc44d411478decc6ff09a79ed30b306cd2abaa98408c3588137 \
+    --hash=sha256:b259a04a737cb3496be0901328eb8b7552ed8df4865d8c8f1cf1bffcfc0776a3 \
+    --hash=sha256:b427c19380991a4eaab2f6144b64b99b412043314c6bf4ab544f97bb31ee4190 \
+    --hash=sha256:bb693b1e3d9a2f3fd228e2110daf4b5aeedb36761ca1e4282f74725f6d89f611 \
+    --hash=sha256:c261d74b1a945cf895a9d6eccd1685a8e837531beaab782da4d630a8d12deffb \
+    --hash=sha256:c5bf2dc311127d91230cc79b92188c082634a06cf66c5234db49a43b910183b0 \
+    --hash=sha256:ca1cc11d82677b9662082e5478b7528e2b7db7beaa6bdff42bd62789d81be399 \
+    --hash=sha256:d4b2dddfc219f54f956ccd53cf76a1d338ffe68fc7f2849ec9c7feb9927ff692 \
+    --hash=sha256:d71d30f2d92f67d944631c523713934fee37292469e182ebcd2c1dd8a64ce53f \
+    --hash=sha256:d865db4a6318e1c1bea83292e0ed231090538fc4ca45425b0f0480eb338bbc6e \
+    --hash=sha256:e2aa72e3ce1770317ef534f63d397b55e130725f5149bd36077c3b539019db27 \
+    --hash=sha256:e3657301562ac3cb8018d30d0d3ebfa39932239f7b5703422057ef14b69949f5 \
+    --hash=sha256:e64dd101d380a115cc5a0c7856788adb535f1a4e21fc543775602f8be95180ae \
+    --hash=sha256:e8ca6a1fcdb2943c9cbc1804a1baf3acb6071d72a471591678ded84218006e14 \
+    --hash=sha256:edb59506291b647a30884b1d51a599d605f40b20af4a7dc3d33786a47a31de60 \
+    --hash=sha256:f9a0ebbe45c29b5e5866593c12b78bd9035f0f0f0d4bc8361680cd580d99db49
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -1092,18 +1103,19 @@ grpcio==1.81.0 \
     #   grpcio-health-checking
     #   grpcio-reflection
     #   grpcio-status
+    #   milvus-lite
     #   pymilvus
-grpcio-health-checking==1.81.0 \
-    --hash=sha256:09f31674f1acdcf214bc4e640ebbbbef165b077a1fd64834795196d52bfdce39 \
-    --hash=sha256:1024304a85eecddb7a08cb16e157a36dd1c5b08bdabba09f844a71d7e47c994f
+grpcio-health-checking==1.81.1 \
+    --hash=sha256:cbc6a4171825ec64389de2f062d296ba129a5c27eefd0dd55fa837909184bdf9 \
+    --hash=sha256:ecc61480e25058a4a04e11e4ab6900ad7439b32e60a8ce4ece7d9f219221c85d
     # via feast (pyproject.toml)
-grpcio-reflection==1.81.0 \
-    --hash=sha256:5191db7aa6cab1b6981b0879fa44fdcdd43ba644f0301c40b976f813eb4eff06 \
-    --hash=sha256:85322a9c1ab62d9823b1262a9d78d653b1710b99b5764cdcef2673cfe352b9c1
+grpcio-reflection==1.81.1 \
+    --hash=sha256:3d7160000f5fdd0e241f9b1a3d402f15ebcd5f281be105b374a025f38c6434a8 \
+    --hash=sha256:d82fc4ac39dd5dcfd63e577075f6a68eac4a765e66a453914bbf57caf35665d0
     # via feast (pyproject.toml)
-grpcio-status==1.81.0 \
-    --hash=sha256:10eb4c2309db902dc26c1873e80a821bf794be772c10dfd83030f7f59f165fab \
-    --hash=sha256:b6fe9788cfdd1f0f63c0528a1e0bfdb41e8ff0583e920d2d8e8888598c01bb69
+grpcio-status==1.81.1 \
+    --hash=sha256:08072fa9995f4a95c647fc6f4f85e2411573d00087bcabdf30f260114338f232 \
+    --hash=sha256:9389a03e746017b10f0630c064289201458f3ce01f5d7ef4b0bebc1ef6cf82ad
     # via google-api-core
 gunicorn==26.0.0 \
     --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
@@ -1349,9 +1361,7 @@ 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
@@ -1551,9 +1561,9 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.2 \
-    --hash=sha256:8e02db104096d1c25b28e64bde29a5c32b31bc241710213e12fd4d84985bdfef \
-    --hash=sha256:d6ff5160c6ca65d93013626efb3fc249de683c30b2d8570755ceddd490344de5
+mcp==1.28.0 \
+    --hash=sha256:559d3f9943674cafbe5744c5d3794f3237e8b47f9bbc58e20c0fad680d8487c2 \
+    --hash=sha256:9c1e7cf3a9125557e418ecd4fed8e9adddce81b0dfdae4d6601d700f5beb71a4
     # via fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
@@ -1956,7 +1966,9 @@ numpy==2.4.6 \
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   ibis-framework
+    #   milvus-lite
     #   pandas
     #   pandas-gbq
 oauthlib==3.3.1 \
@@ -2045,6 +2057,7 @@ packaging==26.2 \
     # via
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   google-cloud-bigquery
     #   gunicorn
     #   hatchling
@@ -2413,6 +2426,7 @@ pyarrow==24.0.0 \
     #   db-dtypes
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
     #   pandas-gbq
     #   snowflake-connector-python
 pyarrow-hotfix==0.7 \
@@ -2566,9 +2580,9 @@ pydantic-core==2.46.4 \
     --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
     --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.1 \
-    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
-    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
     # via
     #   fastapi-mcp
     #   mcp
@@ -2590,18 +2604,16 @@ pyjwt[crypto]==2.13.0 \
     #   feast (pyproject.toml)
     #   mcp
     #   snowflake-connector-python
-pymilvus==2.6.15 \
-    --hash=sha256:329a20fed7eb78607306ec80289f55151d9238bcfd3ecc61605b653c268326aa \
-    --hash=sha256:c9e67810b40973d917010c176c6c07d3221a8c65b577bd924ae74fb222da8500
-    # via feast (pyproject.toml)
 pymysql==1.2.0 \
     --hash=sha256:62169ce6d5510f08e140c5e7990ee884a9764024e4a9a27b2cc11f1099322ae0 \
     --hash=sha256:6c7b17ca686988104d7426c27895b455cdeea3e9d3ceb1270f0c3704fead8c33
     # via feast (pyproject.toml)
-pyopenssl==26.2.0 \
-    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
-    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
-    # via snowflake-connector-python
+pyopenssl==26.3.0 \
+    --hash=sha256:46367f8f66b92271e6d218da9c87607e1ef5a0bc5c8dea5bb3db82f395c385a3 \
+    --hash=sha256:589de7fae1c9ea670d18422ed00fc04da787bbde8e1454aea872aa57b49ad341
+    # via
+    #   google-auth
+    #   snowflake-connector-python
 pyproject-metadata==0.11.0 \
     --hash=sha256:85bbecca8694e2c00f63b492c96921d6c228454057c88e7c352b2077fcaa4096 \
     --hash=sha256:c72fa49418bb7c5a10f25e050c418009898d1c051721d19f98a6fb6da59a66cf
@@ -2902,10 +2914,11 @@ 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==10.1.2 \
+    --hash=sha256:24079818acc46e99aae0d65b8d511fafe965970d9cbd060c7b9f7275ded520fb \
+    --hash=sha256:8bb17e208fb22ebc11e4eaf6d765955db1903eefd21a3f0ed5518fc3fb186e84
     # via hatch-vcs
 shellingham==1.5.4 \
     --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
@@ -2981,77 +2994,77 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.50 \
-    --hash=sha256:03f4323c980ad0e918cc9e5369b015f759f4e534db5bbaf4dc36832c10d05064 \
-    --hash=sha256:06a9210bdc5f4298cff0781087e2ff45683922252dacc452846373a58761f093 \
-    --hash=sha256:0a31c5963d58d3e3d11c5b97709e248305705de1fdf51ec3bf396674c5898b7e \
-    --hash=sha256:0e104e196f457ec608eb8af736c5eb4c6bc58f481b546f485a7f9c628ee532be \
-    --hash=sha256:0f5e4ac70e9e757f6b3e87c0491ff034442ecd8dfd36d041a50564c322dafc0e \
-    --hash=sha256:0fe7822866f3a9fc5f3db21a290ce8961a53050115f05edf9402b6a5feb92a9f \
-    --hash=sha256:0fec460e18cdbb4c7773531122ce9a27e96c6ca17af3933941d94da475ad2c86 \
-    --hash=sha256:110fdac56ace278949f00de805edacbd6141e382d992f9ba28238b3a0827a600 \
-    --hash=sha256:1208050441471d003b7c8cb4054fb084f185cf35ac3f0ea270803865bca9939a \
-    --hash=sha256:13b85b20f9ab714a666df9d8e72e253ec33c16c7e1e375c877e5bf6367a3e917 \
-    --hash=sha256:15708c613cd5005b7dffe1f66ee6a63ee8f5e46799f71c70ebad74178c676a39 \
-    --hash=sha256:1918a3cf564d16d95bca7301005f41ab2ad50b07cd3b9da50d3ed986db148d6a \
-    --hash=sha256:1aa6e403663a9c43c8fef7ce4bdb4cf48bcd8d352e91deda2a99f963270bd508 \
-    --hash=sha256:1c5f858fe79c9f5d8fda065c06186356acb7f8df3cd52dbd5ee3f200e4b144f5 \
-    --hash=sha256:1fbd55a969d7ac44a98e3dec75016074f809fa08f871585ace58dde110d1bf3e \
-    --hash=sha256:23ae23d8b9d344d30d0a92f06d45825024a5790f1c1dd4cf452636a50d3e58cb \
-    --hash=sha256:27b7062af702c61994e8806ad87e42d0a2c879e0a8e5c61c7f69d81dabe24fdf \
-    --hash=sha256:287086e67275a212c4582d166a6fb03a65ccc5551d80866270ce0dd9f34eccd3 \
-    --hash=sha256:2b9dcc43afef8ac157cd92fce96985d6b8b0cfbd3df4d666f66b4d55a75d202f \
-    --hash=sha256:2c1920cde9d741ba3dda9b1aa5acd8c23ea17780ccfb2252d01878d5d0d628d3 \
-    --hash=sha256:2dab927761d9108550f0cf8e66ff21af56f907a0ce0a689793db615e2b55f62c \
-    --hash=sha256:31648fa14460537e768a7303b078e4344d208e0d23e06867c1f376a227ed82db \
-    --hash=sha256:3699dac4be410e97049a1658e9480da9cde956594aa0f3aebc60b88f21c5ba70 \
-    --hash=sha256:3d10700bd519573f6ce5badbabbfe7f5baea84cdf370f2cbbfb4be28dfddbf1d \
-    --hash=sha256:409a8121b917116b035bedc5e532ad470c74a2d279f6c302100985b6304e9f9e \
-    --hash=sha256:47b71b933e7b4ebad407c8fdfd70d2c4f08b78b3238bb30eebdd6eb32ca51b89 \
-    --hash=sha256:4a8e8af330cbb3a1931d3d6c91b239fc2ef135f7dd471dfa34c575028e0b1fa8 \
-    --hash=sha256:51b637a84f9fa35ae1f9017e786cb142974a25305085e1b378b3647a67f65ad3 \
-    --hash=sha256:545eae198d37bcf837a10ede3684e2af32458d6f35c597c35c2de7502dc38fc4 \
-    --hash=sha256:60922d6599065ddca2c6f376b9aa2f41a6b85a271725e0909490bbc50b1998a5 \
-    --hash=sha256:66e374271ecb7101273f57af1a62446a953d327eec4f8089147de57c591bbacc \
-    --hash=sha256:68b154b08088b4ec32bb4d2958bfbb50e57549f91a4cd3e7f928e3553ed69031 \
-    --hash=sha256:6c206aec519a2e7bd08abbfb33436e325fd22c632d9c21a9047e376ce241646e \
-    --hash=sha256:724f3dcbe53dd0151e3cb5e7ec4ba4c620bede579caacd16275dc35ce06e8615 \
-    --hash=sha256:7af6eeb84985bf840ba779018ff9424d61ff69b52e66b8789d3c8da7bf5341b2 \
-    --hash=sha256:7b1ddb7b5fc60dfa9df6a487f06a143c77def47c0351849da2bcea59b244a56c \
-    --hash=sha256:7e36efdcc5493f8024ec873a4ee3855bfd2de0c5b19eba16f920e9d2a0d28622 \
-    --hash=sha256:83a9fce296b7e052316d8c6943237b31b9c00f58ca9c253f2d165df52637a293 \
-    --hash=sha256:8b53784972ade4f8174b9aa661f31a06f8a936d2cfdd602913ff3c6dd40ae873 \
-    --hash=sha256:8f00e3eb43ba30eb1b238ee03a8a62309486d1321eda3328bb611e0340033ad8 \
-    --hash=sha256:92064363517a3ff8212b5a93b8c62876579d8dfd1ca5b561335f30152d884fa9 \
-    --hash=sha256:9602c07b03e1449747ecb69f9998a7194a589124475788b370adce57c9e9a56e \
-    --hash=sha256:96fbee6b19c19cd1556c8bf9419447cf2ec149ffcab7ab64348c23e54ef8547f \
-    --hash=sha256:9d1af51558029a156a70986b7df88f042b3d158d7c8d8fb5072912d4b32d89c7 \
-    --hash=sha256:adc0fe7d38d8c8058f7421c25508fcbc74df38233a42aa8324409844122dce8f \
-    --hash=sha256:af5607d11ef90fd6a5c0549fe0045dce1663d427426bcfb506dcb5346a85a3b9 \
-    --hash=sha256:b00098cdbdbd38c7be3d568b0c9c3122b8c0ec62b911b57cd5e6e0254d60a76d \
-    --hash=sha256:bef4ac756363227ef6402a75fee025a4bc690f92328e825868939b3b3a446a6d \
-    --hash=sha256:c4e70c46fad30c3bcc6a4708bc0130a3173e11a5b25f0ea4a9d8911b450f1f52 \
-    --hash=sha256:c5c3cdb753a9004183e1ccb634b41611654c989e61bc68617ce878e46d6f1e51 \
-    --hash=sha256:c966932507a4d7d0a37314927dbfcd89720e3f37d2a1e3352e7ae7939fa8e8a0 \
-    --hash=sha256:e195687f1af431c9515416288373b323b6eb599f774409814e89e9d603a56e39 \
-    --hash=sha256:e6e814658818fd165e749e3d8490ef16cc7f379a118c37ada8b0589ffbaaac22 \
-    --hash=sha256:e8e1b0f6a4dcd9b4839e2320afb5df37a6981cbc20ff9c423ae11c5537bdbd21 \
-    --hash=sha256:ea1a8a2db4b2217d456c8d7a873bfc605f06fe3584d315264ea18c2a17585d0b \
-    --hash=sha256:eefd9a03cc0047b14153872d228499d048bd7deaf926109c9ec25b15157b8e23 \
-    --hash=sha256:f96233858e3df43932ac11589e22520da6e8aeb624b03fedfeebb0e8ea213086 \
-    --hash=sha256:faffef4bcc20a1892e65e155293d99d60855bbbc79250ab712819cfd56a8e6bb
+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==30.9.0 \
-    --hash=sha256:20bed04b6482bf13560206cae517f451f46c321e04956ad71271ed1f12ce8802 \
-    --hash=sha256:59b5f74f4d391e32e6980e8cd23cca8d47beac3c0140b711ead9ed05a824a8b5
+sqlglot==30.11.0 \
+    --hash=sha256:1a23c6e2adb41da61fda46b1848d2fa26341d447fc0f0cd5ca21160362100991 \
+    --hash=sha256:cffdee57d1f2f5472dc9f13087e618cf795841172b7d5ef78b63a051a52d2710
     # via ibis-framework
-sse-starlette==3.4.4 \
-    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
-    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
+sse-starlette==3.4.5 \
+    --hash=sha256:83072538bc211a2f68b7b0422226c4af3e9b62e106e07034664b832ca019842a \
+    --hash=sha256:e71bad53323f65573c3864a6c3bd0c1eb6e5f092b2e48082b0c35927d19ca296
     # via mcp
-starlette==1.2.1 \
-    --hash=sha256:4de0082d08c8f6764a85a54cf1120d6939507a19905c7768acad2a9f875d2b89 \
-    --hash=sha256:9b9b5ebb992e67d6093741e63c2f59e4f6fff986f81163c087867bd7b924b3f6
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
     #   feast (pyproject.toml)
     #   fastapi
@@ -3129,12 +3142,10 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-tqdm==4.68.0 \
-    --hash=sha256:b79a3ae57db4c870a55352e43abb33b329557cd75b1483028909286ff22a2c03 \
-    --hash=sha256:c627124266fe7904cabb70e88a940d75a06b889a0b11680307a67c18ce094f19
-    # via
-    #   feast (pyproject.toml)
-    #   milvus-lite
+tqdm==4.68.3 \
+    --hash=sha256:00dfa48452b6b6cfae3dd9885636c23d3422d1ec97c66d96818cbd5e0821d482 \
+    --hash=sha256:39832cc2def2789a6f29df83f172db7416cea70052c0907a57801c5f2fdccb03
+    # via feast (pyproject.toml)
 trove-classifiers==2026.6.1.19 \
     --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3 \
     --hash=sha256:c5132b4b61a829d11cfbd2d72e97f20a45ed6edb95e45c5efdeb5e00836b2745
@@ -3262,9 +3273,9 @@ 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==2.1.0 \
+    --hash=sha256:118bf4b9f86f92e9ec33a94ec24aca0eed8f880fc88736697914d3a876758551 \
+    --hash=sha256:66d9e2c2afd792090bc381aec985d6cd82cb935be35910a742e0af31ca4be61e
     # via setuptools-scm
 watchfiles==1.2.0 \
     --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
@@ -3442,97 +3453,97 @@ websockets==16.0 \
     --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
     --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
     # via uvicorn
-wrapt==2.2.1 \
-    --hash=sha256:036dfb40128819a751c6f451c6b9c10172c49e4c401aebcdb8ecf2aec1683598 \
-    --hash=sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624 \
-    --hash=sha256:05d5cb74d1b232ec8cfa130a8f900708699ff2491d97b8f85a4cdc5996294b85 \
-    --hash=sha256:07be671fa8875971222b0ba9059ed8b4dc738631122feba17c93aa36b4213e9a \
-    --hash=sha256:09ac16c081bebfd15d8e4dfa5bdc805990bbd52249ecff22530da7a129d6120b \
-    --hash=sha256:0d9ff006f420b2ec8296aa56ade43ea7da3e997e85769f0aafc5e0661aacb710 \
-    --hash=sha256:0f68f478004475d97906686e702ddbddeaf717c0b68ad2794384308f2dc713ae \
-    --hash=sha256:17de18fc12cea55b8a9587314cb830573e37fb33b247a7515696350863714188 \
-    --hash=sha256:1ae574d65c9fa8e86f64f6a7c2668f9fcd507b183e0e577619f504b883cb0a6c \
-    --hash=sha256:1c9934ea5d92957e3cd0adbc0845539dccfd62710ebe16195a8c66c53954db36 \
-    --hash=sha256:1d676ee388bc42a04d56dd7deb5605244dac2e35cc2fadbb43c9fa25bbd93508 \
-    --hash=sha256:1ffa9cfd4bdb581539951b14ae661ff20ed0c3599b3e911a131ee0ec5ac11337 \
-    --hash=sha256:2076d2335085eb09b9547e7688656fa8f5cf0183eab589d33499cd353489d797 \
-    --hash=sha256:211f595f8e7faae5c5930fcc64708f2ba36849e0ba0fd653a843de9fa8d7db77 \
-    --hash=sha256:24c52546acf2ab82412f2ab6fc5948a7fe958d3b4f070202e8dcdd865489eaf9 \
-    --hash=sha256:2d83966dc7f4f45e8b97b5933685ac2e6e67fc0e19246ea314bceb9a8970c956 \
-    --hash=sha256:2de9e20769fe9c1f6dcdc893c6a89287c5ccf8537c90b5de78aed8017697aad5 \
-    --hash=sha256:2e08688ab16525897da6589d56d0aebaf417bbe91c2d8e3b96203b1efa596e85 \
-    --hash=sha256:2f8c90c8afde51969487be4e1343ae049b268854877d415c2510baf833775052 \
-    --hash=sha256:368eac1e20fd0bb03dd3cc42bf9887154c3861b60989389ccb5fac032617d215 \
-    --hash=sha256:3aafea2975caef8ca49400640dde02cc7426e798f24870ed01f490bc3cffd32f \
-    --hash=sha256:3e2f02472a1cbbf3884b365714a810b5947134a95ad6952b554cb8cce9d492b0 \
-    --hash=sha256:3ffad790d9d11d8ecf9f17c4bb671a5b4089e4d8b575c46c5129597f41f836b0 \
-    --hash=sha256:401229e9d63ca09f9b8891ecf83798d26c11bbb445d11ed9f1836b6d4585b38a \
-    --hash=sha256:436addbc4bb4fc0a88c702577f51195d7d73683a7f3e0e5b253d8404d7847243 \
-    --hash=sha256:44255c84bc57554fed822e83e70036b51afa9edb56fc7ca56c54410ece7898c9 \
-    --hash=sha256:50972a1d974ea07725a7f6b1cec5f8759008afd030a0024843ebe7d52de47f2b \
-    --hash=sha256:5590d63f5243251641cf543009b4c9314a79d0598fdb8a8e4cfc918494536c53 \
-    --hash=sha256:585916e210db57b23543342c2f298e42331b617fd0c934caf5c64df44de8640e \
-    --hash=sha256:5f1845c2a8cc1180ccccfa45785dd06f562730d19ef75be180334254012b6283 \
-    --hash=sha256:5fa9bf3b9e66336589d03f42abce2da1055ad5c69b0c2b764852a8471c9b9114 \
-    --hash=sha256:61a0013344674d2b648bc6e6fe9828dd4fc1d3b4eb7523809792f8cb952e2f16 \
-    --hash=sha256:61acce4257a9883669703c525447c5b4c392edf0f987ae77ec32668440158f0e \
-    --hash=sha256:628f5220c7a904d5fc78f7075c8d7871433eb6d035c94728a22fdf85f193d2a8 \
-    --hash=sha256:64b7deeda4b70408e382328d8bbe52a256fe9bc63ae3db86d804608367e5422c \
-    --hash=sha256:6744f504375775d7609c82c8d3d94af1c9a6f05586984536905908ba905277b9 \
-    --hash=sha256:67a97e5b6c457f0cd3cfc19ebb2d84463e60c3ece754cc831e4281a3ca29bb18 \
-    --hash=sha256:69f2e9244542cb34dd59c7f073445b9e54ad9f3fce8d93606c368a1b499fc413 \
-    --hash=sha256:6ce32763ac31ce94fe9aada947e479b1975012bff166da409b4b9e4e376cf7e5 \
-    --hash=sha256:6f56a647e4eaf5f0ca40330fb070f566bdf9f7b0db89a1af20d71c28dcd7a0ab \
-    --hash=sha256:727ab4244622cd6ad2390f322642090c877d2e83a608d2653a7643ae5368d926 \
-    --hash=sha256:74d6a0c31472fe5d814917266b9f46495d7c61ed890af08b468acea92fb89a8d \
-    --hash=sha256:78b0aa6bfb7be8deed0ab23e7aa028cc5210c29bc2d32a04d52b50e517a7307e \
-    --hash=sha256:7975bc88ab4b0f72ef2a2d5ae9d77d87efb5ef95e8f8046242fa9afdaaf2030b \
-    --hash=sha256:7a4fdb9326aab4a5a477a1640e5ad786a8495901009d7e7b038371edd23a9d2b \
-    --hash=sha256:844c858fc3bb7eacc0ba8efa904935d16aac6a4470948ad1e7e55c9f5a2a665f \
-    --hash=sha256:87bacdaf225117a342a20d9c03438d701c02112f6e3f351ce9b7f32354f14797 \
-    --hash=sha256:8a983a603a18c8708f024f7f6991b2e66159219abbf894634c5056243c55f3cd \
-    --hash=sha256:8d1b4d0e0c2119587a31f5c029abd547e0c81d93b89d394566fe1588659eb579 \
-    --hash=sha256:9011395be8db1827d106c6449b4bb6dd17e331ff6ec521f227e4588f1c78e46f \
-    --hash=sha256:93fc2bf40cd7f4a0256010dce073d44eeb4a351b9bca94d0477ce2b6e62532b3 \
-    --hash=sha256:95821352042722cd9f1108874579a47989d0a7e12a37d87d2fc4af20fd99ab8a \
-    --hash=sha256:9907a4402ab6db12b7077a0ea5d7a4d028ecb22c8eee2b53527080d347cd1562 \
-    --hash=sha256:9a04c28c10ba7fd12842b109d2edb0678872a2fe65277ca4ff06a0d61edee245 \
-    --hash=sha256:9a5934eaea872e17936b5f45501eba5ab0bce9a74122e172b663d7c28c459c4a \
-    --hash=sha256:9b984d1eb252145d6302c1dbd5e87fc6d404d45531447c84eadec04bf1fcb027 \
-    --hash=sha256:9c210a6994b21aa9b29e81c8d11560e8fdab54c117e9cff37870d0a27bde1343 \
-    --hash=sha256:9d8f204c8e3a8bf9ece17e0a83d137fd807440977f8a5e762d59306795011440 \
-    --hash=sha256:a8f7176b83664af44567e9cc06e0d3827823fcc1a5e52307ebb8ac3aa95860b9 \
-    --hash=sha256:a9dec1aca52dddde7df94818310fa2fe79739c8f385b2014c4cb1035f5508199 \
-    --hash=sha256:ab5be648d5a0b86b7438864f8df3c705a65cef35a2fd3e5561e3e203167e0f27 \
-    --hash=sha256:abd621552ede77c4c69be7fac44ba911225b0c812b6ba604e5964cf98085b474 \
-    --hash=sha256:ac2745950b2bff80219c15ebf2fa9d8427eba7e249739f97e55c9d169e47e9e1 \
-    --hash=sha256:aed9658797d0b45d6c49adcfc6b41f66e6f2d0c6de3ec79e16cf4b1855df240f \
-    --hash=sha256:b6c0febfe38f22df2eb565c0ce8a092bb80411e56861ca382c443da83105423f \
-    --hash=sha256:b9cf53ba90717db2e292401de290776c498d4bbfb0d4a559ca2895db8b9dcb5c \
-    --hash=sha256:ba519b2d765df9871a25879e6f7fa78948ea59a2a31f9c1a257e34b651994afc \
-    --hash=sha256:c318a64b53d97b841d7b5e637517e50a27be64bc695128422953d4b21710954e \
-    --hash=sha256:c3723ff8eb8721f4daac98bc0256f15158e05316d5e52648ce9cebee434fbdd5 \
-    --hash=sha256:c754dafdf5aaf0b401b644a90a30046929a0dd1a536e0ff0ec959a59155d9c7f \
-    --hash=sha256:c803a3d331796255af51ba2c79ed0ac8275865b516c09e61f248d1e7aff31ce9 \
-    --hash=sha256:c8cc5094b08abeae52da9c73c8a32003623be691a5193df2f4e3eac3d557c394 \
-    --hash=sha256:cf3638274ab9d9b724c9baa0b4c04e132cd6faefb78b4dd3dd1a02a4bdaad41e \
-    --hash=sha256:d047f6498c973874ba08ac3f97c69a2c4b2211c8de6f4c205f75cb1c9522596e \
-    --hash=sha256:d2beb1c7cab10603aecdc42f8edd6ff013f9a32e4543474e38e6b77ce9975aeb \
-    --hash=sha256:d7f513d3185e6fec82d0c3518f2e6365d8b4e49f5f45f29640d5162d56a23b54 \
-    --hash=sha256:dd57607acc85678925940bd5df0385ff8332083a32fa8d7a43f8767f4997263c \
-    --hash=sha256:e0cb7e4dd71f4c32e5e84843cd3c4cd65dda034314004bbe1d7f99af2426ab80 \
-    --hash=sha256:e3677c7146ce694874941ba82b57092cc4875445aadf29d72807351023105143 \
-    --hash=sha256:e395f7bc31851ef9b612050368cb446e9bc14cd7454b025018980349caf25ae5 \
-    --hash=sha256:e422b2d647a65d6b080cad5accd09055d3809bdff00c76fba8dca00ca935572a \
-    --hash=sha256:ed55af48b3eb28f43228ca2306788892bcb629eb2b5c4876e2a3659872c2f17a \
-    --hash=sha256:ed928d0fda15fc0adc8d13305c8b3c0f2fba5b0669950c9e6d019d9162a3b3e8 \
-    --hash=sha256:f4e1a92032a39cd5e3c647ca57dbf33b6a1938fd975623175793f9dbb63236de \
-    --hash=sha256:f53ac9f3ef573326d009ed809beff4efcac6451931c2b8132586da4b9e53ff31 \
-    --hash=sha256:f5b9daf6b629fce418e0cc3dd0436eac045188fa35deadb7a7f3941d5b8203f9 \
-    --hash=sha256:f6518b94edb9150452e9aba08027d4cc293433753ec1fbefb4629a21cbc74181 \
-    --hash=sha256:f70db64e8266d7c45d3b735f2e08eeb434b5e03da9a479ae42b2e2e486a21a00 \
-    --hash=sha256:fafb4e739e43544d12cb4abd1605fd4683b6ca6a9ad682b7fd8f4d21973eafa8 \
-    --hash=sha256:fd0135d34387f5fd087d9be368ea77ea89cf2451dc1cd1c622d35021bcb3ab50
+wrapt==2.2.2 \
+    --hash=sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9 \
+    --hash=sha256:055e6fcfaa28e58c6a8c247d48b92be9d56f818b7068aa4f22b15b3343a09931 \
+    --hash=sha256:0788e321027c999bf221b667bd4a54aaefd1a36283749a860ac3eb77daed0302 \
+    --hash=sha256:07fdcb012821859168641acf68afad61ef9783cf37100af85f152550e9677194 \
+    --hash=sha256:09f811d43f6f33ec7515f0be76b159569f4057ab54d3e079c3204dddb90afa2a \
+    --hash=sha256:0abfd648dac9ac9c5b3aa9b523d27f1789046640b58dcd5652a720ddb325e1fc \
+    --hash=sha256:0ad520e6daa9bbf136f14de735474dbec7dcc0891f718e1d274ce8dc92e645af \
+    --hash=sha256:0e64826f920c42d9d9f87e8cc09ffae66c51ede12d59061a5a426deb9aa71745 \
+    --hash=sha256:0e7070c7472582e31af3dfc2622b2381a0df7435110a9388ed8db5ffbce67efb \
+    --hash=sha256:10adb01371408c6de504a6658b9886480f1a4919a83752748a387a504a21df79 \
+    --hash=sha256:11d95fc2fbad3163596c39d440e6f21ca9fccece74b56e30a37ac2fca786a07c \
+    --hash=sha256:173e5bb5ca350a6e0abab60b7ec7cdd7992a814cb14b4de670a28f067f105663 \
+    --hash=sha256:1fc7691f070220215cccb2a20836b9adbaecb8ff22ad47abe63de5f110994fac \
+    --hash=sha256:209112cafd963710a05d199aae431d79a28bc76eb8e6d1bbbb8ad24340722cae \
+    --hash=sha256:2252f77663651b89255895f58cc6ac08fcb206d4371813e5af61bb62d4f7689c \
+    --hash=sha256:25904acb9475f46c24fe0423dbc8fda8cc5fbc282ab3dc6e72e919748c53f4e9 \
+    --hash=sha256:26fc73a1b15e0946d2942b9a4426d162b51676338327dc067ccd8d2d76385f94 \
+    --hash=sha256:2cb07f414fab25dbe6b5c7398e1491423a5c81a6209533639969a6c928d474a4 \
+    --hash=sha256:2cd7181ab1c31192ff5219269830744b5a62020b3a6d433588c4f1c95b8f8bff \
+    --hash=sha256:2e096c9d39a59b35b63c9aacfbbbec2088ff51ff1fc31051acc60a07f42f273a \
+    --hash=sha256:305d4c247d61c4115794a169141823c62f719525ddb90b23aa332741c77d2c28 \
+    --hash=sha256:30f7424af5c5c345b7f26490e097f74a2ef45b3d08b664dc33571aee3bd3b56c \
+    --hash=sha256:3179a4db066b53d40562e368b12895440c8f0953b6543b89d6acc41c0273996e \
+    --hash=sha256:3442eee2a5798f9b451f1b2cd7518ce8b7e28a2a364696c414460a0e295c012a \
+    --hash=sha256:385cb1866f20479e83299af585375bfa0a4b0c6c9907a981483ea782ea8ae406 \
+    --hash=sha256:3a4eb7964ff4643d333c84f880bcf554652b2a1050aebc54ae696327f61acfaf \
+    --hash=sha256:3b686cfc008776a3952d6213cb296ed7f45d782a8453936406faa89eac0835ab \
+    --hash=sha256:3c4095803491f6ef72128914c28ec05bbad9758433bb35f6715a3e9c8e46fb2d \
+    --hash=sha256:3dc3dcfc2da95d501905f10dc11a0dc622e91d8cdd8bbfcb63ca54afd131e556 \
+    --hash=sha256:4250b43d1a129d947e083c4dc6baf333c9bb34edd26f912d5b0457841fc858ab \
+    --hash=sha256:4402f57c5f0d0579599858ffbdd9bf4e3f0972f51096f2bd6cc7dab6b76ee49e \
+    --hash=sha256:45c2f2768e790c9f8db90f239ef23a2af8e7570f25a35619ef902df4a738447f \
+    --hash=sha256:4b481fb0c40d9fd90a5809911208da700987d373a20a4709dc9e3944af7a6bec \
+    --hash=sha256:4bccea5cdecffa9dd70e343741f0e41e0a16619313d04b72f78bb525162ebcd0 \
+    --hash=sha256:518b0c5e323511ec56a38894802ddd5e1222626484e68efe63f201854ad788e5 \
+    --hash=sha256:5499236ad1dc116012e2a5dd943f3f31af12fce452128e2bbcbd55a7d3d4d14c \
+    --hash=sha256:55b9a899e6fff5444f229d30aa6e9ac92d2216d9d60f33c771b5d76a760d5f8e \
+    --hash=sha256:58f9f8d637c9a6e245c6ef5b109b67ec187d2faed23d1405656b51d96e0a5b56 \
+    --hash=sha256:5bad217350f19ce99ca5b5e71d406765ea86fe541628426772b657375ee1c048 \
+    --hash=sha256:5d0a142f7af07caeb5e5da87493162a7b8efa19ba919e550a746f7446e13fb30 \
+    --hash=sha256:62415fd095bc590b842b6d092f2b5d9ccbaeb7e0b28535c03dcea2718b48636b \
+    --hash=sha256:656593bb3f5529f03d27af4136c4d7b11990e470bcbc6fefa5ef218695bece55 \
+    --hash=sha256:6c99012a22f735a85eed7c4b86a3e99c30fdd57d9e115b2b45f796264b58d0bf \
+    --hash=sha256:6d1a6050405bf334be33bf66296f113563622972a34900ae6fa60fd283a1a900 \
+    --hash=sha256:6e7e45b43d3c774d244fe7264378f5a3f0f383bc55a54a9866434e524540110f \
+    --hash=sha256:6fe35fd51b74867d8b80174c277bd6bbf6a73e443f908129dc531c4b688a20d5 \
+    --hash=sha256:7d2f6573561fa05002e5ee71529f4ab0a7dffed3e45b51013fe6298fe2723c02 \
+    --hash=sha256:814f1bf3e0a7035f67a1db0cdaf5e2bbcaa4d7092db96673cfa467adeaab8591 \
+    --hash=sha256:8374eb6b1a58809211e84ff835a182bb17ab2807a5bfef23204c8cff38178a00 \
+    --hash=sha256:8417fd3c674d3c8023d080292d29301531a12daf8bd938dd419710dd2f464f2b \
+    --hash=sha256:8636809939152be6ae20a6cef0fed9fe60f411b47847d0426a826884b469e971 \
+    --hash=sha256:8ffbeaea6771a6eba6e6eeb09767864995726bc8240bb54baf88a9bb1db34d5c \
+    --hash=sha256:94b00b00f806eb3ef2abe9049ed45994a81ee9284884d96e6b8314927c6cea3d \
+    --hash=sha256:955f1d6e72a352e478de8d8b503abe301c5e139a141b62eb0923bd694995025f \
+    --hash=sha256:9e8b648270c613720a202d9a45ebabc33261b22c3a839b115ac5bce8c0bb0d69 \
+    --hash=sha256:9ee098171b07edba66ab69a9bf0251d3cbef654107e800feb24c0c6f30592728 \
+    --hash=sha256:a28287413351cb198b8c5ddd045c56fac1d195808642cd264d1ab50426146650 \
+    --hash=sha256:a2d78c363f97d8bd718ee40432c66395685e9e98528ccaa423c3355d1715a26d \
+    --hash=sha256:a41e758d80dc0ab8c210f641ac892009d356cf1f955d97db544c8dd317b4d14c \
+    --hash=sha256:a795d3c06e5fbf9ea2f13196180b77aeab1b4685917256ee0d014cc163d90063 \
+    --hash=sha256:aa14b01804bce36c6d63d7b6a4f55df390f29f8648cc13a1f40b166f4d54680d \
+    --hash=sha256:abf033b7e4542357659cd83ed6cd5033c43aaa1887044045ceb571528837f72f \
+    --hash=sha256:abf8c20a2d72ee69e16328b3c91342c446e723bfe48bfcc4dded3b9722ac027f \
+    --hash=sha256:b84cd4058001c9727b0e9980b7a9e66325b5ca748b1b578e822cade1bc6b304f \
+    --hash=sha256:b89d8d73c82db2bb7e6090b3afd7973f980d24e905cc34394eab60b884b3bf67 \
+    --hash=sha256:bbf00ee0cb55ec24e2b0995a71942b85b21a066db8f3f46e1dbfdb9433ffba81 \
+    --hash=sha256:c20279cd1a29800815d7b2d6338b60a6c6e78263f9d6e62e0eda251ba9cae2d0 \
+    --hash=sha256:c38510a21d5b9cf3e84c460d909e9f2a098667439fd42841bb081cab45835d68 \
+    --hash=sha256:c427c9d06d859848a69f0d928fe28b5c33a941b2265d10a0e1f15cd244f1ee33 \
+    --hash=sha256:c5d7825491bfa2d08b97e9557768987952c7b9ae687d06c3320b40a37ccb7f20 \
+    --hash=sha256:c6c64c5d02578bc4c4bca4f0aef1504de933c1d5b4ac2710b9131111459506c8 \
+    --hash=sha256:cd385a48b055bdc3630ab30e0c7fd8514a36904ec23f9cee7a65d887334a3cea \
+    --hash=sha256:d01d8e0afc55823245a3b97a79c7c77464e31ea7a7b629a4bf26f9441dc1f18e \
+    --hash=sha256:d09db0f7e8357060d3c38fc22a018aba683a796bf184360fd1a58f6fc180dc77 \
+    --hash=sha256:d619e1eed9bd4f6ed9f24cd61971aa086fa86505289628d464bcf8a2c2e3f328 \
+    --hash=sha256:d8a15813215f33fa83667bfc978b300e35669ea8bb424e970a1426bcb7bc6cca \
+    --hash=sha256:dcaa5e1451bd8751d7bd1568dfa3321c78092a52a7ecb5d1a0f18a5791e1fd00 \
+    --hash=sha256:dfb00cb7bb22099e2f64b7340fb96113639aa7260c0972af3797ace2297b936c \
+    --hash=sha256:e542b7c5af91e2123a8aabf19894319d5ec4268d2a9ffd2f239386133fc47746 \
+    --hash=sha256:e5a5290e4bf2f332fc29ce72ffb9a2fff678aaac047e2e9f5f7165cd7792e099 \
+    --hash=sha256:e6fb7e94e8fe3e4c3067bb1653a91cce7c5e83acc119fdd41501b1bf74654617 \
+    --hash=sha256:e7f10ee0bd53673bfd52b67cbce83336fe6cad90d2377b03baf66491d2bbfb91 \
+    --hash=sha256:ec8f83949028366531383603139403cac7a826e4011955813cdd640017845ce5 \
+    --hash=sha256:ef2cce266b5b0b07e19fa82e59673b81142b7a3607c8ed1254113d048ed668da \
+    --hash=sha256:f1a2ff355ece6a111ca7a20dc86df6659c9205d3fcee674ca34f2a2854fd4e73 \
+    --hash=sha256:f32fe639c39561ccc187bcae17e9271be0eb45f1c2952510d2f29b33ab577347 \
+    --hash=sha256:f4bfd8d1eb438153eff8b8cfe87f032ba65731e1ce06138b5090f745a33f6f95 \
+    --hash=sha256:f90038ab58fafb584801ca62d72384d7d5225d93c76f7b773c22fae545bd8066 \
+    --hash=sha256:fa81c5b5fe8cd6c41e3a798533b81288279e5fdbde2128f21071922764281c99 \
+    --hash=sha256:fb18fc51e813df0d9c98049e3bf2298a5495a648602040e21fa3c7329371159e
     # via aiobotocore
 yarl==1.24.2 \
     --hash=sha256:0063adad533e57171b79db3943b229d40dfafeeee579767f96541f106bac5f1b \
@@ -3647,3 +3658,4 @@ zipp==4.1.0 \
 
 # The following packages were excluded from the output:
 # milvus-lite
+# pymilvus
diff --git a/sdk/python/requirements/py3.11-requirements.txt b/sdk/python/requirements/py3.11-requirements.txt
index b48c5d698f5..5db803a893d 100644
--- a/sdk/python/requirements/py3.11-requirements.txt
+++ b/sdk/python/requirements/py3.11-requirements.txt
@@ -8,9 +8,9 @@ annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
     --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.0 \
+    --hash=sha256:b47c1f9ccf73e67021df785332508f99379c68fa7d0684e8e3492cb1d4b23f89 \
+    --hash=sha256:dd9b7a2a9799ed6552fde617b2c5df02b7fdd7d88392fc48101e51bae46164d9
     # via
     #   starlette
     #   watchfiles
@@ -52,16 +52,14 @@ ast-serialize==0.5.0 \
 attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
-    # via
-    #   jsonschema
-    #   referencing
-bigtree==1.4.1 \
-    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
-    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
     # via feast (pyproject.toml)
-certifi==2026.5.20 \
-    --hash=sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897 \
-    --hash=sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d
+bigtree==1.5.0 \
+    --hash=sha256:1917d90a8bd464289a56e34842cb04d3a8131e6d532352afd33fa822fa397fcb \
+    --hash=sha256:8b0c99b8088b33087f6e16ba71af72480b7543d1b8544a66b10d160a2e1160f3
+    # via feast (pyproject.toml)
+certifi==2026.6.17 \
+    --hash=sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432 \
+    --hash=sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db
     # via requests
 charset-normalizer==3.4.7 \
     --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
@@ -209,21 +207,21 @@ 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]==2026.6.0 \
+    --hash=sha256:1539859071065dca379ca592ff76e911cd7965dc466da0040354ab466179189b \
+    --hash=sha256:ae3436bd31ebce2be75edf952bd1fc687a1f11ec03fe8b1bec2903d222344a45
     # via feast (pyproject.toml)
 dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
     --hash=sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c
     # via feast (pyproject.toml)
-fastapi==0.136.3 \
-    --hash=sha256:3d2a69bdf04b7e9f3afa292c3bc7a98816bbfafa10bc9b45f3f3700d2f761620 \
-    --hash=sha256:e487fae93ad408e6f47641ee4dfe389864fd7bec92e547ea8498fc13f43e83ab
+fastapi==0.138.0 \
+    --hash=sha256:b6f54fd1bd72c80b0f899f172c61a600f6f7af9b43d4d772a018f35624048cb0 \
+    --hash=sha256:d445a4877636ad191e7053e08c9bf98cb921a6756776848400bb773d1740c061
     # via feast (pyproject.toml)
-fsspec==2026.4.0 \
-    --hash=sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2 \
-    --hash=sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4
+fsspec==2026.6.0 \
+    --hash=sha256:02e0b71817df9b2169dc30a16832045764def1191b43dcff5bb85bdee212d2a1 \
+    --hash=sha256:f5bac145310fe30e16e1471bd6840b2d990d609e872251d7e674241822abf01a
     # via dask
 gunicorn==26.0.0 \
     --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
@@ -301,14 +299,6 @@ 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==0.11.0 \
     --hash=sha256:05fb8fb2ab90e21c8d12ea240d744ad514da9baf381ebfa70d91d20d21713175 \
     --hash=sha256:070aa8c26c0a74774317a72df8851facc7f0f012a5b406557ac56992d92e1ec8 \
@@ -809,15 +799,15 @@ prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
     --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-protobuf==7.35.0 \
-    --hash=sha256:4c4617b83ade0e279d1d2bfe04025a1adb87f9ed657de038620dc0ff959357f6 \
-    --hash=sha256:4cbf5cc286130e06a6c9bbefac442431173906dfcc979712183d4adcc01b37ee \
-    --hash=sha256:66be6c513931c794fa92c080ffee41671390da3d79da219cf9c0c0907f035dda \
-    --hash=sha256:6c0f98f10c8a05ea30f8993dfef2de093d27b490fdae78bb60c8343795d55011 \
-    --hash=sha256:a2efd84605f41e559f1881b0912b44099d0a2ac9bf46b3474823f10fb393b0e6 \
-    --hash=sha256:c13f325cf242bad135c350629eeb5d54b24228eb472fb3e2e9ebbd4c5dc20ca0 \
-    --hash=sha256:f05bcadf9a2a6b8dda047007075135fb7d08c73d9177aabc067e1be46881a201 \
-    --hash=sha256:fcbe42a4ac09d3ec9c987ddfcd956afd0b15f1ff613bd8371bde9405ffd5c8e5
+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 \
@@ -1122,217 +1112,77 @@ pyyaml==6.0.3 \
     #   feast (pyproject.toml)
     #   dask
     #   uvicorn
-referencing==0.37.0 \
-    --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
-    --hash=sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8
-    # via
-    #   jsonschema
-    #   jsonschema-specifications
 requests==2.34.2 \
     --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
     --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via feast (pyproject.toml)
-rpds-py==2026.5.1 \
-    --hash=sha256:01d17b29c0c23d82b1f4751147ec49cf451f1fc2554eb9ef5f957e55d2656ead \
-    --hash=sha256:036a36a87fb1cd3b214d11c4b3c4f7d2ddad933625dca1c900b56a057c07740a \
-    --hash=sha256:0408a24e44feb919423dc6d9da677cb5cddb894d2ca9e763967d156d9c60fab4 \
-    --hash=sha256:07b24fea40541e28570e5b795a4a38fbdcd12550c06bd0748005ecc8116ca256 \
-    --hash=sha256:0957cf3c2b8632ec7aaebffebea8005b353cc2a237b6e2ae3c2cac0820704cfb \
-    --hash=sha256:0a5ae4dbe43c1076983b72616496919872ae7bbe7a1e21cc48336bc3154d130b \
-    --hash=sha256:0a7d1eec967df0e9b22614a5e177622e0c89611d03727fa0cb48e45028907870 \
-    --hash=sha256:0b35217adefe87f2fe4db7e9766cabe84744bfe9616d9667be18988928c7f2dc \
-    --hash=sha256:0fa92420128dadce7f54bd73ba1825a273e9268fe9e35dbf7e6362890efa4e08 \
-    --hash=sha256:141c9498daf2ace9eda35d2b0e376f9ea8b058d84f2aef4f96fccfd449a2f251 \
-    --hash=sha256:1841d067089e117142d79b98aa0df2f08b52f2ecc1819dd2700636c0db74a473 \
-    --hash=sha256:19cb09fab7b7fc96b2a6e28f2e34b72a3705ff27b37edb77455316e5d3f3dc9b \
-    --hash=sha256:1c27c5f6102eac8c03e7595a00827a53b271ba40a53b59ff8709170e0855ea4a \
-    --hash=sha256:1ebb2f0ab7e16132995a72de805170e0203df0c3dd22e1ef1cd1fdd90bd7a131 \
-    --hash=sha256:1f2c391c3059798093b65df23aca2cac150460ae9c630d99dec83d703d9485b9 \
-    --hash=sha256:205dde846f24332ab0c1188699a043b8d165b79bb84529ce272c45048ff6be01 \
-    --hash=sha256:21846aac0ed2e0589f38c12dc44e77bb64e494b771eadbcf169cba00566ba7ba \
-    --hash=sha256:21942f52dbbd5f8758bf021213d28bd45c39e873e65e2407faf5f1846f5761ad \
-    --hash=sha256:277f6c82f0580848796c7ecc8a7173aa3bfb928e4ff831261c2f60a81dc270db \
-    --hash=sha256:27b74c10ed6a8f190f4287f53bcfea348b92a84a9c9f70d30183d1e6172d580d \
-    --hash=sha256:296c799becfa849c779c8725494fe9ed94959ed886787df4364b058465bad7f0 \
-    --hash=sha256:2c595a1d9255dce0599e13130d1440ab2506654f2b50294226ee06402f8fef63 \
-    --hash=sha256:2c817a189d4ee14290420e5ff051e4dd6baa13f3edf84685071dee07a6d538ee \
-    --hash=sha256:2d88621d6a7d4dfa633d21abe90f280bb205274e16b1d1e61c6ad4640b2453b7 \
-    --hash=sha256:3350ec808fb538fe71a1f94dfaa0e29c598dfad805ce49f0caec5ae3183c652b \
-    --hash=sha256:3397a5ed7174dc2786bb214030232fc36fe8e5584fec43a9952cc542b1a12036 \
-    --hash=sha256:3574b55c604b8f75dacb007136508bbc0db406e626301778096a133327e7f2fb \
-    --hash=sha256:3609e9939a8a76cd904cf98a3f1f13b5dc7e150adeaee89e0ea09652ea213e16 \
-    --hash=sha256:3684a59b158a7683aaeb8e25352e9a9dd2122cec78f2d8530266e4f91b4c7b3f \
-    --hash=sha256:3966b82dd563176396df030f3dd52a6e54cb69b718e95e78bd555ed3d1e0185d \
-    --hash=sha256:3abe24a66e57adcfa645d718063a5fa5103ecc71ddbf26d78af8f9368018ff1d \
-    --hash=sha256:40ff257542e04796880e011e15cd4dc21c2599975df2aaa8f2c8495ca574e1a5 \
-    --hash=sha256:413b424f7c4ee65ab5e5be91f5731be0f8b41a1ee2b12dfe810d716312e95a78 \
-    --hash=sha256:42d0f20e85e549c870749d0e247f0c10d318a45b7e9676d575d2dcb04a1b2e66 \
-    --hash=sha256:43bca78665423cabae77146f2fe7ce55272b6c8d55d82cca83effd42c7e13972 \
-    --hash=sha256:453895624ecf7db7063b1004e44037522bbaef9ff6a945e59bc71662d7a03abd \
-    --hash=sha256:4860b603ddda0475a8885499b3729e90229d480105b42651962a5397d995fa89 \
-    --hash=sha256:4be8b1d2a705cc37d08256004e1d07de143fa0075c8e85a3df020b776f62b732 \
-    --hash=sha256:4e237e139f94d3c036fd28eb9f564c99055476ff4ff05cd42be55ce349b5aa02 \
-    --hash=sha256:4fb8d2e7cb2f850b169806d61d1b991738acec96500a75c30f49caf064ce7cef \
-    --hash=sha256:55d8f9b7b78c9538fc9e04e82ec0e888ff0c3cffcfad152c77e57cd09351a98a \
-    --hash=sha256:58b1d94308ddf0b1982f61f2eb54bf92997c9ece8a8093ef014250f4a517906c \
-    --hash=sha256:5d333a7127d4b307601ac37792bee01bb95c867cbfacf21b6375b804d6bbd723 \
-    --hash=sha256:613fc4ee9eaef26dc5840666214dd6fbcebcf32f46e76f4abc473059f4e13dda \
-    --hash=sha256:6142dbd80c4df62a5d899f0d616d417f84e0bc8d32526c8e5589019d75d028a7 \
-    --hash=sha256:62ae3853454fe9ef283a03c96c2d835d39e84b14643a9d62c82ef0fb87d702ca \
-    --hash=sha256:63c2c4c213f1a4e3f3de28ecab029dbdee976324e729c0d7a55211be72576b02 \
-    --hash=sha256:656a042550878f12d45752452d47094b7cfe5ad1e9d7b87b5a22ad3ae5ff8015 \
-    --hash=sha256:66c93681c4729e4e3ecba31b8179fae083ff3118841672835140338b4b9867c1 \
-    --hash=sha256:6736718bd4fc49cbcb538ba30516fdbef161522acefb739657d48b97bd864fed \
-    --hash=sha256:68700371c5d7ae1412862ddfa719090925c93ecf351c566d66f09d04b136ea00 \
-    --hash=sha256:6c3d771a46ec18b12af06ce36243a9a80b07a5d0515236332d90863ca8bb326a \
-    --hash=sha256:6c7fcf61d44cacecaf3aea542b0e053db77972a4573e7ceda16fb2b399161195 \
-    --hash=sha256:6f249f8b860a200ad35193af961183ebe9132710484e6f6ce0cf89fd83c63a9a \
-    --hash=sha256:73c4bd4f70294737b5206a3e8e30ccadbf8a60301831c8ea23eec5dbeea1ecfa \
-    --hash=sha256:7559f72b94ae52659086c595dfa017cde03155f7832071d30959049052cb3ece \
-    --hash=sha256:75808f6c38ce7749bb68cc2770161aae5045e6c6f6781a9782e74b93304399df \
-    --hash=sha256:77c004fdc7b891967106f78ddfd7b076bfe6813c6139c6fff6aed3bcaa960b26 \
-    --hash=sha256:7818f8d0a415be74d2be3590b0a1c1f463a642f4d0217e7d10602dceef5b79aa \
-    --hash=sha256:7944270ae71383f6e2657dd7d5ce4eeb4ac2d0059a6738f0510583d462ab4842 \
-    --hash=sha256:7bd530e6a530bb3ea892f194fafa455f3516ac25ecf7143fd33c09be62b0470a \
-    --hash=sha256:8213afbe8a3a906fb9acb2014423fe3359ee783d0bf90995f70623a3217bfa6c \
-    --hash=sha256:83bcf894486c9d78dd290d3c0124ff6dd8875d3025e2090a8ec49fcc37c55fdd \
-    --hash=sha256:85264a90ff4c05c1568dd65f5921c837614b67c60358fb4c17df3b7f2e90690a \
-    --hash=sha256:88647f43a73c4e01be19b04ceef0c8d3a1958153604d13c773becd8016f2a0cf \
-    --hash=sha256:8895840ac4809e5f60c88fd07617cd71326e73d6e5a8aa783c5c0f7c24985de2 \
-    --hash=sha256:8ba264fa49be666cd9cc56bf34ec7002fb3d27a4aee5bcb4d43d0d18feb1bb6f \
-    --hash=sha256:8bff7073db3899158fff55ebf57b113a67030af26f80a18978f9f0aa60250ddf \
-    --hash=sha256:8c43a8a973270fd173bf48cdf80bbe66312421cba68d40845034f174f2389049 \
-    --hash=sha256:90bd6630002a1c7f09e7843dd79f0d24f3d2897cc25a753480917865d14f15b3 \
-    --hash=sha256:90f628283be835db980c941767d41c9a27b5239e54ba0a9c1335247e82406964 \
-    --hash=sha256:94068eb3ae6d43f5a786b7db96a406a34e6d5c24489feef32fd6e8946ea7b291 \
-    --hash=sha256:980450826cf22e133c57e0835070bdd0dd3f73b9b708c3ce223def2cb9469e14 \
-    --hash=sha256:99ab6ba7bfa2cb0f96a04e3652355bf04e3f51aceb1e943b8541dab7ba4828cc \
-    --hash=sha256:9af8905b8f854990e40d5206aa5ac58d9b0fe0b7f351ff2bb086c20f6c8c6a47 \
-    --hash=sha256:9baffb505aff33acc69b422a19f77806680f3c8632227d79f48de8a810d1c2c5 \
-    --hash=sha256:9cdddb6c1207d284d94fd1530adf57fbd797fe7c4b8704ba85f49414f2557e7d \
-    --hash=sha256:9e25b7088f9ccbfc0dfcaa52bf969300ca229e10ecf758974ebcbb080a4b37bb \
-    --hash=sha256:a04df86b3f0fade39ec8fd0e0aab089b1da9fbd2b48df778a57ef96f5e7d38df \
-    --hash=sha256:a05fa4f41f37ec97c9c260441a940450a192f78d774d2b097eee1379f1e1246a \
-    --hash=sha256:a2999883eedf72fdfb7520b92c7d4ec2572a71ff40239377aa604cc529eecafc \
-    --hash=sha256:aad1bff7f666b9598e573815affd666aac6a13a585dde336f843e33350c7fadc \
-    --hash=sha256:abe76bcdba31e576cb83eeb8797aa0d882b738fef6dc65d0601fc753806a5b46 \
-    --hash=sha256:ad3773236e95f7f33991eb125224b7da66f206504d032a253a02da7e134519fb \
-    --hash=sha256:af03e34e860047bc7a352b842856fcf78798fbb81132cc98bd2f907ab4eb9cd2 \
-    --hash=sha256:b1b964e3ab599e718dc46c018d104b1ebc007cbc6567d827c94a687fca56d77e \
-    --hash=sha256:b1be5c35683684d5331b93600c210e8367c254683d8a6df6bd21bd2da3a334fb \
-    --hash=sha256:b317c87a13f769a4e787819bd508aaa5d69aa09b0880de9af6d3a8a54571cdec \
-    --hash=sha256:b3cc20c0d800af78fd0fac68086e28c1856cec51ea528bb81ea851aa40d39325 \
-    --hash=sha256:b4e4bc98639ec915f512fde3aa7a95e0041d95d9c3cc86eea841fa63cb1e8600 \
-    --hash=sha256:b5c30f3f04eef4fbd362226a6f31d7c8895ca4fbb6e0b790f6890a98d8da8559 \
-    --hash=sha256:b5f077b44a4f7808520f66dae234988d867deb9aed9be5da057ce9ba831b2a41 \
-    --hash=sha256:b6825cc329b290e93c5f6a9be2393118a763f6ccf6abd83704e0c102ca583644 \
-    --hash=sha256:b8d2f912928d426e8cfa396f7f3f8d29a59e6689c86dcca3c420730c1096322b \
-    --hash=sha256:b95d5e11fc712b752081183a55a244c03cd00570489edd7014d8899f8ceb8162 \
-    --hash=sha256:b9a6528956191c48c52294a592dbd4a8386d7048bdb25c0efcb6b966466c6d83 \
-    --hash=sha256:ba05adbf15d994c38ec0b7ab32e858e5110c21e9009a00a86545fd220f84e038 \
-    --hash=sha256:c0f920015df2a504bebaba6d4c31ccf3fcf942f92655c086da30b671aad19aa6 \
-    --hash=sha256:c396c1304de421050b3681ea70f371874b54d41b0151e96109758144c231e30b \
-    --hash=sha256:c39f5b67a8a2e67179ada2a954227d670fe65fa9098457f698f56ddf248709b3 \
-    --hash=sha256:c3df104083952a0e0c6f10de33e440eabe98fb6317d23e1a58c68f6df08d01b9 \
-    --hash=sha256:c74005a7bb87752acf351c93897ec63ad77a07a0da7ecad9c050e32e7286ba34 \
-    --hash=sha256:c93c629be4636cf54337bd5f06c104d55e42ced54d681f6fe21ae510a65116f6 \
-    --hash=sha256:ca653c6546386227cd9800d1bef6a348099acf8db4250341da6d90f663d6dfcb \
-    --hash=sha256:cacedb7a6e167680acba45ad5716e89067d225dc80da0d7040cae8c81d4572fa \
-    --hash=sha256:cc68e231a77a5f0d774ae278a1f8e55c0456501820847c1e4efb3829f3441df6 \
-    --hash=sha256:ce87129d9f2c14fa6c4a8601fb80eb4488c80d38a20cd13758ef11123e14995d \
-    --hash=sha256:cea68bcd53467561ae2f96a6bdad1544299ba97b5b0ddcd5ac3d376e5c781c24 \
-    --hash=sha256:cef8ac28d26f4dda3533060c20fbf80a325458fa9fd23ea72a73cdfa8e978838 \
-    --hash=sha256:d0efbe45632665e53e3db8fe1e5692db58fc5cb9bab4459d570b83efefe11164 \
-    --hash=sha256:d3858b908218ee108d0bbfb2095ccc237648053c9bf98affad7cb079acaf1d97 \
-    --hash=sha256:de42116e69cb53b911cc34aee5ab98f36c597b822545045d49e938818b99e5e4 \
-    --hash=sha256:df1d2a1996755b24b9ecee92cb4d36c28f86f464a6a173349c26bab41e94b8c2 \
-    --hash=sha256:e07be2a9d7122bd6e82dea89814ef8dc893feb1aae97fec1630f3263bbb30e55 \
-    --hash=sha256:e0b360f316d966b048b085857630b3cc51f3db2f07b06f440eac8f695374d1e3 \
-    --hash=sha256:e10464d17df3b582745c25cec695cb9558bca2cb6ddb631aee1787fc72c767b2 \
-    --hash=sha256:e3a8ae58895ac107ed934a6bf51e5846f95c53b9b940c2c6d310838fd5846358 \
-    --hash=sha256:e4abbf391a70be864920858bf360f4fb380577c9a0f732438a1996726e2c195b \
-    --hash=sha256:eaaea962c68cdc68d4a533ba985ab8e9484277910bbfaa2ab3ef7732667bfed8 \
-    --hash=sha256:ed0954b524873214369184a9c82b0eaa45a3fbb9a798cd95b17e0d98499e7ea0 \
-    --hash=sha256:edf2765d84e42447f112ad877af8fe1db0089aaec5b28e88d6eab45e7fe99cea \
-    --hash=sha256:ef1013a8625c74043210190b246f5b1551e09757c1f356c6e4160ef96c5bc081 \
-    --hash=sha256:efef4ac29c6ff495531eb17ee705b62841ecaa291b7c7077e848ea03e237164d \
-    --hash=sha256:f3a5b10e8ce894825f380a8f1b6444cf73c294dfea62afbb2d13e3a9e630cec1 \
-    --hash=sha256:f3df3d16ded76f1f8c9cdebd0e1ea55fdf4c23b812de189814da7cf229c22a81 \
-    --hash=sha256:f414556f6e3958300ff941e40c9f97e3dc9774ddd1b3434c475d73dd354bbed3 \
-    --hash=sha256:fc09f82e63d4bcd58149572f857a431bae851dc747e313c3b5bdf7abb907fda8 \
-    --hash=sha256:fc0c0f878ea770a0a8a462456c5ad36fc9fe6358e6b76fdadc7f17575e0b8bf1 \
-    --hash=sha256:fe71bca7d547acb17027c7fd1624ff8aae623499c498d3e7011182c4de5c25e0 \
-    --hash=sha256:fea6e836d10abbe191d557d33bd58bd5987725fe63aa1eefe557d230209855bd
-    # via
-    #   jsonschema
-    #   referencing
 six==1.17.0 \
     --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
     --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
     # via python-dateutil
-sqlalchemy[mypy]==2.0.50 \
-    --hash=sha256:03f4323c980ad0e918cc9e5369b015f759f4e534db5bbaf4dc36832c10d05064 \
-    --hash=sha256:06a9210bdc5f4298cff0781087e2ff45683922252dacc452846373a58761f093 \
-    --hash=sha256:0a31c5963d58d3e3d11c5b97709e248305705de1fdf51ec3bf396674c5898b7e \
-    --hash=sha256:0e104e196f457ec608eb8af736c5eb4c6bc58f481b546f485a7f9c628ee532be \
-    --hash=sha256:0f5e4ac70e9e757f6b3e87c0491ff034442ecd8dfd36d041a50564c322dafc0e \
-    --hash=sha256:0fe7822866f3a9fc5f3db21a290ce8961a53050115f05edf9402b6a5feb92a9f \
-    --hash=sha256:0fec460e18cdbb4c7773531122ce9a27e96c6ca17af3933941d94da475ad2c86 \
-    --hash=sha256:110fdac56ace278949f00de805edacbd6141e382d992f9ba28238b3a0827a600 \
-    --hash=sha256:1208050441471d003b7c8cb4054fb084f185cf35ac3f0ea270803865bca9939a \
-    --hash=sha256:13b85b20f9ab714a666df9d8e72e253ec33c16c7e1e375c877e5bf6367a3e917 \
-    --hash=sha256:15708c613cd5005b7dffe1f66ee6a63ee8f5e46799f71c70ebad74178c676a39 \
-    --hash=sha256:1918a3cf564d16d95bca7301005f41ab2ad50b07cd3b9da50d3ed986db148d6a \
-    --hash=sha256:1aa6e403663a9c43c8fef7ce4bdb4cf48bcd8d352e91deda2a99f963270bd508 \
-    --hash=sha256:1c5f858fe79c9f5d8fda065c06186356acb7f8df3cd52dbd5ee3f200e4b144f5 \
-    --hash=sha256:1fbd55a969d7ac44a98e3dec75016074f809fa08f871585ace58dde110d1bf3e \
-    --hash=sha256:23ae23d8b9d344d30d0a92f06d45825024a5790f1c1dd4cf452636a50d3e58cb \
-    --hash=sha256:27b7062af702c61994e8806ad87e42d0a2c879e0a8e5c61c7f69d81dabe24fdf \
-    --hash=sha256:287086e67275a212c4582d166a6fb03a65ccc5551d80866270ce0dd9f34eccd3 \
-    --hash=sha256:2b9dcc43afef8ac157cd92fce96985d6b8b0cfbd3df4d666f66b4d55a75d202f \
-    --hash=sha256:2c1920cde9d741ba3dda9b1aa5acd8c23ea17780ccfb2252d01878d5d0d628d3 \
-    --hash=sha256:2dab927761d9108550f0cf8e66ff21af56f907a0ce0a689793db615e2b55f62c \
-    --hash=sha256:31648fa14460537e768a7303b078e4344d208e0d23e06867c1f376a227ed82db \
-    --hash=sha256:3699dac4be410e97049a1658e9480da9cde956594aa0f3aebc60b88f21c5ba70 \
-    --hash=sha256:3d10700bd519573f6ce5badbabbfe7f5baea84cdf370f2cbbfb4be28dfddbf1d \
-    --hash=sha256:409a8121b917116b035bedc5e532ad470c74a2d279f6c302100985b6304e9f9e \
-    --hash=sha256:47b71b933e7b4ebad407c8fdfd70d2c4f08b78b3238bb30eebdd6eb32ca51b89 \
-    --hash=sha256:4a8e8af330cbb3a1931d3d6c91b239fc2ef135f7dd471dfa34c575028e0b1fa8 \
-    --hash=sha256:51b637a84f9fa35ae1f9017e786cb142974a25305085e1b378b3647a67f65ad3 \
-    --hash=sha256:545eae198d37bcf837a10ede3684e2af32458d6f35c597c35c2de7502dc38fc4 \
-    --hash=sha256:60922d6599065ddca2c6f376b9aa2f41a6b85a271725e0909490bbc50b1998a5 \
-    --hash=sha256:66e374271ecb7101273f57af1a62446a953d327eec4f8089147de57c591bbacc \
-    --hash=sha256:68b154b08088b4ec32bb4d2958bfbb50e57549f91a4cd3e7f928e3553ed69031 \
-    --hash=sha256:6c206aec519a2e7bd08abbfb33436e325fd22c632d9c21a9047e376ce241646e \
-    --hash=sha256:724f3dcbe53dd0151e3cb5e7ec4ba4c620bede579caacd16275dc35ce06e8615 \
-    --hash=sha256:7af6eeb84985bf840ba779018ff9424d61ff69b52e66b8789d3c8da7bf5341b2 \
-    --hash=sha256:7b1ddb7b5fc60dfa9df6a487f06a143c77def47c0351849da2bcea59b244a56c \
-    --hash=sha256:7e36efdcc5493f8024ec873a4ee3855bfd2de0c5b19eba16f920e9d2a0d28622 \
-    --hash=sha256:83a9fce296b7e052316d8c6943237b31b9c00f58ca9c253f2d165df52637a293 \
-    --hash=sha256:8b53784972ade4f8174b9aa661f31a06f8a936d2cfdd602913ff3c6dd40ae873 \
-    --hash=sha256:8f00e3eb43ba30eb1b238ee03a8a62309486d1321eda3328bb611e0340033ad8 \
-    --hash=sha256:92064363517a3ff8212b5a93b8c62876579d8dfd1ca5b561335f30152d884fa9 \
-    --hash=sha256:9602c07b03e1449747ecb69f9998a7194a589124475788b370adce57c9e9a56e \
-    --hash=sha256:96fbee6b19c19cd1556c8bf9419447cf2ec149ffcab7ab64348c23e54ef8547f \
-    --hash=sha256:9d1af51558029a156a70986b7df88f042b3d158d7c8d8fb5072912d4b32d89c7 \
-    --hash=sha256:adc0fe7d38d8c8058f7421c25508fcbc74df38233a42aa8324409844122dce8f \
-    --hash=sha256:af5607d11ef90fd6a5c0549fe0045dce1663d427426bcfb506dcb5346a85a3b9 \
-    --hash=sha256:b00098cdbdbd38c7be3d568b0c9c3122b8c0ec62b911b57cd5e6e0254d60a76d \
-    --hash=sha256:bef4ac756363227ef6402a75fee025a4bc690f92328e825868939b3b3a446a6d \
-    --hash=sha256:c4e70c46fad30c3bcc6a4708bc0130a3173e11a5b25f0ea4a9d8911b450f1f52 \
-    --hash=sha256:c5c3cdb753a9004183e1ccb634b41611654c989e61bc68617ce878e46d6f1e51 \
-    --hash=sha256:c966932507a4d7d0a37314927dbfcd89720e3f37d2a1e3352e7ae7939fa8e8a0 \
-    --hash=sha256:e195687f1af431c9515416288373b323b6eb599f774409814e89e9d603a56e39 \
-    --hash=sha256:e6e814658818fd165e749e3d8490ef16cc7f379a118c37ada8b0589ffbaaac22 \
-    --hash=sha256:e8e1b0f6a4dcd9b4839e2320afb5df37a6981cbc20ff9c423ae11c5537bdbd21 \
-    --hash=sha256:ea1a8a2db4b2217d456c8d7a873bfc605f06fe3584d315264ea18c2a17585d0b \
-    --hash=sha256:eefd9a03cc0047b14153872d228499d048bd7deaf926109c9ec25b15157b8e23 \
-    --hash=sha256:f96233858e3df43932ac11589e22520da6e8aeb624b03fedfeebb0e8ea213086 \
-    --hash=sha256:faffef4bcc20a1892e65e155293d99d60855bbbc79250ab712819cfd56a8e6bb
+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==1.2.1 \
-    --hash=sha256:4de0082d08c8f6764a85a54cf1120d6939507a19905c7768acad2a9f875d2b89 \
-    --hash=sha256:9b9b5ebb992e67d6093741e63c2f59e4f6fff986f81163c087867bd7b924b3f6
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
     #   feast (pyproject.toml)
     #   fastapi
@@ -1354,9 +1204,9 @@ toolz==1.1.0 \
     # via
     #   dask
     #   partd
-tqdm==4.68.0 \
-    --hash=sha256:b79a3ae57db4c870a55352e43abb33b329557cd75b1483028909286ff22a2c03 \
-    --hash=sha256:c627124266fe7904cabb70e88a940d75a06b889a0b11680307a67c18ce094f19
+tqdm==4.68.3 \
+    --hash=sha256:00dfa48452b6b6cfae3dd9885636c23d3422d1ec97c66d96818cbd5e0821d482 \
+    --hash=sha256:39832cc2def2789a6f29df83f172db7416cea70052c0907a57801c5f2fdccb03
     # via feast (pyproject.toml)
 typeguard==4.5.2 \
     --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
@@ -1371,7 +1221,6 @@ typing-extensions==4.15.0 \
     #   mypy
     #   pydantic
     #   pydantic-core
-    #   referencing
     #   sqlalchemy
     #   starlette
     #   typeguard
diff --git a/sdk/python/requirements/py3.12-ci-requirements.txt b/sdk/python/requirements/py3.12-ci-requirements.txt
index 3b1c16c643d..0daf51f015d 100644
--- a/sdk/python/requirements/py3.12-ci-requirements.txt
+++ b/sdk/python/requirements/py3.12-ci-requirements.txt
@@ -1,8 +1,8 @@
 # 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==3.7.0 \
     --hash=sha256:680bde7c64679a821a9312641b759d9497f790ba8b2e88c6959e6273ee765b8e \
@@ -12,126 +12,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.14.0 \
-    --hash=sha256:02cb2ffbb7da32f82e21ad9952669c45bd88a80e0878264c2f59fe1c6fb2badd \
-    --hash=sha256:0746d9fb0ac4fdef643a84494efe3f06d50335dd8c7a530228b86448aae0a803 \
-    --hash=sha256:076cb014191ae2e65d949e1ad01f1dcfe33e32789b5172510f3e79c79fc04d50 \
-    --hash=sha256:0fc2b75ae8d169d853be2862d960be8550da6c5c65711d5476407eb3fdb006bd \
-    --hash=sha256:101df7779c80c0636014a6b2c6642acd3efb5b355d48347c9d7dfb720aee9430 \
-    --hash=sha256:106ed074a856f3e21d186b8579e2c8afb6da598e267cdaab01059e13db2fc44d \
-    --hash=sha256:1210d4c87cc00128160c7384ab41877a701295b97cffa6362f908a49b6e8a7ca \
-    --hash=sha256:1394dce36e0f0d260ac0b555a654de19cb989f3c1b8bdd24f505314dfea18a00 \
-    --hash=sha256:145262119b07d7f95abc1839add35ba2bfc84551d4b4660ca11542c0b215455b \
-    --hash=sha256:16eee56bcc72d04600bc56c1759982c2385ec0b41d3fd3521f836bf64a0957ef \
-    --hash=sha256:198cfe61bf253b19da1fb3e0fa122249dc4f14c12709493fed8054aa0411cc76 \
-    --hash=sha256:19ca5fc84130675ba11c6ca5c7da5cb65f7bf8a32cdd2b616bf49cd334688aae \
-    --hash=sha256:1a4a9f17e85b80878c176695c1998c790e83731d8271881e5d356488652a1f9e \
-    --hash=sha256:1a78a77366ed158a0a54b076990e575d7b7cdb728cbfd02711eadab150f2269f \
-    --hash=sha256:20144819e99db593e22bbd2f3f2691a5e149f879142d6b8670254708853ff4fb \
-    --hash=sha256:22a8d06f204e0518a586d770032db3c7043c9ba3693081b3e3ad425e1458d594 \
-    --hash=sha256:23e8314e7aed8576fbe33314d218bd81447a3adbc91dc36f1163bf583cd3084c \
-    --hash=sha256:23f094a1ef64823fd35854ddf5c7a80a078162f37f9d2f7c6142b51a6affa456 \
-    --hash=sha256:25400d710641a8040bf022a8a99f579e581ffa1c5bd42c33255d7d6f3957c127 \
-    --hash=sha256:25d2326a4967bf705a9f9913a13005e93b6020ad8a9f6bd6bd78850d5171332e \
-    --hash=sha256:25e9f1d2465a210d60edb64d7b204a147e85d4c194eecef3d1604fb5ace678ce \
-    --hash=sha256:26b6d79aa54cb4ed50cc7d41ed14e99e0f1fc8e7c2d42f2e05b37aea897b2b52 \
-    --hash=sha256:26d9224c6dd7f5c749aba4f61315a894601448b28d94d12f4dea0903e26d2096 \
-    --hash=sha256:2882de819734c715fd1b9c11c97e09fa020d14438203d1d354d8ed1702791c9b \
-    --hash=sha256:28eee8de1d69711c53116df8202f1c2aa0e3f80ef912a88fc18d159d53e7110b \
-    --hash=sha256:2c2c7e05dd5335b298085abf45ddf98673934c3ee1c083d0b9ea13d4186ad500 \
-    --hash=sha256:2cc736a9c9fc2bc4dd71fd404815741b6573df27c3f985948ec4076989ac57de \
-    --hash=sha256:2d2ffe9b614f50f069068b3b52e73414e4107fc10b7efc939a76acff9251fdd2 \
-    --hash=sha256:2e2514cb7195f6d7c219339635bea71ae47d1569b051300d32df9dcfabcdb869 \
-    --hash=sha256:2f3fc37054564dee64a855b5b092d87ec35dcddfaabf7dacb1c8a2b1f83dc0a9 \
-    --hash=sha256:30e8b7eeb42d02c120ca90d6c6e076a221a16b70a6dac9ae44c7ab5104cc7fe4 \
-    --hash=sha256:32e735c3182de7b64f6941a4ede48b38c7f47d9437bd615dd30b5bda8fa1bc93 \
-    --hash=sha256:3366751d68d237c621264233a32f3078bbc21b7904ab90a77e03d21390c742c6 \
-    --hash=sha256:363ef9e91014e7891679bfb2ac0a7c6ea93435dbbfd10ecf41b9f06fcf506c5f \
-    --hash=sha256:3b54fbff46127aeafdd764cecd0d99fa2f24a0e37ea5c18a7c3a4ac450df1db3 \
-    --hash=sha256:3c7139100fbaae76515b73051d8f0aa3a3ff02e415eec8a8eee8e2223d9ba955 \
-    --hash=sha256:3cdf534aa455593e589302990c5097aa5c92c06c4262a20da22934f9186a5fff \
-    --hash=sha256:3ea81eb518a2ecb319d8ec6d1424a37c773f6634bd87d6985eb606b2faac419f \
-    --hash=sha256:40ae7b0642c25632c7eabc4a04754012691864d2a1b93becf7cddb76027b838a \
-    --hash=sha256:40af7ebe53c7990e110dc4ad03566b12c3ac996254298a3d39046dd69cfcb2c2 \
-    --hash=sha256:44eca38755d0105bb32f47d085f5dd449846a449e1245fc105889e3279dcf8e3 \
-    --hash=sha256:46fbbec4e4fab7428d4396a3823f9320e4560aa3113b89eeebce712c27c9ed5a \
-    --hash=sha256:4714c70067a08b604d0bf3bc4dfdf82e52944afab41d0428d460862763d2f79b \
-    --hash=sha256:49a33ded29b0b2fa7a367a02cf0fb89af602bb87542a16177ec8ce1c9c51d12a \
-    --hash=sha256:4acfc34bd4d3c58754fc9f22ff1b5e92aabce68f3d4bf7b71a0b732d9bceb78a \
-    --hash=sha256:4d6a998191f5ebe3b8c28463ff72bc030250008b3193c402464efadd08b5ca02 \
-    --hash=sha256:4f770846edae8f00ecc57af825bce811f787f87a7dcf0e90d191790efe5b31f7 \
-    --hash=sha256:514db9a79337068981ee2137310283a07b4b885c584991097a91a4da419bcb81 \
-    --hash=sha256:540632bf882ff8fc88f2e1697be0761578e89e0d79fb4a8a6d65dc5da7e729d4 \
-    --hash=sha256:54bf3522d6f7351e55f89a62d5c2bf138ad557b031670266c5df604ae88e0b5a \
-    --hash=sha256:57ea07d28695a7a40304d42251892a8df765e5588c10ee32afeddcd5df33c0a2 \
-    --hash=sha256:5a2e7ca615c3ddc15b82687e05a624e5f5cba3f1d6c20cb81172d70ea498451e \
-    --hash=sha256:5ba10966d4f03dd96a14365be4b8e37c327c76f11c3ca867116966cdd9f98066 \
-    --hash=sha256:5cbd50e6a50d6b99283a826b18cbdebf65b0797689a7535cb0e9dd37be0f63c3 \
-    --hash=sha256:5e4646e9a6af29af354204011bf5769cb0276ec5b64653e42f90b3e13845169f \
-    --hash=sha256:5f1c5be60add78fabb4aacd13c5a348ae79d2fcbfc7fa78da8f1eb192273b370 \
-    --hash=sha256:610d68800435903e303ca0542b9d3e4eb72a12ff33a6d471a070c1d81eebd3c2 \
-    --hash=sha256:6199707cc40e0e9cd39c36fbc97bec416c704e1d0ddce03412bb3b3e6a90ccd0 \
-    --hash=sha256:6281aecdf2732940f4fe06bd6adec5ae4d59b78b080b8e3a6b81467301010988 \
-    --hash=sha256:63e38be0d75a654deaa06be32fb4cab883a4222940be1d05861b6717679cbadb \
-    --hash=sha256:666c7c5036df57b693026398b69b41874a1931ac5b3485fd910e57bfac253869 \
-    --hash=sha256:667b881d083ccae3900ea5a241e17e5007ca78844c53ed389bb63d48f729d9c7 \
-    --hash=sha256:692e409052e7436029bbb32977cd7c5bf806ac5fa4085b973996785ffadad33c \
-    --hash=sha256:6a5f3532125233c261cf61f32df4059cfcf482eb793c7d3db8452e3142028b86 \
-    --hash=sha256:6aa1a40f9cbb3da9f80714c5966b8946c21e6a2530d809b9498b33161e3c8733 \
-    --hash=sha256:6c79a044cacf360ec46738d863d2f41c9300d2a06ef4a7402ea0df306a350e61 \
-    --hash=sha256:6eb63b1417efaf7d1002a6ad034a40d44376afcc16508a57f8e74b49ad26a095 \
-    --hash=sha256:70ea956f6cc4a37620966b56c2e205d88ca3e6d85ec063277e414b1035cddad3 \
-    --hash=sha256:71b2604c9bfc1b115547d63a094d5244b3f02799833513a99a68aaa7b167c4cb \
-    --hash=sha256:78d6f9286a629ce52728430afe18f8ed2b6c39a1fddb3802d7244b9983910ad2 \
-    --hash=sha256:7a3fc4358e65826c515350f199c210de747cf669998211b1ee6c2e46de364b24 \
-    --hash=sha256:7b33e751cab03fdc960095b1e326cb5a03f5ee577d6ded59f3d1c100f8668882 \
-    --hash=sha256:85e0675f47be4eff0636bf88c02140ea89168ae0df3ff1f3f464e9de9610d277 \
-    --hash=sha256:860a86bc2c80237f5dff52edcf427e10a8d8352271fd84845429a3e60199e02c \
-    --hash=sha256:884a4edbdad77be9d0ef36142c8b504351b170df0bf62b51e784fadabf311c42 \
-    --hash=sha256:89ed35666c95d3efe1955056afcde09e62a57a34e2a4398b17f9f6c1564f0b25 \
-    --hash=sha256:8b93618102caf12801638a01a2b478a55410ddd71bd41cfaf6f707953a49ac43 \
-    --hash=sha256:8fcaef74d2ab0f607d7ff85a0d15e21bb5a258c4a58df1908396eb50d7f4ed3c \
-    --hash=sha256:95f5217e76a046b9f228a101717ef8d42b1eb3d9d196d15202db5bf41df88936 \
-    --hash=sha256:9dc203d6ce6b9106d54e2a93f41dfdfebfbca2d99962ba503bfd3e5921a6549e \
-    --hash=sha256:9e19d17ab02bf16832a2c8c0d55a486792c5b1645665652ee9531aebcc30cb72 \
-    --hash=sha256:9f3a96b6d39a4872222beee72e1df41d2ff886ae96152cf3e757ef8c5673ef0e \
-    --hash=sha256:a071be341c2bd9b0188e62d173509f024e0a35b1c342c53c50f8daaeda8c3bd8 \
-    --hash=sha256:a150c0875ac8fd87f1c398650841308a30d65facf7416b12dbdb9cfdcbe5a48c \
-    --hash=sha256:a1d209375c503472b3c0a340cdf3c55fcd82e84b46dda7caeaced59faba373ec \
-    --hash=sha256:a8d93334d4961c9d566b1f046c81dee475b7c21eb730728d38237bfa70d1c8e6 \
-    --hash=sha256:acdb400538cf4769543548bb5d1eb23d39bed4f96554a6078cb728c7cb2c268b \
-    --hash=sha256:acf1581c4f21ed4b80a2dded504d87b055a071a84d5737ea966435f768275ac6 \
-    --hash=sha256:b0a5747586d4467efd1f932710b269131c9717a872dce082cd92a00c1c13123a \
-    --hash=sha256:b27d89af91a555f58e08e4902dbcbc48862fd40095720ca705990476bd93b7ac \
-    --hash=sha256:b29518c9c2ec7e373e68259206a137c7f4f5439c58baaec4b5ab3ab799850a4e \
-    --hash=sha256:b4141a3e5342ee3053a9cab54d25b64ed28289c1041e4c54b3d99839314d90ce \
-    --hash=sha256:b5314743ebe926c2fda35d0a298c565c885505f6635c2a30936363404cf274a7 \
-    --hash=sha256:b584dfe615d151e9b8f0a8ecb3aee6147f2927ec5b95ba25fe621f5377510928 \
-    --hash=sha256:b62af5a8cc96a194eaa01a9ed7b34a3ffa58d3d8daaa1a0d7a749353ad12d228 \
-    --hash=sha256:c20b9ad156a79eb97be5cf9e069eec01d2f0dc8472ffbd75299a8b2d4c2cbbde \
-    --hash=sha256:c21ca9a1c63d4509158f478aeb9d02914dcc52adc68d1bc9dee2452284ee5996 \
-    --hash=sha256:c452d17eeb95d563fc8b936f3050301dbd1d268126c4632d8b70ede9696202ee \
-    --hash=sha256:c5492b9929826e07cc3fcb9739ae87aab05dff6b5e67a9b73fd1700c6d008981 \
-    --hash=sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108 \
-    --hash=sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159 \
-    --hash=sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026 \
-    --hash=sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903 \
-    --hash=sha256:d33e61021222ce7f9792bcac870d6f58d8adfceda33ab857b01264f4560f2c5f \
-    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
-    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
-    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
-    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
-    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
-    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
-    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
-    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
-    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
-    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
-    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
-    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
-    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
-    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
-    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
+aiohttp==3.14.1 \
+    --hash=sha256:03ab4530fdcb3a543a122ba4b65ac9919da9fe9f78a03d328a6e38ff962f7aa5 \
+    --hash=sha256:07eabb979d236335fed927e137a928c9adfb7df3b9ec7aa31726f133a62be983 \
+    --hash=sha256:092e4ce3619a7c6dee52a6bdabda973d9b34b66781f840ce93c7e0cec30cf521 \
+    --hash=sha256:10ee9c1753a8f706345b22496c79fbddb5be0599e0823f3738b1534058e25340 \
+    --hash=sha256:1601cc37baf5750ccacae618ec2daf020769581695550e3b654a911f859c563d \
+    --hash=sha256:1ac8531b638959718e18c2207fbfe297819875da46a740b29dfa29beba64355a \
+    --hash=sha256:1b9748363260121d2927704f5d4fc498150669ca3ae93625986ee89c8f80dcd4 \
+    --hash=sha256:1c1421eb01d4fd608d88cc8290211d177a58532b55ad94076fb349c5bf467f0a \
+    --hash=sha256:1c1af67559445498b502030c35c59db59966f47041ca9de5b4e707f86bd10b5f \
+    --hash=sha256:1d459b98a932296c6f0e94f87511a0b1b90a8a02c30a50e60a297619cd5a58ee \
+    --hash=sha256:20205f7f5ade7aaec9f4b500549bbc071b046453aed72f9c06dcab87896a83e8 \
+    --hash=sha256:23119f8fd4f5d16902ed459b63b100bcd269628075162bddac56cc7b5273b3fb \
+    --hash=sha256:237651caadc3a59badd39319c54642b5299e9cc98a3a194310e55d5bb9f5e397 \
+    --hash=sha256:24ba13339fed9251d9b1a1bec8c7ab84c0d1675d79d33501e11f94f8b9a84e05 \
+    --hash=sha256:250d14af67f6b6a1a4a811049b1afa69d61d617fca6bf33149b3ab1a6dbcf7b8 \
+    --hash=sha256:269b76ac5394092b95bc4a098f4fc6c191c083c3bd12775d1e30e663132f6a09 \
+    --hash=sha256:27fd7c91e51729b4f7e1577865fa6d34c9adccbc39aabe9000285b48af9f0ec2 \
+    --hash=sha256:2964cbf553df4d7a57348da44d961d871895fc1ee4e8c322b2a95612c7b17fba \
+    --hash=sha256:2a73f487ab8ef5abbb24b7aa9b73e98eaba9e9e031804ff2416f02eca315ccaf \
+    --hash=sha256:2aa92c87868cd13674989f9ee83e5f9f7ea4237589b728048e1f0c8f6caa3271 \
+    --hash=sha256:2b7edd08e0a5deb1e8564a2fcd8f4561014a3f05252334671bbf55ddd47db0e5 \
+    --hash=sha256:2c840c90759922cb5e6dda94596e079a30fb5a5ba548e7e0dc00574703940847 \
+    --hash=sha256:2f73e01dc37122325caf079982621262f96d74823c179038a82fddfc50359264 \
+    --hash=sha256:2fbc3ed048b3475b9f0cbcb9978e9d2d3511acd91ead203af26ed9f0056004cf \
+    --hash=sha256:2fe3607e71acc6ebb0ec8e492a247bf7a291226192dc0084236dfc12478916f6 \
+    --hash=sha256:30099eda75a53c32efb0920e9c33c195314d2cc1c680fbfd30894932ac5f27df \
+    --hash=sha256:307f2cff90a764d329e77040603fa032db89c5c24fdad50c4c15334cba744035 \
+    --hash=sha256:313701e488100074ce99850404ee36e741abf6330179fec908a1944ecf570126 \
+    --hash=sha256:317acd9f8602858dc7d59679812c376c7f0b97bcbbf16e0d6237f54141d8a8a6 \
+    --hash=sha256:335c0cc3e3545ce98dcb9cfcb836f40c3411f43fa03dab757597d80c89af8a35 \
+    --hash=sha256:34b257ec41345c1e8f2df68fa908a7952f5de932723871eb633ecbbff396c9a4 \
+    --hash=sha256:367a9314fdc79dab0fac96e216cb41dd73c85bdca85306ce8999118ba7e0f333 \
+    --hash=sha256:38e1e7daaea81df51c952e18483f323d878499a1e2bfe564790e0f9701d6f203 \
+    --hash=sha256:3e6fc1a85fa7194a1a7d19f44e8609180f4a8eb5fa4c7ed8b4355f080fad235c \
+    --hash=sha256:4132e72c608fe9fecb8f409113567605915b83e9bdd3ea56538d2f9cd35002f1 \
+    --hash=sha256:4691802dda97be727f79d86818acaad7eb8e9252626a1d6b519fedbb92d5e251 \
+    --hash=sha256:47ddf841cdecc810749921d25606dee45857d12d2ad5ddb7b5bd7eab12e4b365 \
+    --hash=sha256:486f7d16ed54c39c2cbd7ca71fd8ba2b8bb7860df65bd7b6ed640bab96a38a8b \
+    --hash=sha256:4cd96b5ba05d67ed0cf00b5b405c8cd99586d8e3481e8ee0a831057591af7621 \
+    --hash=sha256:4d6e0ac9da31c9c04c84e1c0182ad8d6df35965a85cae29cd71d089621b3ae94 \
+    --hash=sha256:4dfd6e47d3c44c2279907607f73a4240b88c69eb8b90da7e2441a8045dfd21da \
+    --hash=sha256:4f7215cb3933784f79ed20e5f050e15984f390424339b22375d5a53c933a0491 \
+    --hash=sha256:4fe1f1087cbadb280b5e1bb054a4f00d1423c74d6626c5e48400d871d34ecefe \
+    --hash=sha256:52cdac9432d8b4a719f35094a818d95adcae0f0b4fe9b9b921909e0c87de9e7d \
+    --hash=sha256:5663ee9257cfa1add7253a7da3035a02f31b6600ec48261585e1800a81533080 \
+    --hash=sha256:57fc6745a4b7d0f5a9eb4f40a69718be6c0bc1b8368cc9fe89e90118719f4f42 \
+    --hash=sha256:5a837f49d901f9e368651b676912bff1104ed8c1a83b280bcd7b29adccef5c9c \
+    --hash=sha256:5c0b3e614340c889d575451696374c9d17affd54cd607ca0babed8f8c37b9397 \
+    --hash=sha256:5e78b522b7a6e27e0b25d19b247b75039ac4c94f99823e3c9e53ae1603a9f7e9 \
+    --hash=sha256:5f2504bc0322437c9a1ff6d3333ca56c7477b727c995f036b976ae17b98372c8 \
+    --hash=sha256:603a2c834142172ffddc054067f5ec0ca65d57a0aa98a71bc81952573208e345 \
+    --hash=sha256:62a759436b29e677181a9e76bab8b8f689a29cb9c535f45f7c48c9c830d3f8c3 \
+    --hash=sha256:634e385930fb6d2d479cf3aa66515955863b77a5e3c2b5894ca259a25b308602 \
+    --hash=sha256:64c567bf9eaf664280116a8688f63016e6b32db2505908e2bdaca1b6438142f2 \
+    --hash=sha256:672ac254412a24d0d0cf00a9e6c238877e4be5e5fa2d188832c1244f45f31966 \
+    --hash=sha256:672b9d65f42eb877f5c3f234a4547e4e1a226ca8c2eed879bb34670a0ce51192 \
+    --hash=sha256:686b6c0d3911ec387b444ddf5dc62fb7f7c0a7d5186a7861626496a5ab4aff95 \
+    --hash=sha256:6f71173be42d3241d428f760122febb748de0623f44308a6f120d0dd9ec572e3 \
+    --hash=sha256:6fd35beba67c4183b09375c5fff9accb47524191a244a99f95fd4472f5402c2b \
+    --hash=sha256:6ffbb2f4ec1ceaff7e07d43922954da26b223d188bf30658e561b98e23089444 \
+    --hash=sha256:73f05ea02013e02512c3bf42714f1208c57168c779cc6fe23516e4543089d0a6 \
+    --hash=sha256:764457a7be60825fb770a644852ff717bcbb5042f189f2bd16df61a81b3f6573 \
+    --hash=sha256:797457503c2d426bee06eef808d07b31ede30b65e054444e7de64cad0061b7af \
+    --hash=sha256:7c106c26852ca1c2047c6b80384f17100b4e439af276f21ef3d4e2f450ae7e15 \
+    --hash=sha256:7fb4bdf95b0561a79f259f9d28fbc109728c5ee7f27aff6391f0ca703a329abe \
+    --hash=sha256:819c054312f1af92947e6a55883d1b66feefab11531a7fc45e0fb9b63880b5c2 \
+    --hash=sha256:8560b4d712474335d08907db7973f71912d3a9a8f1dee992ec06b5d2fe359496 \
+    --hash=sha256:86a6dab78b0e43e2897a3bbe15745aa60dc5423ca437b7b0b164c069bf91b876 \
+    --hash=sha256:87a5eea1b2a5e21e1ebdbb33ad4165359189327e63fc4e4894693e7f821ac817 \
+    --hash=sha256:896e12dfdbbab9d8f7e16d2b28c6769a60126fa92095d1ebf9473d02593a2448 \
+    --hash=sha256:8f6bb621e5863cfe8fe5ff5468002d200ec31f30f1280b259dc505b02595099e \
+    --hash=sha256:90d53f1609c29ccc2193945ef732428382a28f78d0456ae4d3daf0d48b74f0f6 \
+    --hash=sha256:915fbb7b41b115192259f8c9ae58f3ddc444d2b5579917270211858e606a4afd \
+    --hash=sha256:93b032b5ec3255473c143627d21a69ac74ae12f7f33974cb587c564d11b1066f \
+    --hash=sha256:94da27378da0610e341c4d30de29a191672683cc82b8f9556e8f7c7212a020fe \
+    --hash=sha256:979ed4717f59b8bb12e3963378fa285d93d367e15bcd66c721311826d3c44a6c \
+    --hash=sha256:97e704dcd26271f5bda3fa07c3ce0fb76d6d3f8659f4baa1a24442cc9ba177ca \
+    --hash=sha256:99abd37084b82f5830c635fddd0b4993b9742a66eb746dacf433c8590e8f9e3c \
+    --hash=sha256:9af6779bfb46abf124068327abcdf9ce95c9ef8287a3e8da76ccf2d0f16c28fa \
+    --hash=sha256:9e8f2d660c350b3d0e259c7a7e3d9b7fc8b41210cbcc3d4a7076ff0a5e5c2fdc \
+    --hash=sha256:a24f677ebe83749039e7bdf862ff0bbb16818ae4193d4ef96505e269375bcce0 \
+    --hash=sha256:a9875b46d910cff3ea2f5962f9d266b465459fe634e22556ab9bd6fc1192eea0 \
+    --hash=sha256:aa00140699487bd435fde4342d85c94cb256b7cd3a5b9c3396c67f19922afda2 \
+    --hash=sha256:ae6be797afdef264e8a84864a85b196ca06045586481b3df8a967322fd2fa844 \
+    --hash=sha256:af8b4b81a960eeaf1234971ac3cd0ba5901f3cd42eae42a46b4d089a8b492719 \
+    --hash=sha256:b165790117eea512d7f3fb22f1f6dad3d55a7189571993eb015591c1401276d1 \
+    --hash=sha256:b238af795833d5731d049d82bc84b768ae6f8f97f0495963b3ed9935c5901cc3 \
+    --hash=sha256:b3a03285a7f9c7b016324574a6d92a1c895da6b978cb8f1deee3ac72bc6da178 \
+    --hash=sha256:b6feea921016eb3d4e04d65fc4e9ca402d1a3801f562aef94989f54694917af3 \
+    --hash=sha256:b6ff7fcee63287ae57b5df3e4f5957ce032122802509246dec1a5bcc55904c95 \
+    --hash=sha256:b821a1f7dedf7e37450654e620038ac3b2e81e8fa6ea269337e97101978ec730 \
+    --hash=sha256:bb2c0c80d431c0d03f2c7dbf125150fedd4f0de17366a7ca33f7ccb822391842 \
+    --hash=sha256:bb33777ea21e8b7ecde0e6fc84f598be0a1192eab1a63bc746d75aa75d38e7bd \
+    --hash=sha256:bcfb80a2cc36fba2534e5e5b5264dc7ae6fcd9bf15256da3e53d2f499e6fa29d \
+    --hash=sha256:bd869c427324e5cb15195793de951295710db28be7d818247f3097b4ab5d4b96 \
+    --hash=sha256:bedb0cd073cc2dc035e30aeb99444389d3cd2113afe4ef9fcd23d439f5bade85 \
+    --hash=sha256:c389c482a7e9b9dc3ee2701ac46c4125297a3818875b9c305ddb603c04828fd1 \
+    --hash=sha256:c6fa4dc7ad6f8109c70bb1499e589f76b0b792baf39f9b017eb92c8a81d0a199 \
+    --hash=sha256:c83afe0ba876be7e943d2e0ba645809ad441575d2840c895c21ee5de93b9377a \
+    --hash=sha256:cb21957bb8aca671c1765e32f58164cf0c50e6bf41c0bbbd16da20732ecaf588 \
+    --hash=sha256:cf4491381b1b57425c315a56a439251b1bdac07b2275f19a8c44bc57744532ec \
+    --hash=sha256:d03f281ed22579314ba00821ce20115a7c0ac430660b4cc05704a3f818b3e004 \
+    --hash=sha256:d35143e27778b4bb0fb189562d7f275bff79c62ab8e98459717c0ea617ff2480 \
+    --hash=sha256:d3b1a184a9a8f548a6b73f1e26b96b052193e4b3175ed7342aaf1151a1f00a04 \
+    --hash=sha256:d44ec478e713ee7f29b439f7eb8dc2b9d4079e11ae114d2c2ac3d5daf30516c8 \
+    --hash=sha256:d9d4e294455b23a68c9b8f042d0e8e377a265bcb15332753695f6e5b6819e0ce \
+    --hash=sha256:de538791a80e5d862addbc183f70f0158ac9b9bb872bb147f1fd2a683691e087 \
+    --hash=sha256:e4e5e0ae56914ecdbf446493addefc0159053dd53962cef37d7839f37f73d505 \
+    --hash=sha256:e509a55f681e6158c20f70f102f9cf61fb20fbc382272bc6d94b7343f2582780 \
+    --hash=sha256:ec8dc383ee57ea3e883477dcca3f11b65d58199f1080acaf4cd6ad9a99698be4 \
+    --hash=sha256:ed09c7eb1c391271c2ed0314a51903e72a3acb653d5ccfc264cdf3ef11f8269d \
+    --hash=sha256:eeea07c4397bbc57719c4eed8f9c284874d4f175f9b6d57f7a1546b976d455ca \
+    --hash=sha256:eefd9cc9b6d4a2db5f00a26bc3e4f9acf71926a6ec557cd56c9c6f27c290b665 \
+    --hash=sha256:f234b4deb12f3ad59127e037bc57c40c21e45b45282df7d3a55a0f409f595296 \
+    --hash=sha256:f380468b09d2a81633ee863b0ec5648d364bd17bb8ecfb8c2f387f7ac1faf42c \
+    --hash=sha256:f5e6ff2bdbb8f4cd3fbe41f99e25bbcd58e3bf9f13d3dd31a11e7917251cc77a \
+    --hash=sha256:f7a16ef45b081454ef844502d87a848876c490c4cb5c650c230f6ec79ed2c1e7 \
+    --hash=sha256:faccab372e66bc76d5731525e7f1143c922271725b9d38c9f97edcc66266b451 \
+    --hash=sha256:fc0cacab7ba4e56f0f81c82a98c09bed2f39c940107b03a34b168bdf7597edd3
     # via
     #   aiobotocore
     #   aiohttp-cors
@@ -171,9 +171,9 @@ annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
     --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.0 \
+    --hash=sha256:b47c1f9ccf73e67021df785332508f99379c68fa7d0684e8e3492cb1d4b23f89 \
+    --hash=sha256:dd9b7a2a9799ed6552fde617b2c5df02b7fdd7d88392fc48101e51bae46164d9
     # via
     #   elasticsearch
     #   httpx
@@ -251,6 +251,7 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonlines
     #   jsonschema
@@ -266,9 +267,9 @@ azure-identity==1.25.3 \
     --hash=sha256:ab23c0d63015f50b630ef6c6cf395e7262f439ce06e5d07a64e874c724f8d9e6 \
     --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
     # via feast (pyproject.toml)
-azure-storage-blob==12.29.0 \
-    --hash=sha256:2824ddd7ebc9056034ebc76b17971a38e9aa5835abb0d565b9700493f2a6c657 \
-    --hash=sha256:ccf8a1bcd5e49df83ab85aab793b579e5ba2eeea2ad8900b2f62ca3a37dc391f
+azure-storage-blob==12.30.0 \
+    --hash=sha256:2cd74d4d5731e5eb6b8d5c5056ee115a5e88f8fdf22517b739836fda685018be \
+    --hash=sha256:d415ac50b67a8da6b3ae7e9f1014b1b55cd7aafa0b8d4ca9b380568dc7360423
     # via feast (pyproject.toml)
 babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
@@ -341,15 +342,15 @@ 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==1.4.1 \
-    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
-    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
+bigtree==1.5.0 \
+    --hash=sha256:1917d90a8bd464289a56e34842cb04d3a8131e6d532352afd33fa822fa397fcb \
+    --hash=sha256:8b0c99b8088b33087f6e16ba71af72480b7543d1b8544a66b10d160a2e1160f3
     # via feast (pyproject.toml)
 bleach[css]==6.4.0 \
     --hash=sha256:4202482733d85cedd04e59fcb2f89f4e4c7c385a78d3c3c23c30446843a37452 \
@@ -382,12 +383,13 @@ build==1.5.0 \
     #   feast (pyproject.toml)
     #   pip-tools
     #   singlestoredb
-cachetools==7.1.4 \
-    --hash=sha256:323dc4127934744db5b54eb4924482d7edafbf9554e820d1531c2e08c0e4ef54 \
-    --hash=sha256:437f55a4e0c1b01a4f3077cc470e6991d47430970e36fbcb77e2be0df4fc1cd6
+cachetools==6.2.6 \
+    --hash=sha256:16c33e1f276b9a9c0b49ab5782d901e3ad3de0dd6da9bf9bcd29ac5672f2f9e6 \
+    --hash=sha256:8c9717235b3c651603fff0076db52d6acbfd1b338b8ed50256092f7ce9c85bda
     # via
     #   mlflow-skinny
     #   mlflow-tracing
+    #   pyiceberg
     #   pymilvus
 cassandra-driver==3.30.0 \
     --hash=sha256:0c28a8e84917acebecbaed39844047c2f135739c3627dd7b9f8541af33e11df3 \
@@ -417,9 +419,9 @@ cassandra-driver==3.30.0 \
     --hash=sha256:e12dfcd3f0074c16f4bfe650242edb406b935864373ae86160e09e3f5e437e84 \
     --hash=sha256:ff2e9fbdc1be54c1d041ea3f7d09812442f334be14bb5ad7aede175544765d25
     # via feast (pyproject.toml)
-certifi==2026.5.20 \
-    --hash=sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897 \
-    --hash=sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d
+certifi==2026.6.17 \
+    --hash=sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432 \
+    --hash=sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db
     # via
     #   clickhouse-connect
     #   docling
@@ -668,64 +670,71 @@ click==8.4.1 \
     #   great-expectations
     #   mlflow-skinny
     #   pip-tools
+    #   pyiceberg
     #   ray
     #   typer
     #   uvicorn
-clickhouse-connect==1.1.1 \
-    --hash=sha256:0b602967810358408ebd55693fd582f3a20e08800f721fb72ae320f0f74686ff \
-    --hash=sha256:0bb2c8f82bb2bd5f645c0114d5d766a95dc1e0dec33c07deafa5a68dbb75f898 \
-    --hash=sha256:0e9e294601aac4de51ac7cd2423176fe5111da41b5d120047606eb855795853c \
-    --hash=sha256:0ec2f574530c65412a490ac6a29445509ca6346dbb15d39a825e27c73d680f3a \
-    --hash=sha256:10055ae880742ffc61244eb129bbbafa6fe97731aa959d717b16513b5094255a \
-    --hash=sha256:10c0354b858f500f4f26195dc37cd6047eb4d324b0b08ca6873e2241ea4a2ea8 \
-    --hash=sha256:11ca173d36405d446f97dfea0a3e1531389d90d23c686ec18ebcbc0eed17200e \
-    --hash=sha256:1284cb2a73b6af208aac06ad04d9121a8aa33f4b971b9d5a65264d2137b5cf0f \
-    --hash=sha256:1781f330cd0678b203dc35d5df85c3b212577412c0dcf664432edbfc71a20489 \
-    --hash=sha256:1e2b000c55e698220cba80e660349c60d7acb3b82172c320a51519d191e24826 \
-    --hash=sha256:22ed08e9a361e1d21762c68275610ee0e023f281fe9a1653763b62fc5585a6f0 \
-    --hash=sha256:233cc6eae3dbec122ed7ff694f657aa9676b36c2acbcef64e97166e4f75f5040 \
-    --hash=sha256:27b665a01711e9a5b08e4412d501baf76ce4ccbeb937ec67e73040094492adbc \
-    --hash=sha256:2913a4c96c3aede2b39489731eb8c39e37792755df9b56548b162ab1e09df4f3 \
-    --hash=sha256:2c9a1bdb1d9705a270ec8036cd89113db04f4437a4d3b5db0774312ec4d06e30 \
-    --hash=sha256:3cdae5ce54cc7d5fdaced13857612b25ae58f0830987a4b17ebcf376d71df3b2 \
-    --hash=sha256:43e1fb7d588a799a3e55a4982946d59484edf1e960abc9e7ac330a3330ee4fc5 \
-    --hash=sha256:49cb0d82e3f68d7304275bf350419095c080ddd49f99704dd44a956273fa7c09 \
-    --hash=sha256:4f0c6c52245322c04bdccc71565ac8db9731e1787c90665df9167928101f0b89 \
-    --hash=sha256:4ff227719006516877b5152e89cba514ceee9807e6b030a1ddba8d9355b87412 \
-    --hash=sha256:6062c400d67dd4ab03fc3f9473134fc0a240593c242998d032d32cb04a65f083 \
-    --hash=sha256:646408372c2a4b0e4068145897a35100cefc6974a409c68b20ba22403665fe5a \
-    --hash=sha256:68d6e245db80ea42c59c32dbed655f28e82337d61405dde6aa5e009c507a6eee \
-    --hash=sha256:70b9dee3c4629e06f2b5788d02b6cded0a32d2509966bc293cf1c39abc395a29 \
-    --hash=sha256:763f7fabc921ee9fb4c07d180447a6324980bfeb981c3f53065d04bda5f133b7 \
-    --hash=sha256:770da683bf65d3536c46d564e5a9311d6cd40d191a0357a762ac702813774965 \
-    --hash=sha256:784a1c9513a33f6f8df0c260e43ea5cdc5fde0a2c91bca7e69ce26bc4990abcd \
-    --hash=sha256:7fb296b2c51e5ad8d7f677a08a093b3b122cd4411619678a968567f3b34bf075 \
-    --hash=sha256:8857676711197c981afc317a38ad1b92aedcf81b7052e67098f40adcf4b5d4ba \
-    --hash=sha256:8b0590065a4c6551d1145229adf3405befc053843f6b1ffeb3802ae7221d53dc \
-    --hash=sha256:8f2f9029f6589d2d349912a94a17d9997c550a7f19dd5b747f6b452764dc0e54 \
-    --hash=sha256:92d885943b1b0a1489501408d6af91ec2d96189dbc475f3552f22cd43c9c6270 \
-    --hash=sha256:9de3999bad13146823e9c6811dbe9a66653bf5c71980472f8fe5165d186451ee \
-    --hash=sha256:a4639a1c6291358a0dd40ba0a6a6059eb5fcc9acd6f4cd61eb52b3cb5165d37e \
-    --hash=sha256:a4740e012dc4ed2fab769dba4b13be92142e2df2bfb0de547b0b73f13296bcb8 \
-    --hash=sha256:a6c0a8f1c4e4954161051b26bee8d24f1e53254125d2bf6e18c9360cd41fe059 \
-    --hash=sha256:a706631a540ac21aac4434a446d50263c0872c9507bc6a0ccfb51467c0ff74a4 \
-    --hash=sha256:ad6b32a1bb391f15345c6af4ecee152e04362c6331cd93472f2fa5e64f8a9aaa \
-    --hash=sha256:b1e83e71d5b0df09cb807657ab0457eb1fd116a331039d3c5d3051387092ff6a \
-    --hash=sha256:c336452cd5aeada902ac41d57296498766f95a175cb1dcf13d48479b5b31ac6b \
-    --hash=sha256:c54bdd8870a644a9baa7cd68fdfc5100f5b19aa246657be863788a6a7bf4052e \
-    --hash=sha256:ca28e361a51afe2e7e2fcff47c1423fd61271d26af7d19e37f6ff0ab67bf086f \
-    --hash=sha256:cd501e3ccee60d4cccf5cde4b4c92632b62763563b08aa07dbfd3e2583c12005 \
-    --hash=sha256:d1df245b5c21fa7bd70193164cc97f3937ccee3087dbc7906daf2e97b226b2a8 \
-    --hash=sha256:d3b3806986340192ed2b197241be193649717cc58f7ef9bdf86d119758289a0f \
-    --hash=sha256:d4a5e4b36219d678d495120007d0ba8b7d1bf4c5105292b35fa4473038fc2892 \
-    --hash=sha256:d749389301b201ae7329c8fc96599fc116de8aadc16a5a4416e399483c569ea9 \
-    --hash=sha256:d84c8ed4cc26976d2cc6725e36b85d4e24f1c43c11d82483b3060116ac0bcfd4 \
-    --hash=sha256:dcdfee2f707225bfbd80ba2da5c995a38393aa02920adf770264c6f5b041e9ed \
-    --hash=sha256:e762f70ebf57cb43a6257daa6196f5beb574d69915dd06c29735d5811dfd8dce \
-    --hash=sha256:ee7d8308c8a688c6851b19d2bc743a02ed5d6f8679203a13872a80cf4066dd57 \
-    --hash=sha256:f205be896551d7ea0a0140a86e36d261e249f99541d68a3dfdd47dd8c7c2bbbb \
-    --hash=sha256:f552668320b8c533b6f2b93d03dd4840cfe0e8f5f01c76ea0d2989e4127fa60e \
-    --hash=sha256:f75e0d62bdb53ba72fa2aa962950c5c107627158c9fe8900ca14da557295bdb2
+clickhouse-connect==1.3.0 \
+    --hash=sha256:016cdfe4c17d898044f618963d11cc9604e98b239e269b5e69dcabcf2625ace9 \
+    --hash=sha256:059f0ef645734cd5425b6af3bdac87c57f93e9c0dd1c86ef01da68846e2dd949 \
+    --hash=sha256:150ce2329e821652fd7875c013dc00837ac6e1892f0a40403b5b25a4e8df60bf \
+    --hash=sha256:17cd08c84f7c24f79bb3543a8d231c504ee98af1e1b66a939ac5a48cb759dd89 \
+    --hash=sha256:1f32d29a9b620ce911101c08c422ab96d09ece02f1237fe583e26dbb20fda323 \
+    --hash=sha256:219230675f255626340674d8a393ac0abf68810c2269e9c73afb35673facea7e \
+    --hash=sha256:225de4ab00609e599f2529a8a5256da5f473ce9544a04ab9b18b8fdd5baf9005 \
+    --hash=sha256:2432a22aab181a483f3dc6b398c8f641099f2d71bb9289ec84de9643a3b96493 \
+    --hash=sha256:2d1645af60860edb2f61b474daf5aa0af6b48724eb4d2c748edfa4027fdbe58a \
+    --hash=sha256:32a94f9b682f9bfaf6cc8f1608ac0b9c3184361fdd7354f5adb8c9e1f8256f51 \
+    --hash=sha256:32e780ff3de62dbff2ff21eaf0501582b5365fba6c42227e203664379312e33e \
+    --hash=sha256:331d2aaadd1ef7fe238209da1d6bdbcb9244da6bb94f581beed8193d6b04ac2d \
+    --hash=sha256:358418fb63ba4320ff3e19113e8000854617ef7e31158e92ee6d96539023a88d \
+    --hash=sha256:3954d59ced274163e1243549994eeaa6ae7fb46c1635ebd661eefefd25ce7c3d \
+    --hash=sha256:4a8f2158400e8e7603ff011bdcc4273eae3fd47c78e4b2a359798cb32a3540b8 \
+    --hash=sha256:532d0ad2994c5f0f225ce04f14bcbf53530901125c694081c8f9881b208f36db \
+    --hash=sha256:54f3fad4447df2bf023280b61db0bbe85762f3c6a4a38a9f8f76ffaf6d6f7cbe \
+    --hash=sha256:5a294365cda07869ea30ef00ea07b542e50cc77ca7f329ebf3e1bcdce5b0afb8 \
+    --hash=sha256:61240b9a722aae5341dc3bdc1931cb39c4769da549cadeebac58245c0d1616b8 \
+    --hash=sha256:61f2f32403ac23354a572b160fa0a51ad5e76ba88aea37ebe5371b8863659339 \
+    --hash=sha256:6447aaa3cda9a01580bffd821519199901124e979673a76f8c00d353293b2bd2 \
+    --hash=sha256:68b3183641b4249081d66507bce336cd82262a31c80eef2df2c1e7c45902a8fb \
+    --hash=sha256:69c6f9b3f2fb766ff87fa0c432c27c67b5b7de643ace33f4c4635ce1722d86ad \
+    --hash=sha256:6c26e0175dddc2e3eafb606781c0a10be4fee13831117375f645eb70db722319 \
+    --hash=sha256:6d7816bada44c2bfb9be6e9d86c0a32029d8832c28125cea8cdc9c118d3c8b6c \
+    --hash=sha256:7139165a4beccf7604c66849cd5da1cc2be97de76e39ca03fb93c34dc9a4c570 \
+    --hash=sha256:7340ec456ae9785f18c82170d00f84a23eb8919ad9595cf8f816da729f3031fa \
+    --hash=sha256:735482344b93275ddc81123d67f8bd30fa5c614d48ebce86bd47824834bcff83 \
+    --hash=sha256:73b089407354a0a2903561a5c86c2cb359705d38e9701dbef5fe13bbf69d94fd \
+    --hash=sha256:80e7eff3774a370f14ae0155d2772732c126ba58ad6fa5e4a09097e6c03fbb52 \
+    --hash=sha256:84bd4a8cdf697b4cc3db884d26d9b991d51b76758fa9a12c0842bded1ae69487 \
+    --hash=sha256:86cf31110bfc8c9f3941a23229b906fc3e54ef88751c7b14b1afdb20871e75d2 \
+    --hash=sha256:892db69bc3f3b51445cde66441e8a8c5f11b333a7690d070a35541029c4d5b5c \
+    --hash=sha256:900e4bd920b34a8ce3c21616dc55da869e4cfdae900e80fc00cfab2ae0f571e1 \
+    --hash=sha256:9022aefacb10ab9cb56944e24322736a3917a40527e1b3853c33b9497ea06a7f \
+    --hash=sha256:9164b2d021eb4f8474767a301e196ffdb045ee960e9b68fc00c53b975ea10e79 \
+    --hash=sha256:a1dedea8cc2a6edf89e6b6c6cc7d81c89bbc844560b384d6242f0f0591c4b8df \
+    --hash=sha256:a63c5f646142679b9288cf9ab1cc6af028389c894a67efa372f9cf60f2d97264 \
+    --hash=sha256:a76f4af7a9822b2464219d1c168ae335874233ca6e062e959c9d72fce6c7f963 \
+    --hash=sha256:a9a47a44fd6bb9f60e103903c3712f2732724f472130092693bc05cda2654f74 \
+    --hash=sha256:a9bce3cd4af89d6a0271938f1fabfc10a8889e1a7c4dbc4a866d2a804c4ed506 \
+    --hash=sha256:ab4380888830b92878231415fabab0b1b90bb3982d599e8444f8f9aa22174249 \
+    --hash=sha256:ac62f270da013a6bb224a135fbebb8cefbc7137371d9fca9c3a58b55daa7b023 \
+    --hash=sha256:b5b0c03fcd363bc5c0e2104c5a7a7401c17f5d272a5d18cdc1288b99eb1abca2 \
+    --hash=sha256:b9a48762ccff33cb1583f0e77eb254f19d3fbaece4db25286432ec602cee33c7 \
+    --hash=sha256:b9d973fbc29f5d1ec3a41c58c8a3a28d191e17bbfa243ac7b588786d4f21abcd \
+    --hash=sha256:bf99dc475626d1fc1720c3cbc8bd6154d26f829cf272c3c2524e5b7ce132fca1 \
+    --hash=sha256:c18c0773a85f26c7eaeb59e0fd0a142e464312fda1c54fc7feae6115eb1759d4 \
+    --hash=sha256:ca830ec1c574d1c184e551ab39524a17bb80f20727028276f47c0828013644df \
+    --hash=sha256:cc5bc6e5b662fe854c193177df4bc281bbcee5b1a01a33be80cdc346d398fdbb \
+    --hash=sha256:da6435d0618fcbdc0734347a48c144547196233eb60bc8fb4e3ad4b7d37deb1b \
+    --hash=sha256:dee1b1d91258859260b7a2059fea87e1ee52f006e4a99a76ef21aa67a31face5 \
+    --hash=sha256:df2ca5489ad9972503700d45b1d8d4e8c64ae3bcb5205c9ae43e7aa37446ccf3 \
+    --hash=sha256:e655403a35d016ac2100ca49fece73d1f293c6623809a04e530aa05c0369d69c \
+    --hash=sha256:ed34ac11cd4dfd3c9d9ea6ce8916fd7b37e4efdb2b67ab2e550240ae9b69c630 \
+    --hash=sha256:f0c5c92497909b299c4c48e767943fe5b86c90101ade768bf9f0428fb5078954 \
+    --hash=sha256:f3b44d2147ba0c6a892b977fe47e9add91b6080cf865381e4551add7a1756e8e \
+    --hash=sha256:f9341e3072d353bb834300c2a27e88a6fcde7a6c259c27c99fb530b97fcbc788 \
+    --hash=sha256:f9afc060d8f001f05097a16ce05baf52900ec575a07049d9a16966f412a273f8 \
+    --hash=sha256:fbb19aba0d474576ae594b55aeb969f594d3718cae6f20a3f08da25daca6bebc
     # via feast (pyproject.toml)
 cloudpickle==3.1.2 \
     --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
@@ -893,113 +902,98 @@ couchbase-columnar==1.0.0 \
     --hash=sha256:fc0fad2d386c5b5df7aaaccd8751e01caa886cc640cc8c92523dd07c4e7be519 \
     --hash=sha256:fc4efa3e15190c3731478006de494b046bc57785e9c8ae99ac8b375a91683e38
     # via feast (pyproject.toml)
-coverage[toml]==7.14.1 \
-    --hash=sha256:0177614a0370f227888b4e436a7c55686d6a9f90eb1ade2b624ba685a1686e86 \
-    --hash=sha256:01b7733daad0237daa01ef80fe2dfceffc911e6a17fa7b55d14aa8214eaaaecd \
-    --hash=sha256:03a6f93c1ec3b7f2e77b5dbcc5573a2c21f12529a5c6bbe0f16f72303cc2fa4d \
-    --hash=sha256:042c46ded7c288aeb07cf14a28b6c1e10b78fcba40171c3fa1e939377eeef0b5 \
-    --hash=sha256:06144cd511cf2624873a035c5069cf297144f6e77a73ee3d7a55b605ec5efb42 \
-    --hash=sha256:07c6290b1697b862c0478eab545eec949a0d0e4d6d03497f446d706da3b4f2de \
-    --hash=sha256:10274a1fbeb8ec5d72966e17bb198a3104257aca4ac09d98667c5f8aca8c8548 \
-    --hash=sha256:1101a5ebb083aecb625ebb6209d4105b58f647b093cb2dc8122d7b33f743cfe1 \
-    --hash=sha256:114c95ef29302423b87d159075805f4ab973254a2638a5d7d046c94887cc87d7 \
-    --hash=sha256:1238cb94638e610e972c60dac68e813f868dc7d6e982535270558443058d9d59 \
-    --hash=sha256:12c42ec1e14f553c4f817e989365982e646e27211f10a0f717855b94a79c8906 \
-    --hash=sha256:145986fe66647eb489f18d9a997567a3fd358584c4b5a808769113abc07466af \
-    --hash=sha256:17a5a241e5997621a956a7f402a7433ef4221e5152809b785bec79e2323799f1 \
-    --hash=sha256:1896f5e19ff3f0431c7ce2172adc54890fd97f86b59ced8ca1649145d9ffe35d \
-    --hash=sha256:196a13319ad88d6d8ef5ab489ec4f44ddde2143c0c7d5b27786f6c3ffd56a7e1 \
-    --hash=sha256:221c70f316241a78e77e607c227cefc8808d4e08f28d99c04f35694690e940be \
-    --hash=sha256:2222be86d0b54f5dd5a38f45f17f315f737245e857bf0bdedc70734f84a13c02 \
-    --hash=sha256:2224f89ffd0c5605ccce1ed7a584da162bc7c55f601ab1c946bc9de31a486b42 \
-    --hash=sha256:23bf7fa51ac02e07fc7c96849b82946da47ae862dc8f86d183b2a4864fc38129 \
-    --hash=sha256:2d69af5dea2de76fc485a83032a630523f985198b7e25be901ec60181587b01e \
-    --hash=sha256:30c08f7d90415aa98b3c990385dea2939b0da55f38515e5b369b83655f8523be \
-    --hash=sha256:357d4e32935c36588aaba057d734fa32428c360c9fc2e4442afbf1b646beee6e \
-    --hash=sha256:35ab22d91de736e8966b980dc355cbcdd2c6dbbcfe275f9a2991bc8a91b3df65 \
-    --hash=sha256:370c5afae3fa0658e11694a32b24c2778f6bc2d17718121f94ee185e69f26b54 \
-    --hash=sha256:3758dd0a7f1fa57365ef2e781df0f0731d38b6e3772259d13dae4bd8a958d4b1 \
-    --hash=sha256:39b21e212c55af06fa375e3dbf90a8a8e38792f3a910c580066d23563830ddd5 \
-    --hash=sha256:3a56abc20a472baf0304c455721bc601477440d28ecfde8a03dde79ede07e0df \
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+    --hash=sha256:ea3169c7116eb6cdf7608c6c7da9ecfcb3da40688e3a510fac2d1d2bafd6dc35 \
+    --hash=sha256:eadea7aba74e40adee867a8c0eec17b820b061d308a4b014f7a0e118c2b0aa61 \
+    --hash=sha256:ed68faa5e85de2f3e400bc3f122e5c82735a58c8bb24b9f63a2215954ba17b2d \
+    --hash=sha256:f0a47095963cfe054e0df178daca95aec21e680d6076da807c3add28dfe920f7 \
+    --hash=sha256:f502e948e03e866538048bba081c075caaa62e5bda6ea5b7432e45f587eb462a \
+    --hash=sha256:f82b6bb7d75a2613e85d07cefa3a8c973d0544a8993337f6e2728e4a1e94c305 \
+    --hash=sha256:fa9e5c6857a7e80fa22ace5cf3550ae392bbfc322f1d8dd2d2d5a8be38cec027 \
+    --hash=sha256:fb7e18afb6e903c1a92401a2f0501ac277dca527bb9ca6fe1f691a8a0026a0e8 \
+    --hash=sha256:fbb8c3a98e779013786ae01d229662aeacbc77100efbd3f2f245219ace5af700
     # via pytest-cov
 cryptography==46.0.7 \
     --hash=sha256:04959522f938493042d595a736e7dbdff6eb6cc2339c11465b3ff89343b65f65 \
@@ -1073,13 +1067,13 @@ cycler==0.12.1 \
     --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
     --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
     # via matplotlib
-dask[dataframe]==2026.3.0 \
-    --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
-    --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
+dask[dataframe]==2026.6.0 \
+    --hash=sha256:1539859071065dca379ca592ff76e911cd7965dc466da0040354ab466179189b \
+    --hash=sha256:ae3436bd31ebce2be75edf952bd1fc687a1f11ec03fe8b1bec2903d222344a45
     # via feast (pyproject.toml)
-databricks-sdk==0.114.0 \
-    --hash=sha256:25a40b83d76fa6c8a621f884da41e45e3ae5267218dafa71db9b363dd9238f57 \
-    --hash=sha256:d62e6fcb1dc98b0b390d369261d1d68a6cf9f91139c34cf659865faf50b1d044
+databricks-sdk==0.118.0 \
+    --hash=sha256:7931c7147315902e4347863074c2e2bc1d389338e15d1b60bbf49bc5ebabcbe0 \
+    --hash=sha256:cd049b7a9612d957e53d842631800f1974406fc3bec78bc51d429387046a0287
     # via
     #   mlflow-skinny
     #   mlflow-tracing
@@ -1163,9 +1157,9 @@ dill==0.3.9 \
     #   feast (pyproject.toml)
     #   datasets
     #   multiprocess
-distlib==0.4.1 \
-    --hash=sha256:9c2c552c68cbadc619f2d0ed3a69e27c351a3f4c9baa9ffb7df9e9cdc3d19a97 \
-    --hash=sha256:c3804d0d2d4b5fcd44036eb860cb6660485fcdf5c2aba53dc324d805837ea65b
+distlib==0.4.3 \
+    --hash=sha256:4b0ce306c966eb73bc3a7b6abad017c556dadd92c44701562cd528ac7fde4d5b \
+    --hash=sha256:f152097224a0ae24be5a0f6bae1b9359af82133bce63f98a95f86cae1aede9ed
     # via virtualenv
 dnspython==2.8.0 \
     --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af \
@@ -1183,9 +1177,9 @@ docling==2.27.0 \
     --hash=sha256:1288ed75b27e33bf94daff34faffc6d11b7d7ccc13e3df84fb24adad3991f72d \
     --hash=sha256:faba35662612a2c687a3a463e501d95f645316436084af92a0442ce162429a3d
     # via feast (pyproject.toml)
-docling-core[chunking]==2.78.1 \
-    --hash=sha256:7463a2ce3e70590f330cf16dce11a7dbb761ece007a50e9082b44b7fed849820 \
-    --hash=sha256:a700d4dc98592e95c05c57ae8d25698f514b8dfbe25e97f36a314f85e9cc0684
+docling-core[chunking]==2.83.1 \
+    --hash=sha256:154db6d6be5ac0bc0affa272a39e81346dc953ea7ce5cd6f20809cc5272499c6 \
+    --hash=sha256:e09ce91d18522bb161b45ca79b9bd2c94f0b38ca744a1f8605f3e1d9bff26902
     # via
     #   docling
     #   docling-ibm-models
@@ -1227,42 +1221,42 @@ docutils==0.19 \
     --hash=sha256:33995a6753c30b7f577febfc2c50411fec6aac7f7ffeb7c4cfe5991072dcf9e6 \
     --hash=sha256:5e1de4d849fee02c63b040a4a3fd567f4ab104defd8a5511fbbc24a8a017efbc
     # via sphinx
-duckdb==1.5.3 \
-    --hash=sha256:0b0b4f088a65d77e1217ce5d7eff889e63fedc44281200d899ff47c84d8ff836 \
-    --hash=sha256:0ce80aed7a538422129a57eaca9141e3afb51f8bf562b1908b1576c9725b5b22 \
-    --hash=sha256:10960400ed60cdf0fe05bab2086fa8eb733889cb0ceca18d07ff9a00c0e0be7b \
-    --hash=sha256:2fa17ecdd5d3db122836cb71bb93601c2106a3be883c17dffddc02fbf3fa7888 \
-    --hash=sha256:3248b49cd835ea322574bc6aac0ae7a83be85547f49d4f5f5777cb380ee6627f \
-    --hash=sha256:33ae08b3e818d7613d8936744b67718c2062c2f530376895bfd89efb51b81538 \
-    --hash=sha256:341a2672e2551ba51c95c1898f0ade983e76675e79038ccb16342c3d6cfb82d7 \
-    --hash=sha256:3d5db8c0b55e072cf437948ebb5d7e23d7b9d03d905fa5f9145583e65aa447f7 \
-    --hash=sha256:4bfa9a4dadf71e83e2c4eaca2f9421c82a54defecc1b0b4c0be95e2389dec4fe \
-    --hash=sha256:50379b85f3a0a169478d54880ef8bf971ecaa85772d05eeaa617d720c7704741 \
-    --hash=sha256:5fd25f533cb1b6b2c84cc767a9a9bab7769bb1aa44571a2a0bfc91ac3e4a38ac \
-    --hash=sha256:6d2835e39bb6af73891f73c0f8d4324f98afe00d0b00c6d34b2a582c2256cbb0 \
-    --hash=sha256:6ef8faf121d7b3ad95aab1c3ce31169a28be49da75abfa6099a1bec2e9a70189 \
-    --hash=sha256:70a18f932cf6d87bd0e554613657a515c1443a1724aacfc7ec5137dd28698b03 \
-    --hash=sha256:746433e49bbc667b4df283153415fbe37e9083e0eff6c3cd6e54de7536869cd4 \
-    --hash=sha256:75d13308c9da3ee431d1e72b8ab720aa74a1b3e9159d4124cb62435924496334 \
-    --hash=sha256:787df63824f07bf18022dbc3b8ca4b2bfab0ebe616464f55c6e8cd0f59ea762e \
-    --hash=sha256:8001eccbc28be244dfd04d708526f34ddd6460b47a8aeb5d0e39d6f7f9e3fe15 \
-    --hash=sha256:9fb7516255a8764545e30f7efacea408cc847764a3027b3b0b3e7d1a7bebbc5c \
-    --hash=sha256:a3fb3bad9bc1a3e101d66d33269142ce075dc3d75202ba74ba97d7e44c50b9cd \
-    --hash=sha256:aea7baf67ad7e1829ac76f67d7dcbd7fb1f57c3eb179d55ac30952df4709ae30 \
-    --hash=sha256:bb5bb5dcdd09d62ee60f0ddbbef918e71cce304ffe28428b1131949d39ffaabf \
-    --hash=sha256:c5f18e7561403054433706c187589e86629a7af09a7efc23a06a8b308e6acc68 \
-    --hash=sha256:c9e8fa408705081160ede7ead238d16e73a36b8561b700f2bf2d650ae48e7b92 \
-    --hash=sha256:d0405eae18ec6e8210a471c97dbfe87a7e4d605274b7fe572a1f276e92158f13 \
-    --hash=sha256:d37650ec3ec8a951400ea12dc77edaea88e0baeda34801792776f95f2f922f4f \
-    --hash=sha256:dd00f70231951a619908471b7b6397232ff3be8ccd1f49a47f1a2ccac59eaba1 \
-    --hash=sha256:df39428eb130faa35ae96fd35245bdeae6ecf43936250b116b5fead568eb9f16 \
-    --hash=sha256:e75a6122c12579a99848517f6f00a4e342aebda3590c30fe9b5cc5f39d5e6afc \
-    --hash=sha256:e80eb4d0fb59869cb2c7d7ef494c07fb92014fe8e77d96c170cd1ebc1488a708 \
-    --hash=sha256:f4eff89c12c3a362efa012262e57b7b4ab904a7f79bad9178fe365510077abe8 \
-    --hash=sha256:fd3963c1cb9d9567777f4a898a9dbe388a2fe9724681801b1e7d6d93eecf1b76 \
-    --hash=sha256:fdc65233f0fcf9022e4c6a8ba2ba751a79deb291501073d660afb1aa9874051f \
-    --hash=sha256:fe8d0c1f6a120aa03fa6e0d03897c71a1842e6cf7afd31d181348391f7108fe1 \
-    --hash=sha256:ff11a457258148337ef9a392148a8cdbd1069b6c27c21958816c7b67fe6c542d
+duckdb==1.5.4 \
+    --hash=sha256:02dd9f9a6124069213f13e3a474c208028c472fe1acdae12b38761f954fe4fc6 \
+    --hash=sha256:0cda263d8c20addb8d4f95464787cbe0af1144f7ab7e21db3709fb826ee01725 \
+    --hash=sha256:0cf932055061e544d3fa27cc6c147da25f3f681ee5980157fb55e77d6c2d9c63 \
+    --hash=sha256:0f32ad7e0286c1c29ab6c73b29118c86101f8eee46aae54f54d0b50916f542f6 \
+    --hash=sha256:0f8722346024e5d9f02b58bf7b0491a629f97fdc8a04a10e432940f471ee387a \
+    --hash=sha256:136cea7f886b78caf4035485b4b1e766e8b309e999f9e83a966f81ebb8122844 \
+    --hash=sha256:262f068158beb5943f2c618f4e54b46db8306b959f90dce956f90a89f613673d \
+    --hash=sha256:266c7c909558ce7377f57d082cee408aadebdd9111be017558ca54e44a031037 \
+    --hash=sha256:291a9e7502551170af989ff63139a7a49e99d68edbc5ef5017ac27541fe54c65 \
+    --hash=sha256:3565550adbf160ef7a2ee3395470570182f11233983ad818bd7d5f9e349f92b2 \
+    --hash=sha256:360f2542d09759c3739400f8b787e29b43ba0da665c21756216291458bf6fc59 \
+    --hash=sha256:3ddd9533ce80f9b851bdd6276960a9286166514a9ceca43d5bc2f0d5842c490d \
+    --hash=sha256:3fb41d9cfccb7e44511eeeed263ae98143ca63bdb1ef84631ba637c314efa1b5 \
+    --hash=sha256:3fb6f07d54ecf4d0d3c5179a2361fdddfafa14de4fc42696de4632479b703421 \
+    --hash=sha256:42a612e67d64450b446eb69695290d460713eef46e0f64467ab9dfe96264ee05 \
+    --hash=sha256:4647968629d0677bbcc2416c7aeda8685eb84e4ca15a6dbd4f82a66cfc91a532 \
+    --hash=sha256:4c430e788d99b50854209bf2833ba36a45df75e57f86efb477046cd408bbd077 \
+    --hash=sha256:4d2307a76d199077b0055b354e90e857479461a0d875437535dd4833172c8b6d \
+    --hash=sha256:698ec90bd5d5538bd5f6d212a4b61af443d240703cf45f134738535026556ea5 \
+    --hash=sha256:6dcbb81a1276bc48deb4d562bce4f8895e4fc6348750a096e30052345c6d6552 \
+    --hash=sha256:73f4878a3012283024a64a1909e440aac12091ef336f671fc142f7e87449ce0c \
+    --hash=sha256:83e8c089bbb756ca4471d8b05943b80a106058697cf00615e70423106bb783bc \
+    --hash=sha256:8ba7b666bc9c78d6a930ee9f469024149f0c6a23fb7d2c3418aad6774339bec0 \
+    --hash=sha256:8f935ef210ab00bc94bb1e3052697adaa36bb0ce7bdfeda8b0f34e2ff1643870 \
+    --hash=sha256:9d9e6817fcbc09d2605a2c8c041ac7824d738d917c35a4d427e977647e1d7944 \
+    --hash=sha256:a9a10dc40469b9c0e458625d2a8359461a982c6151bb53ff259fea00c4695ad4 \
+    --hash=sha256:bd6777e8ddd74fb603a6d09766bfcff28638189f8aaa61fc0dffd9e9a4baa8e5 \
+    --hash=sha256:c2d58d39f5e65419cdc27e3875cba4a729a3bbf6bf4016aefb4a2a65335a1d42 \
+    --hash=sha256:ccc7f2694d02b4763fee61021d45e12f7bc5743993686563957df0cef799fbae \
+    --hash=sha256:e2dc8340cfb6006025a798c50f40126d6e945a1d2487be94667bb4166556ce7b \
+    --hash=sha256:e8fcef301cf68d3951ea1eb8ac4d76cea0a6f6a08f4c78fe4026fc96d217bebc \
+    --hash=sha256:f14e79a006341f29ee5a2692a24dac5114e77533d579c57ec39124adf0135033 \
+    --hash=sha256:f6f39cd0dc6948dee17fd130aec55114f97a8ef6e1db519b9774087962bc5c8c \
+    --hash=sha256:f9e32f1cdd106793d79d190186bed9e75289d51e68bd9174e47c04bffedeab6f \
+    --hash=sha256:ff96d2a342b200e1ec6f1f19986c77f4ac16a49b6112f71c5b763989203a9d60
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
@@ -1271,9 +1265,9 @@ durationpy==0.10 \
 easyocr==1.7.2 \
     --hash=sha256:5be12f9b0e595d443c9c3d10b0542074b50f0ec2d98b141a109cd961fd1c177c
     # via docling
-elastic-transport==9.4.1 \
-    --hash=sha256:186a29e6c66ff269487e33f7b17176316e18b6061702c25eb0bb15681302e91d \
-    --hash=sha256:d12c86ea73528690ebf63a488d9ae323292e6aa5ee55e1e29f14293472f4197f
+elastic-transport==9.4.2 \
+    --hash=sha256:33dc89bb1855faa8b98ae8b036405a39c562778dbcdbe4a00a2eaf753148556c \
+    --hash=sha256:366f4614f4544c5fb5d780c82f57af8f30492b44a68ed20750390aa81e20c2ea
     # via elasticsearch
 elasticsearch==9.4.1 \
     --hash=sha256:1d78fdfba97a903ec35a5eb5808a74e33392b7c620bd5f742d465a3a26c27d75 \
@@ -1323,10 +1317,12 @@ faiss-cpu==1.10.0 \
     --hash=sha256:e02af3696a6b9e1f9072e502f48095a305de2163c42ceb1f6f6b1db9e7ffe574 \
     --hash=sha256:e71f7e24d5b02d3a51df47b77bd10f394a1b48a8331d5c817e71e9e27a8a75ac \
     --hash=sha256:f71c5860c860df2320299f9e4f2ca1725beb559c04acb1cf961ed24e6218277a
-    # via feast (pyproject.toml)
-fastapi==0.136.3 \
-    --hash=sha256:3d2a69bdf04b7e9f3afa292c3bc7a98816bbfafa10bc9b45f3f3700d2f761620 \
-    --hash=sha256:e487fae93ad408e6f47641ee4dfe389864fd7bec92e547ea8498fc13f43e83ab
+    # via
+    #   feast (pyproject.toml)
+    #   milvus-lite
+fastapi==0.138.0 \
+    --hash=sha256:b6f54fd1bd72c80b0f899f172c61a600f6f7af9b43d4d772a018f35624048cb0 \
+    --hash=sha256:d445a4877636ad191e7053e08c9bf98cb921a6756776848400bb773d1740c061
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -1339,9 +1335,9 @@ fastjsonschema==2.21.2 \
     --hash=sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463 \
     --hash=sha256:b1eb43748041c880796cd077f1a07c3d94e93ae84bba5ed36800a33554ae05de
     # via nbformat
-filelock==3.29.1 \
-    --hash=sha256:85199dfd706869641b72b2e8955d5416a4b2b7dc4b0e8e6d97b4cc1299a6983b \
-    --hash=sha256:d97e6b1b9757569626c58caa07dc4beb1613f4a2938b1e8cc81afca398906c9e
+filelock==3.29.4 \
+    --hash=sha256:10cdb3656fc44541cdf30652a93fb10ec6b05325620eb316bd26893e4201538a \
+    --hash=sha256:dac1648087d5115554850d113e7dd8c83ab2d38e3435dde2d4f163847e57b767
     # via
     #   datasets
     #   huggingface-hub
@@ -1360,9 +1356,9 @@ flask==3.1.3 \
     # via
     #   flask-cors
     #   mlflow
-flask-cors==6.0.2 \
-    --hash=sha256:6e118f3698249ae33e429760db98ce032a8bf9913638d085ca0f4c5534ad2423 \
-    --hash=sha256:e57544d415dfd7da89a9564e1e3a9e515042df76e12130641ca6f3f2f03b699a
+flask-cors==6.0.5 \
+    --hash=sha256:30c5031552cd59f620ac0c8211dac45b345d3b2df310e7721879e4f46ef9c601 \
+    --hash=sha256:68fcf75693e961f3af26683b23c4b9a8fb6b64de17d20d0c37b95e8de7ab2ed8
     # via mlflow
 fonttools==4.63.0 \
     --hash=sha256:032038247a96c1690f9f31e377c389383c902531b085aa4e4dabd6f57f870e69 \
@@ -1562,12 +1558,15 @@ fsspec[http]==2026.4.0 \
     #   dask
     #   datasets
     #   huggingface-hub
+    #   pyiceberg
     #   ray
     #   torch
 geomet==1.1.0 \
     --hash=sha256:4372fe4e286a34acc6f2e9308284850bd8c4aa5bc12065e2abbd4995900db12f \
     --hash=sha256:51e92231a0ef6aaa63ac20c443377ba78a303fd2ecd179dc3567de79f3c11605
-    # via cassandra-driver
+    # via
+    #   cassandra-driver
+    #   scylla-driver
 gitdb==4.0.12 \
     --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
     --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
@@ -1589,9 +1588,9 @@ google-api-core[grpc]==2.31.0 \
     #   google-cloud-storage
     #   opencensus
     #   pandas-gbq
-google-auth==2.53.0 \
-    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
-    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
+google-auth[pyopenssl]==2.55.0 \
+    --hash=sha256:a17cef9dedf98c4ebae2fb0c48c8f75952c877cbc2efe09f329ef16c2783d88a \
+    --hash=sha256:fcd3a130f575fa36403d38774af1c64a4fbfbca09215f0589d2372b5119697cb
     # via
     #   databricks-sdk
     #   google-api-core
@@ -1610,9 +1609,9 @@ google-auth-oauthlib==1.4.0 \
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.1 \
+    --hash=sha256:159143c1b7248858f35549c09efea5d031c2883145623419ea7c505a50c0899a \
+    --hash=sha256:3c6878f424fc2b21f0bb414ca7262abd008465575a7b7c44c552105278a18914
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
@@ -1620,9 +1619,9 @@ google-cloud-bigquery-storage==2.39.0 \
     --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
     --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.38.0 \
-    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
-    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
+google-cloud-bigtable==2.39.0 \
+    --hash=sha256:4af2dd1babb799ee2509f9c7eb02904fdd841abc360a09f4ec3bc414dba7d2cc \
+    --hash=sha256:7f6ce53cc18beba84bdfc6eff4c3367bdaed16d46c5821e3189eb27cddeb6be6
     # via feast (pyproject.toml)
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -1714,58 +1713,58 @@ grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.81.0 \
-    --hash=sha256:0fba53cb96004b2b7fb758b46b2288cb49d0b658316a4e73f3ef67230616ee65 \
-    --hash=sha256:194eddfacc84d80f50512e9fd4ee851d5f2499f18f299c95aa8fb4748f0537e0 \
-    --hash=sha256:19f201da7b4e5c0559198abe5a97157e726f3abe6e8f5e832d4a50740f6dcc22 \
-    --hash=sha256:21ec30b9ea320c8207ea7cd05873ad64aa69fdd0e81b6758b3347983ba20b50a \
-    --hash=sha256:275144b0115353339dbb8a6f28a9cf8997b5bf40e37f8f66ac0b0ea57e95b43f \
-    --hash=sha256:300f3337b6425fd16ead9a4f9b2ac25801acb64aa5bc0b99eb69901645b2b1d2 \
-    --hash=sha256:3755c9669307cad18e7e009860fdea98118978d2300451bd8530a53048e741e7 \
-    --hash=sha256:3d4e0ce5a40a998cf608c8ba60ecfe18fdf364a9aa193ae4ac3faeecd0e86757 \
-    --hash=sha256:40edffb4ec3689373825d367c4457727047a6e554f03245265ecc8cc03215f22 \
-    --hash=sha256:43c121e135ae44d1559b430db2b2dfad7421cbbe40e1deba506c7dc62b439719 \
-    --hash=sha256:4e032feb3bfb4e2749b140a2302a6baa8ead1b9781ff5cf7094e4402b5e9372e \
-    --hash=sha256:5192857589f223e5a98ff0e31f6e551b19040e647d17bfe10116c8a2ce3b8696 \
-    --hash=sha256:57b3b0e73a518fa286959b40c3eddd02703504ca186e8b7b2945954519bd8b2c \
-    --hash=sha256:5e925a70fe99fe5794f7beca0ea034c75f068afcc356d79047e73f99cdcca34c \
-    --hash=sha256:62bbe463c9f0f2ff24e31bd25f8dd8b4bae78900e315915a3195a0ef1471a855 \
-    --hash=sha256:638ccc1b86f7540170a169cb900799b9296a1381e47879ce60b0de9d3db73d33 \
-    --hash=sha256:725801c7086d7e4cd160e42bb2f54e0aeb976b9568df3cc6f843b15d29b79fb1 \
-    --hash=sha256:77eb4e9fe61486bd1198cc7236ebb0f70e66234e63c0348f40bc2553ed16a88b \
-    --hash=sha256:7915a2e63acdc05264a206e1bddfd8e1fb8a29e406c18d72d30f8c124e021374 \
-    --hash=sha256:794e6aa648e8df47d8f908dc8c3b42347d04ec58438f1dcd4e445f09b4f6b0ce \
-    --hash=sha256:8226ba097eed660ef14d36c6a69b85038552bb8b6d17b44a5aa6f9abf48b8e08 \
-    --hash=sha256:87e33b7afcfb3585121b5f007d2c52b8c534104d18f556e840d35193ca2a9141 \
-    --hash=sha256:8bb1789c94322a13336a2b6c58d9c14d68f8628b6e24205a799c69f5bf8516ce \
-    --hash=sha256:8c0855a350886f713b9e458e2a10d208009dcaa849f574e39cd6067db1fe1279 \
-    --hash=sha256:909bb3222b53235498d2c5817a0596d82b0aaea490ba93fdf1b060e2938a543c \
-    --hash=sha256:97bbd623f7ded558fd4f7cb5a4f600c4d4de65c5dd364c83a5b14b2a10a2d3b5 \
-    --hash=sha256:98c6240f563178fc5877bd50e6ff274463e53e1472128f4110742450739659fa \
-    --hash=sha256:9f355384e5543ab77a755a7085225ecc19f32b76032e851cbd8145715d79dec8 \
-    --hash=sha256:a524cd530900bd24511fcb7f2ed144da4ea37711c4b094475d0bceca7a93a170 \
-    --hash=sha256:a5acd7efd3b1fe9b4eb0bcaaa1507eed68a0ad0678b654c3f7b464df9ba9dca5 \
-    --hash=sha256:a9351055f52660b58f3d4890ea66188b5134399f82b11aa0c55bd4b99eff5390 \
-    --hash=sha256:aa948712c8e5fa40ec250870bda14bc7578e1bb832a8912d9d2a0f720518edbe \
-    --hash=sha256:aaaa4f7f2057d795952e4eacf3f342be8b5b156992f6ac85023c8b98794ebd47 \
-    --hash=sha256:b4108e5d9d0f651b7eea749116181fe6c315b145661a80ec31f05ec2dbe21af7 \
-    --hash=sha256:b76ea9d55cd08fcdbda25d28e0f76679536710acb7fbd5b1f70cb4ac49317265 \
-    --hash=sha256:b8b025b6af43ee0ad4a70307025d77bcab5adde7c4597786010d802c203e9fc5 \
-    --hash=sha256:b93cee313cae4e113fbb3a0ce1ea5633db6f63cfde2b2dc1d817429026b2a50b \
-    --hash=sha256:c197e2ef75a442528072b29e9755da299110e8610e8bcbb59a6b4cf55384f005 \
-    --hash=sha256:c36f5d5e97944cbda2d4096b4ae262e6e68506246b61582acf1b8591607f3ccc \
-    --hash=sha256:c4fe218c5a35e1d87a5a26544237f1fa41dfd9cbd3c856b0810a30061f8b0aaf \
-    --hash=sha256:c6ff087cb1f563f47b504b4e29e684129fc5ae4863faf3ebca08a327764ee6cb \
-    --hash=sha256:cd78145b7f7784661c524624f3526c9c6f891b30a4b54cb93a40806d0d0d61e9 \
-    --hash=sha256:db217c2e52931719f9937bd12082cd4d7b495b35803d5760686975c285924bf8 \
-    --hash=sha256:dbdb99986548a7e87f8343805ef315fd4eb50ffaabf4fb1206e42f2542bb805d \
-    --hash=sha256:e4d053900a0d24b75d7521139a3872150301b3d6bde3bed5e12318fb25791e4d \
-    --hash=sha256:e7746ba3e6efc9e2b748eff59470a2b8684d5a9ec607c6580bcaa5be175820bc \
-    --hash=sha256:f345de40ef2e65f63645d53d251824e6070e07804827c5b00ec2e44555f9f901 \
-    --hash=sha256:f750a091fff3a3991731abc1f818bdc64874bb3528162732cb4d45f2e07821a6 \
-    --hash=sha256:f85570a016d794c29b1e76cf22f67af4486ddbe779e0f30674f138fa4e1769ec \
-    --hash=sha256:fbbe81314a9d92156abce8b62c09364eb8bafc0ca2a19919a45ec64b5c6cb664 \
-    --hash=sha256:ff83d889e3ebf6341c8c7864ad8031591ad5ca61599072fc511644d1eb962d2b
+grpcio==1.81.1 \
+    --hash=sha256:0490c30c261eded63f3f354979f9dc4502a9fb944cccb60cd9dc85f5a7349854 \
+    --hash=sha256:0a37165cc80b1a368384b383e63a4c38116a10467ae44c904d2d7468c4470ec2 \
+    --hash=sha256:12b7524c88d4026d3dcb7b0ebe16b6714f3b4af402ddd0f0639ab064a00c87c3 \
+    --hash=sha256:15641444eca4a29358107b3dceb74c1c6305c55c822fd199b458aaea4068a7fb \
+    --hash=sha256:1b22c80559854b789a01fd89e8929b3798a156c0829b5282a8939f33ad4115ad \
+    --hash=sha256:1e123f9b37edb8375fd74130d1f69c944bbf0a7b06761ae7211154b8759e94d2 \
+    --hash=sha256:24c8e57504c8f45b237e40b99262d181071e5099a07053695b75d97bb53053a0 \
+    --hash=sha256:2c2e2ae6867c2966b8daccc836d54a13218e0007e9a490aeb81dd05be64d22d7 \
+    --hash=sha256:30e825f6848d9f18bba350ed6c75c1b02a0b5184474a31db9a32b1fa66fd8c79 \
+    --hash=sha256:3768a5ff1b2125e6f552e561b6b2dca0e64982d8949689b4df145cf8b98d7821 \
+    --hash=sha256:3ad74f8bb1a18963914c5452d289422830b39459e8776ebbcd207be1fbfb1d94 \
+    --hash=sha256:410482da976329fe5f4067270401b12cf2bd552ff8020f054ecfaddb5475f9d6 \
+    --hash=sha256:428bec0161b48d8cf583c068591bc0016d0d9cfff52462b72b3884861ea768c5 \
+    --hash=sha256:506f48f2f9c29b143fca3dad7b0d518c188b6c9648c75a2ae6e2d9f2c13a060b \
+    --hash=sha256:58ad1131c300d3c9b933802b3cc4dc69d380822935ba50b28703156ea826fbf7 \
+    --hash=sha256:592b5fee597faa91cce2dd294dd7d9a1c83d76c4dbf877e33ec1adb866b2fbed \
+    --hash=sha256:61233fe8951e5c85dff81c2458b6528624760166946b5b47ea150a589168411f \
+    --hash=sha256:62481553b1793a27e9b9c3cf9e5bd483ef045ca72462592074b46d42b0c4d9b9 \
+    --hash=sha256:6282caffb41ec326d4cb67ca9cf53b739d1b2f975a2acb498c7418e9f7d9a416 \
+    --hash=sha256:69ef28e54fc85397f91b8c19592b8ef3d81952080366914823bd8572a2958120 \
+    --hash=sha256:6f9a0c9c1cc15c112d1c053064fd032b64917062292c3d70aea280e02ae10b77 \
+    --hash=sha256:6fa10a767143a5e82e8eaab53918af0cd8909a57a27f8cb2288b80a613ac671b \
+    --hash=sha256:766bc7c9a9c340342f4c864ccbda8e78111e4751f13b895812b9c148fb79e9d0 \
+    --hash=sha256:78e29211f26da2fdd0e9c6d2b79f489476140cf7029b6a64808ade7ca4156a42 \
+    --hash=sha256:819edbdcb42ab8598b494bcf0222684bbb7a3c772bd1b1f0be7e029a6063c28e \
+    --hash=sha256:85b10a45b8993d195c4f3ff57025b8d1e11834909ee475c403bfa60cb4caefaf \
+    --hash=sha256:88268ca418cacea64cecb0d1d600d3c6b3a8038fcba02e1e205178c5b1f47661 \
+    --hash=sha256:8b39472beafc0bdcafc4c8c73ad082ebfdb449d566897a61e7acb4fa88089115 \
+    --hash=sha256:8ea1936c26b99999b27479853039a7f34713f56c49375ad52b38535ec93a796c \
+    --hash=sha256:98a07f9bf591e3a8919797bee1c53f026ba4acd587e5a4404c8e57c9ec36b2a5 \
+    --hash=sha256:a185a04039df6cae8648bc8ab6d6fde7bf94f7188ecf7828e76ac52eef1e41d6 \
+    --hash=sha256:a35009284d0d3d5c2c9601c164a911b8b4331608d98a9a66d47d97bb2f522b70 \
+    --hash=sha256:a3acb384427816dd5d470f47e62137b87f74da694faa8a50147012cf40df276a \
+    --hash=sha256:aa2ba7d2ad6df4d80127cea65e5b8d5e2c3adbf153ff4804452836328aca7c54 \
+    --hash=sha256:b10e1ff4756ed27d5a29d7fc79cfce7ef1ff56ad20025b89bac7cf79e09abbbe \
+    --hash=sha256:b137f4bf3ada9dc44d411478decc6ff09a79ed30b306cd2abaa98408c3588137 \
+    --hash=sha256:b259a04a737cb3496be0901328eb8b7552ed8df4865d8c8f1cf1bffcfc0776a3 \
+    --hash=sha256:b427c19380991a4eaab2f6144b64b99b412043314c6bf4ab544f97bb31ee4190 \
+    --hash=sha256:bb693b1e3d9a2f3fd228e2110daf4b5aeedb36761ca1e4282f74725f6d89f611 \
+    --hash=sha256:c261d74b1a945cf895a9d6eccd1685a8e837531beaab782da4d630a8d12deffb \
+    --hash=sha256:c5bf2dc311127d91230cc79b92188c082634a06cf66c5234db49a43b910183b0 \
+    --hash=sha256:ca1cc11d82677b9662082e5478b7528e2b7db7beaa6bdff42bd62789d81be399 \
+    --hash=sha256:d4b2dddfc219f54f956ccd53cf76a1d338ffe68fc7f2849ec9c7feb9927ff692 \
+    --hash=sha256:d71d30f2d92f67d944631c523713934fee37292469e182ebcd2c1dd8a64ce53f \
+    --hash=sha256:d865db4a6318e1c1bea83292e0ed231090538fc4ca45425b0f0480eb338bbc6e \
+    --hash=sha256:e2aa72e3ce1770317ef534f63d397b55e130725f5149bd36077c3b539019db27 \
+    --hash=sha256:e3657301562ac3cb8018d30d0d3ebfa39932239f7b5703422057ef14b69949f5 \
+    --hash=sha256:e64dd101d380a115cc5a0c7856788adb535f1a4e21fc543775602f8be95180ae \
+    --hash=sha256:e8ca6a1fcdb2943c9cbc1804a1baf3acb6071d72a471591678ded84218006e14 \
+    --hash=sha256:edb59506291b647a30884b1d51a599d605f40b20af4a7dc3d33786a47a31de60 \
+    --hash=sha256:f9a0ebbe45c29b5e5866593c12b78bd9035f0f0f0d4bc8361680cd580d99db49
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -1780,77 +1779,78 @@ grpcio==1.81.0 \
     #   grpcio-status
     #   grpcio-testing
     #   grpcio-tools
+    #   milvus-lite
     #   pymilvus
     #   qdrant-client
     #   ray
-grpcio-health-checking==1.81.0 \
-    --hash=sha256:09f31674f1acdcf214bc4e640ebbbbef165b077a1fd64834795196d52bfdce39 \
-    --hash=sha256:1024304a85eecddb7a08cb16e157a36dd1c5b08bdabba09f844a71d7e47c994f
+grpcio-health-checking==1.81.1 \
+    --hash=sha256:cbc6a4171825ec64389de2f062d296ba129a5c27eefd0dd55fa837909184bdf9 \
+    --hash=sha256:ecc61480e25058a4a04e11e4ab6900ad7439b32e60a8ce4ece7d9f219221c85d
     # via feast (pyproject.toml)
-grpcio-reflection==1.81.0 \
-    --hash=sha256:5191db7aa6cab1b6981b0879fa44fdcdd43ba644f0301c40b976f813eb4eff06 \
-    --hash=sha256:85322a9c1ab62d9823b1262a9d78d653b1710b99b5764cdcef2673cfe352b9c1
+grpcio-reflection==1.81.1 \
+    --hash=sha256:3d7160000f5fdd0e241f9b1a3d402f15ebcd5f281be105b374a025f38c6434a8 \
+    --hash=sha256:d82fc4ac39dd5dcfd63e577075f6a68eac4a765e66a453914bbf57caf35665d0
     # via feast (pyproject.toml)
-grpcio-status==1.81.0 \
-    --hash=sha256:10eb4c2309db902dc26c1873e80a821bf794be772c10dfd83030f7f59f165fab \
-    --hash=sha256:b6fe9788cfdd1f0f63c0528a1e0bfdb41e8ff0583e920d2d8e8888598c01bb69
+grpcio-status==1.81.1 \
+    --hash=sha256:08072fa9995f4a95c647fc6f4f85e2411573d00087bcabdf30f260114338f232 \
+    --hash=sha256:9389a03e746017b10f0630c064289201458f3ce01f5d7ef4b0bebc1ef6cf82ad
     # via google-api-core
-grpcio-testing==1.81.0 \
-    --hash=sha256:32370bdffc0cd09abade928fd880f919bf070afe5d012a2de1412427b2dc1921 \
-    --hash=sha256:f754ea3efd110127920513f0177f31b5c9bcbdc7e4af9ac568d8b3a5684df3c6
+grpcio-testing==1.81.1 \
+    --hash=sha256:69792db25781cefd2479d12285ca6bebe589e2aa1d64b4b8d18cf35f58c6b810 \
+    --hash=sha256:f381121d7203f4380b1c01e6c8f15aa220bafdc372e8ed82eddf79a16149abcc
     # via feast (pyproject.toml)
-grpcio-tools==1.81.0 \
-    --hash=sha256:0034997767960644f0f4a2aecf35df5fc426d43fa5639dd1b8317da835bab2a4 \
-    --hash=sha256:012d580d98db189e4bd231a6529b162bc27a5f52c4854e2d21a4016edc47c760 \
-    --hash=sha256:019f05a17b5495d561603f75a74a4a76ad22456a95dc7623c7be4e4b44391b88 \
-    --hash=sha256:0733d773eca8cb461f4f2a1b79c64c123db9661be41b08184b81497b2b991ccb \
-    --hash=sha256:1e21049aeedd9d62e5e58146e5d00f3b75674d8d8d3cc69709ab950082be8421 \
-    --hash=sha256:1ecb833118bfa2c3051e534692f2b43f7c6db14e1eac9b1e7f6e66b6b6dc5074 \
-    --hash=sha256:23831f5c66038c5793cb5d2651120bc24a33705e1ce2887a88f54272b73b240f \
-    --hash=sha256:244619491a12d1f8d4119bb5930272827084a1e7caa8f9d5a0d4ca6595bb1dea \
-    --hash=sha256:283bb3465331a4034b14dce35425c47b0cfbd287b09a6e9d15c9f26fbb17e799 \
-    --hash=sha256:2a369a9e27fcb6279387744778d67a64551de82db0e9cf7e1e9451c22f719e07 \
-    --hash=sha256:33c579bf24040dbdce751e05b5bcedc13dafffa8f2dfa07193bc05960dc95b49 \
-    --hash=sha256:3401d6d4668c064c9ed344825fe97ff076cd8ba719a24e3d3c7169b604cbf00f \
-    --hash=sha256:374fe0435447f283e3c69f719ef1bc66f2e187a239ce25444b2de45cb3a6a744 \
-    --hash=sha256:3f1ac691debbdbf00e7635ecacf28647f48f67fb4b14120a4541c8bb0f8333ae \
-    --hash=sha256:404ca893d54f26fddb868bbd4a54b203fbf914264d26c52e2f2aff35851a9f72 \
-    --hash=sha256:40b7a17629e5c944c8ba98a438f051b9affaf30794e6e096578ba0030725f90c \
-    --hash=sha256:42e1eaa98199bd4f900f8af091e27aef804dd53b59c92adafcc9faabc0a92240 \
-    --hash=sha256:475286558410e4d0394fc8129559080c22835ece3c23cac194b46c5ad7d0fad1 \
-    --hash=sha256:4a8d9fdf42537cd1924f7e95013771aa73c89501ccf112b7517c22ca825be9f5 \
-    --hash=sha256:52687858c044a6a4dd3fc4049b012b131254a3061360d6de2f97c3e38a7aedd9 \
-    --hash=sha256:564624654f5a0377adc69f226f93ec5ff52715030c2f846af6c54ccc4ca2d225 \
-    --hash=sha256:5783b6758244f6eaceb41a0e651828824b0d0c92724ddf4b68879ced9bfd9b50 \
-    --hash=sha256:58e65dd13f7ffc25f5a9cd9890fddfd39b3c51e5c3c1acd987813b1dc1173704 \
-    --hash=sha256:5a7c89432a3b200be306e76307b866716663b4c71d7816bdf382af81e00abd51 \
-    --hash=sha256:5c5f44305786c1295320fed477f5673be4ca5f6ed1b31f8696f0791d4b12906d \
-    --hash=sha256:61d9ad6b5c0f3857663701bdc2cbb3da7f7d835ce9a8d597ffca443124a96894 \
-    --hash=sha256:677207d88b659048f63697c237bf650b123a7a1de36158db57176f84c5bca84a \
-    --hash=sha256:69f8355b723db7b5e26a3bff76f9deb3a407d22fe289bca486ccf95d6133cad0 \
-    --hash=sha256:760775f79bbefa321cd327fe1019a9d6ad0d93acb1ede7b7905c712679542fd7 \
-    --hash=sha256:78c2514bf172b20631685840fea0c5d1bec5518b649d0a498f6dd8f91dfce56a \
-    --hash=sha256:7af4faf34376c57f4f3c42aa05f065d3b10e774b8a8d8b27d659d5cc351e5c75 \
-    --hash=sha256:98b57a592a75553f4dd38db3993b037953245991b8df9f06927a8978962dcd82 \
-    --hash=sha256:a741007631248dd903f880b575a63c0662433ed4b966262ab0f437ea860c9b7e \
-    --hash=sha256:a87ea8056beea56b24353d27b7f0ab814daabb372aa517d2e179470e66fd8f6b \
-    --hash=sha256:b2b26111795d0e7a72fa483d377a75b57203edaac8bbbac1e9b8f174e7b01ff3 \
-    --hash=sha256:bac1c6ddc5eb3762257e773829b4e00ea7d0592f02498f27e5bdb75cd3182d69 \
-    --hash=sha256:bf19fdc8b6258fbf36ea65f5672206483ef4639a16d33e3367d77e4523b4089b \
-    --hash=sha256:bf2ffd98c754d54a5affddfe3a18d4822b972c5c37ca6a33a456c94e6f3dd82b \
-    --hash=sha256:d56060281599d87e66a0dc6840b68730d81c215dbb1b5c50882f819bc9b6aba5 \
-    --hash=sha256:d744ea354c9ca33ca17522436825e2842df9b731bcc924a73f4a7d205ed53006 \
-    --hash=sha256:dce33d09851bc15dead814bd9d21023bffdf0f838ecf65995a2456e5692831fd \
-    --hash=sha256:e5d241c694a226bada06dae9accc47c5c25e586f49464823498e84cff63eedea \
-    --hash=sha256:e9945945edc14022abab07caec0ebc16bf51219e586b4f008d09334cc479655c \
-    --hash=sha256:f02d796474e58bba879965d228874c2c34164b6a5d96c0faf6bf896a6c3d8a0b \
-    --hash=sha256:f1f407697873acbf1d961c6fb9223114a3e679938469d4186623b8b872dbdae0 \
-    --hash=sha256:f35da7b3b9537ecce9a5cfd967b1316a815378d5a3729e9ea556b22a14f6e315 \
-    --hash=sha256:f37ce0440e5dc563662da89d7d1edd20654e6fb615ada5c8027f15f881bd40d0 \
-    --hash=sha256:fa529a1f7a946cdb6881141a07d8fc8fb074af2fd17323e5f3530c8718101680 \
-    --hash=sha256:fbe12f98aeddfeaa74d3dbe41dc451f008edf3ab1b82eb62f7a61011003d4833 \
-    --hash=sha256:ffa74b84d201bea407f22e00ac0367f12df48a0073b0ffd9f3be9d8126a55245 \
-    --hash=sha256:ffb1e507f9849ee013473f732b1ca5d732457f9b1d0d298efe8a77c33bb65d3a
+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==26.0.0 \
     --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
@@ -1877,32 +1877,32 @@ hazelcast-python-client==5.6.0 \
     --hash=sha256:834b87076a47c781ef80bdcb522b86abc75ff28992dfe384e47f669f06cabb18 \
     --hash=sha256:e2cec409068990ca9b4381fe97160cc2375412334782bef45ab4c8fe4d10536c
     # via feast (pyproject.toml)
-hf-xet==1.5.0 \
-    --hash=sha256:1e60df5a42e9bed8628b6416af2cba4cba57ae9f02de226a06b020d98e1aab18 \
-    --hash=sha256:2806c7c17b4d23f8d88f7c4814f838c3b6150773fe339c20af23e1cfaf2797e4 \
-    --hash=sha256:2baea1b0b989e5c152fe81425f7745ddc8901280ba3d97c98d8cdece7b706c60 \
-    --hash=sha256:3531b1823a0e6d77d80f9ed15ca0e00f0d115094f8ac033d5cae88f4564cc949 \
-    --hash=sha256:4b35549ce62601b84da4ff9b24d970032ace3d4430f52d91bcbb26c901d6c690 \
-    --hash=sha256:526345b3ed45f374f6317349df489167606736c876241ba984105afe7fd4839d \
-    --hash=sha256:5906bf7718d3636dc13402914736abe723492cb730f744834f5f5b67d3a12702 \
-    --hash=sha256:5f3dc2248fc01cc0a00cd392ab497f1ca373fcbc7e3f2da1f452480b384e839e \
-    --hash=sha256:73a0dae8c71de3b0633a45c73f4a4a5ed09e94b43441d82981a781d4f12baa42 \
-    --hash=sha256:786d28e2eb8315d5035544b9d137b4a842d600c434bb91bf7d0d953cce906ad4 \
-    --hash=sha256:7d70fe2ce97b9db73b9c9b9c81fe3693640aec83416a966c446afea54acfae3c \
-    --hash=sha256:872d5601e6deea30d15865ede55d29eac6daf5a534ab417b99b6ef6b076dd96c \
-    --hash=sha256:8dbcbab554c9ef158ef2c991545c3e970ddd8cc7acdcd0a78c5a41095dab4ded \
-    --hash=sha256:9929561f5abf4581c8ea79587881dfef6b8abb2a0d8a51915936fc2a614f4e73 \
-    --hash=sha256:9a0ee58cd18d5ea799f7ed11290bbccbe56bdd8b1d97ca74b9cc49a3945d7a3b \
-    --hash=sha256:a60290ec57e9b71767fba7c3645ddafdd0759974b540441510c629c6db6db24a \
-    --hash=sha256:b285cea1b5bab46b758772716ba8d6854a1a0310fed1c249d678a8b38601e5a0 \
-    --hash=sha256:b6c9df403040248c76d808d3e047d64db2d923bae593eb244c41e425cf6cd7be \
-    --hash=sha256:c799d49f1a5544a0ef7591c0ee75e0d6b93d6f56dc7a4979f59f7518d2872216 \
-    --hash=sha256:cf7b2dc6f31a4ea754bb50f74cde482dcf5d366d184076d8530b9872787f3761 \
-    --hash=sha256:dad0dc84e941b8ba3c860659fe1fdc35c049d47cce293f003287757e971a8f56 \
-    --hash=sha256:e0fb0a34d9f406eed88233e829a67ec016bec5af19e480eac65a233ea289a948 \
-    --hash=sha256:e5de0f6deada0dada870bb376a11bcd1f08abf3a968a6d118f33e72d1b1eb480 \
-    --hash=sha256:f7b7bbae318e583a86fb21e5a4a175d6721d628a2874f4bd022d0e660c32a682 \
-    --hash=sha256:fd6e5a9b0fdac4ed03ed45ef79254a655b1aaab514a02202617fbf643f5fdf7a
+hf-xet==1.5.1 \
+    --hash=sha256:0c97106032ef70467b4f6bc2d0ccc266d7613ee076afc56516c502f87ce1c4a6 \
+    --hash=sha256:3474760d10e3bb6f92ff3f024fcb00c0b3e4001e9b035c7483e49a5dd17aa70f \
+    --hash=sha256:4f561cbbb92f80960772059864b7fb07eae879adde1b2e781ec6f86f6ac26c59 \
+    --hash=sha256:51ef4500dab3764b41135ee1381a4b62ce56fc54d4c92b719b59e597d6df5bf6 \
+    --hash=sha256:6071d5ccb4d8d2cbd5fea5cc798da4f0ba3f44e25369591c4e89a4987050e61d \
+    --hash=sha256:6208adb15d192b90e4c2ad2a27ed864359b2cb0f2494eb6d7c7f3699ac02e2bf \
+    --hash=sha256:6762d89b9e3267dfd502b29b2a327b4525f33b17e7b509a78d94e2151a30ce30 \
+    --hash=sha256:6abd35c3221eff63836618ddfb954dcf84798603f71d8e33e3ed7b04acfdbe6e \
+    --hash=sha256:6f7a04a8ad962422e225bc49fbbac99dc1806764b1f3e54dbd154bffa7593947 \
+    --hash=sha256:8298485c1e36e7e67cbd01eeb1376619b7af43d4f1ec245caae306f890a8a32d \
+    --hash=sha256:892e3a3a3aecc12aded8b93cf4f9cd059282c7de0732f7d55026f3abdf474350 \
+    --hash=sha256:93d090b57b211133f6c0dab0205ef5cb6d89162979ba75a74845045cc3063b8e \
+    --hash=sha256:94e761bbd266bf4c03cee73753916062665ce8365aa40ed321f45afcb934b41e \
+    --hash=sha256:97f212a88d14bbf573619a74b7fecb238de77d08fc702e54dec6f78276ca3283 \
+    --hash=sha256:a93df2039190502835b1db8cd7e178b0b7b889fe9ab51299d5ced26e0dd879a4 \
+    --hash=sha256:bf67e6ed10260cef62e852789dc91ebb03f382d5bdc4b1dbeb64763ea275e7d6 \
+    --hash=sha256:c6b6cd08ca095058780b50b8ce4d6cbf6787bcf27841705d58a9d32246e3e47a \
+    --hash=sha256:d48199c2bf4f8df0adc55d31d1368b6ec0e4d4f45bc86b08038089c23db0bed8 \
+    --hash=sha256:dbf48c0d02cf0b2e568944330c60d9120c272dabe013bd892d48e25bc6797577 \
+    --hash=sha256:e1af0de8ca6f190d4294a28b88023db64a1e2d1d719cab044baf75bec569e7a9 \
+    --hash=sha256:e78e4e5192ad2b674c2e1160b651cb9134db974f8ae1835bdfbfb0166b894a43 \
+    --hash=sha256:e7dbb40617410f432182d918e37c12303fe6700fd6aa6c5964e30a535a4461d6 \
+    --hash=sha256:f4ad3ebd4c32dd2b27099d69dc7b2df821e30767e46fb6ee6a0713778243b8ff \
+    --hash=sha256:f61e3665892a6c8c5e765395838b8ddf36185da835253d4bc4509a81e49fb342 \
+    --hash=sha256:f7b3002f95d1c13e24bcb4537baa8f0eb3838957067c91bb4959bc004a6435f5
     # via huggingface-hub
 hiredis==3.4.0 \
     --hash=sha256:02298551060cbfe17b1acb02e9d066eadd51e37357369736f8fc1f5533875255 \
@@ -2094,9 +2094,9 @@ httpx-sse==0.4.3 \
     --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
     --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
     # via mcp
-huey==3.0.1 \
-    --hash=sha256:5de8ff852021da670efe8d4d78db8719c0255ebbde0772766a0114f997ea61f6 \
-    --hash=sha256:83ca54fa77c4ee27349393212fc13088142244f491be903f620a9e46e8fca4ce
+huey==3.0.3 \
+    --hash=sha256:1a17fef95fc8432f75413f1b77439cef5f3493c1ddbfba9151756b31a1b2dad3 \
+    --hash=sha256:d1c687734778b8282c035a943eead8368c1736bb28abc006596fbbc01bdc96dc
     # via mlflow
 huggingface-hub==0.36.2 \
     --hash=sha256:1934304d2fb224f8afa3b87007d58501acfda9215b334eed53072dd5e815ff7a \
@@ -2156,9 +2156,9 @@ 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 \
@@ -2219,9 +2219,9 @@ 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 \
@@ -2245,7 +2245,6 @@ jsonschema[format-nongpl]==4.26.0 \
     --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
     --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
     # via
-    #   feast (pyproject.toml)
     #   altair
     #   docling-core
     #   great-expectations
@@ -2258,9 +2257,15 @@ jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-jupyter-client==8.9.0 \
-    --hash=sha256:23c0c182e1901ffdab96b5a02cb7bc6f0b04524fd7fc43688a14c4ff2308fb77 \
-    --hash=sha256:a0efc16adcec2bb6669d2cf91e3ba5337b338bd1ecd0d9c70940752fcb1144b2
+jupyter-builder==1.0.2 \
+    --hash=sha256:6155d78a5325010532a6419ffcba89eac643fd1aa56ea83115e661924d6f6aab \
+    --hash=sha256:b024f65d36e1d530542db597b00dd513261aa59842e0d0fbbb1015a9f1935e9c
+    # via
+    #   jupyterlab
+    #   notebook
+jupyter-client==8.9.1 \
+    --hash=sha256:0b7a295bc46e8751e9adae84781f726c851c1d911bd793edc4a3bde942e3da81 \
+    --hash=sha256:a58f730dd9e728ba16ba1d62ebccf7ffe1ebbdbce4e95cfae941b7321ae1f4fa
     # via
     #   ipykernel
     #   jupyter-server
@@ -2270,6 +2275,7 @@ jupyter-core==5.9.1 \
     --hash=sha256:ebf87fdc6073d142e114c72c9e29a9d7ca03fad818c5d300ce2adc1fb0743407
     # via
     #   ipykernel
+    #   jupyter-builder
     #   jupyter-client
     #   jupyter-server
     #   jupyterlab
@@ -2284,9 +2290,9 @@ jupyter-lsp==2.3.1 \
     --hash=sha256:71b954d834e85ff3096400554f2eefaf7fe37053036f9a782b0f7c5e42dadb81 \
     --hash=sha256:fdf8a4aa7d85813976d6e29e95e6a2c8f752701f926f2715305249a3829805a6
     # via jupyterlab
-jupyter-server==2.19.0 \
-    --hash=sha256:1731236bc32b680223e1ceb9d68209a845203475012ef68773a81434b46a31a7 \
-    --hash=sha256:cb76591b76d7093584c2ad2ae72ac3d58614a4b597507a1bb04e1f9f683cf9ea
+jupyter-server==2.20.0 \
+    --hash=sha256:b5778ba337d8015a3dc2b80803ecdd5ac18d3797fddf61a50ea5fb472b4ebe14 \
+    --hash=sha256:c3b67c93c471e947c18b5026f04f21614218adb706df8f48227d3ee8e0a7cdcc
     # via
     #   jupyter-lsp
     #   jupyterlab
@@ -2297,9 +2303,9 @@ jupyter-server-terminals==0.5.4 \
     --hash=sha256:55be353fc74a80bc7f3b20e6be50a55a61cd525626f578dcb66a5708e2007d14 \
     --hash=sha256:bbda128ed41d0be9020349f9f1f2a4ab9952a73ed5f5ac9f1419794761fb87f5
     # via jupyter-server
-jupyterlab==4.5.8 \
-    --hash=sha256:7d514c856d0d607601ec7692374da4f26e2aaf3b6e7cd363136b422a50588d6c \
-    --hash=sha256:af54d7242cc689a1e6c3ad213cc9b6d9781787d9ec67c52ec9a8f4707088cadd
+jupyterlab==4.6.0 \
+    --hash=sha256:6a8b88f2aae7ed4d012c634fc957c1a27f3aa217c32f0ced0175fac9ee17f9e5 \
+    --hash=sha256:b6938cb8a1ef3d43860ff4745a680c62cc0a9385f9672295bb56cd2e7cfeebe2
     # via notebook
 jupyterlab-pygments==0.3.0 \
     --hash=sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d \
@@ -2779,62 +2785,53 @@ marshmallow==3.26.2 \
     --hash=sha256:013fa8a3c4c276c24d26d84ce934dc964e2aa794345a0f8c7e5a7191482c8a73 \
     --hash=sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57
     # via great-expectations
-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
+matplotlib==3.11.0 \
+    --hash=sha256:03acfeddf87b0dddb11b081ef7740ad445a3ca8bcb6b8e3011b08f2cf802b75c \
+    --hash=sha256:0515d495124be3124340e59f164d901ed4484e2246a5b74cfa483cac3b80bd97 \
+    --hash=sha256:06b5872e9cf11adc8f589ded3ce11bc3e1061ad498259664fabc1f6615beb918 \
+    --hash=sha256:126f256df600652d7e4b394cf3164ff75210a00038f287c95a012a6f58d0e83f \
+    --hash=sha256:15b0d160079cb10699a0e98b5989c70677b2df7cacdc62af67c30f2facec46d9 \
+    --hash=sha256:1644db30e759199443493ac5e5caec24fdb775a8f6123021f85ba47c4133c3cb \
+    --hash=sha256:19c16c61dea63b3582918503e6b294193961261d9daa806d4ae2151f1ad05430 \
+    --hash=sha256:1c02da0a629dfa9debf52725ea06866b74c1fb70a895bae05e4493d34074f9f2 \
+    --hash=sha256:25c2e5455efd8d99f41fb79871a31feb7d301569642e332ec58d72cfe9282bc3 \
+    --hash=sha256:2746cd2c113742ff6ce37a864c5ac5fd7aa644568f445e66166e457ac78e40e0 \
+    --hash=sha256:2d72ea8b7924f3cb955e61518d21e43b3df1e6c8a793b480a0c1214f185d30ba \
+    --hash=sha256:3338e3e3de128cf50d0d2fb92a122815daf9c755bd882a474343c05f8fd7ec79 \
+    --hash=sha256:3489c3dc487669b4a980bc3068f87856de7a1564248d3f6c629efb2a58b03f24 \
+    --hash=sha256:373db8f91214e8ccaf35ac833cc1dd59dd961e148bbd55dd027141591dde1313 \
+    --hash=sha256:3d68266213e73823ac3be90615bab0cf31f88851e114cdb1dd25dacf3b01e1a7 \
+    --hash=sha256:41635d7909d19e52e924a521dde6d8f670b0f53ab1d0e8c331fa831554f681d1 \
+    --hash=sha256:446307e6b04b57b1f1239e228a1ec2af0d589a1008cebc3dfa3f5441d095cfb6 \
+    --hash=sha256:4d7aea652b58e686444079be3376ef546bffa1eee9b9bb9c472b9fcf6cf410d3 \
+    --hash=sha256:5106c444d0bf966eee2853548c03772af4ab7199118e086c62fbac8ccb07c055 \
+    --hash=sha256:565af866fd63e4bd3f987d580afe27c44c2552a3b3305f4ecbb85133601ea6f3 \
+    --hash=sha256:57baa92fdc82948ed716eae6d2579d4d6f40965cd8d2f416755b4a72580a3233 \
+    --hash=sha256:630eee0e67d35cce2019a0e670719f4816e3b86aff0fa72729f6c69786fceb45 \
+    --hash=sha256:652fb5696271d4c50f196d22a5ff4f8e4444c74f847423570d7dc0aa2bbd0159 \
+    --hash=sha256:68c0c7be01b30dcca3638934f7f591df73401235cbdbf0d1ab1c71e7db7f8b57 \
+    --hash=sha256:6a98f5476ce784a50ce09998f4ae1e6a9f25043cef8a480c98949902eda74620 \
+    --hash=sha256:6ce3b839b34ae1f430b4616893a2945a2999debaa7e94e7e29a2a8bbf286f7b5 \
+    --hash=sha256:70a5b3e9a5dab708c0f039709ae7c68d5b4d254e291ef76492cdba230c8bb5e4 \
+    --hash=sha256:81ae77077a1e16d37a5b61096ccb07c8d90a99b518fa8256b8f21578932f2f62 \
+    --hash=sha256:942b37c5db1899610bd1543ce8e13e4ecff9a4633e7f63bb6aa9205d2644ebd1 \
+    --hash=sha256:94f5000f67ca9faa300863ea17f8bce9175cb67b88bec4bc7780502d53dd7c9e \
+    --hash=sha256:9dd11fb612ce7bc60b1de5b4fc87ff959d22317b5de42aabf392f66f97af22eb \
+    --hash=sha256:a9d8c6e7cd2f0ddf11d8d92e520dd1d9d2abb0cf6ac8831e338666c81e905847 \
+    --hash=sha256:aa55d73b3117d4b07f959cd9eb6f69b375d8df3414139c479388e551aa5d999d \
+    --hash=sha256:ab3722f04f3ff34c23b5012c5873d2894174e06c3822fcdac3610965a5ac7d06 \
+    --hash=sha256:ac6f1ef39f3d0f9e2463303013094992cdbe0f85f43bc54155bc472b2042768e \
+    --hash=sha256:be050fcf32f729eda99f7f75a80bf67612ce16ab9ac1c23a387dcaede95cb70e \
+    --hash=sha256:be152b7570324dc8d01574cc9474dd2d803237acf528bcbb5b211fa347461a09 \
+    --hash=sha256:be5f93a1d21981bfb802ded0d77a0caa92d4342a47d45754fac77e314a506344 \
+    --hash=sha256:c08e649a6313e1291e713623b97a38e5bb4aa580b2a100a94a3309bc6b9c8eb3 \
+    --hash=sha256:c945824670fb8915b4ac879e5e61f3c58e0913022f70a0de4c082b17372f8771 \
+    --hash=sha256:cf662e5ac5707658cb931e19972c4bd99f7b4f8b7bf79d3c821d239fa6b71e64 \
+    --hash=sha256:d9695457a467ff86d23f35037a43deb6f1134dd6d3e2ac8ce1e2087cff09ffb9 \
+    --hash=sha256:ddef37840695f5eef65f9f070fe2d2f510f584c2156203f9f622a5b0584efffd \
+    --hash=sha256:dfabef0230d0697aa0d717385194dd41162e00207a68bf4abf94c2bf4c27dca0 \
+    --hash=sha256:e6b3e64dea5062c570f04358e2711859f3531b459f29516274fbad889079e4f3 \
+    --hash=sha256:f857524b442f0f36e641868ce2171aafa88cb0bc0644f4e1d8a5df9b32649fef
     # via mlflow
 matplotlib-inline==0.2.2 \
     --hash=sha256:3c821cf1c209f59fb2d2d64abbf5b23b67bcb2210d663f9918dd851c6da1fcf6 \
@@ -2842,41 +2839,39 @@ matplotlib-inline==0.2.2 \
     # via
     #   ipykernel
     #   ipython
-mcp==1.27.2 \
-    --hash=sha256:8e02db104096d1c25b28e64bde29a5c32b31bc241710213e12fd4d84985bdfef \
-    --hash=sha256:d6ff5160c6ca65d93013626efb3fc249de683c30b2d8570755ceddd490344de5
+mcp==1.28.0 \
+    --hash=sha256:559d3f9943674cafbe5744c5d3794f3237e8b47f9bbc58e20c0fad680d8487c2 \
+    --hash=sha256:9c1e7cf3a9125557e418ecd4fed8e9adddce81b0dfdae4d6601d700f5beb71a4
     # via 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
+milvus-lite==3.0 \
+    --hash=sha256:2c35d0d046b1faae3402cde1fb73d65f51ee8c6aba65f54de1dda46f7bb18b9b \
+    --hash=sha256:d9a094eab84bdaa4253da3721482282c939da1cce6f4e1759f947e8d3e53406e
     # via feast (pyproject.toml)
 minio==7.2.11 \
     --hash=sha256:153582ed52ff3b5005ba558e1f25bfe1e9e834f7f0745e594777f28e3e81e1a0 \
     --hash=sha256:4db95a21fe1e2022ec975292d8a1f83bd5b18f830d23d42a4518ac7a5281d7c5
     # via feast (pyproject.toml)
-mistune==3.2.1 \
-    --hash=sha256:78cdb0ba5e938053ccf63651b352508d2efa9411dc8810bfb05f2dc5140c0048 \
-    --hash=sha256:7c8e5501d38bac1582e067e46c8343f17d57ea1aaa735823f3aba1fd59c88a28
+mistune==3.3.2 \
+    --hash=sha256:a678a56387d487db7368ede4647cb2ba1deff22ce61f92343e4ebe0ddfce4f2d \
+    --hash=sha256:e12ee4f1e74336e91aa1141e35f913b337c40bdf7c0cc49f21fb853a27e8b62f
     # via
     #   great-expectations
     #   nbconvert
-mlflow==3.13.0 \
-    --hash=sha256:7ca9cb2f623f300dabadaf5e985c85af77c5db3d7c36f56769d22c101b132f6c \
-    --hash=sha256:a95198d592a8a15fad3db7f56b228acc9422c09f0daa7c6c976a9996ab73c3e2
+mlflow==3.14.0 \
+    --hash=sha256:5a1f818fa003035c724162096ce3ded7bc7bc47a1cae595df6173961983f4718 \
+    --hash=sha256:dbf77f7cdb5b5c0ec59b4671c61730b1b914b4dff7a2892e267a547cb5454f56
     # via feast (pyproject.toml)
-mlflow-skinny==3.13.0 \
-    --hash=sha256:ced3d9a580564fae093d14732df8531fb180574f6483d4c642b6083879eb86fc \
-    --hash=sha256:d2273bfa21f776359f7d6ab2267967e3a6732a5fb00996ad433d0e777dfa3b71
+mlflow-skinny==3.14.0 \
+    --hash=sha256:a4880e086365871ef9d78e727a34ea5fb1ce615689579998d48e8c65ee1665a9 \
+    --hash=sha256:e50f4506422c7737157ae6643c165122af7898345f2e828fa93c4f10128653cf
     # via mlflow
-mlflow-tracing==3.13.0 \
-    --hash=sha256:2f8187ce2b1af7419be71d2d8ab5fec53d207d4b8d703cd15e5db64939098d72 \
-    --hash=sha256:42c435b0fdcab00f1865cab4a52f7a85a2a08d68a959f36bcf90a1c9fe65db0a
+mlflow-tracing==3.14.0 \
+    --hash=sha256:854488dd18068f15e2a56f1cc7b8868c611d09ea39068d0a691a3f07e0048cae \
+    --hash=sha256:c2f701e001d35964f23fbbdfdda36c818a76c157b912ae83781199fd714be09a
     # via mlflow
 mmh3==5.2.1 \
     --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
@@ -2986,7 +2981,9 @@ 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
@@ -3013,69 +3010,73 @@ 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 \
@@ -3307,9 +3308,9 @@ 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 \
@@ -3342,9 +3343,9 @@ nodeenv==1.10.0 \
     --hash=sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827 \
     --hash=sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb
     # via pre-commit
-notebook==7.5.7 \
-    --hash=sha256:1f95f79d117e47d20b5555b5c85a397d2cfecf136978aaab767cf0314b09165b \
-    --hash=sha256:d6d59288a25303b25e1dcb71e9b017ec3a785f7d92f38b9bc288ca1970d5b0a8
+notebook==7.6.0 \
+    --hash=sha256:98aa2811b54ac191321d5dfce12ca700f8a511a33a26e4de2fa106a357c43d6a \
+    --hash=sha256:ea13e79e601bf273074895fdfb17dd3f2da916d3c045e0b9c47d18b16ab62481
     # via great-expectations
 notebook-shim==0.2.4 \
     --hash=sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef \
@@ -3352,79 +3353,51 @@ notebook-shim==0.2.4 \
     # via
     #   jupyterlab
     #   notebook
-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
+numpy==2.5.0 \
+    --hash=sha256:016623417bb330d719d579daf2d6b9a01ddc52e41a9ed61a47f39fde46dcd865 \
+    --hash=sha256:0b525be4744b60bb0557ac872d53ef07d085b5f39622bc579c98d3809d05b988 \
+    --hash=sha256:126b88d95e8ff9b00c9e717aa540469f21d6180162f84c0caec51b16215d49cd \
+    --hash=sha256:146b81cdd3967fdb6beca8ba25f00c58741d8f3cbd797f55af0fbe0bfec3469c \
+    --hash=sha256:1a7569a7b53c77716f036bb28cb1c91f166a26ec7d9502cd1e4bdfe502fdec22 \
+    --hash=sha256:1c0121101093d2bd74981b10f8837d78e794a8ff57834eb27179f49e1ba11ac6 \
+    --hash=sha256:22f3d43e362d650bc39db1f17851302874a148ca95ba6981c1dfb5fa6862f35b \
+    --hash=sha256:243563efb4cd7528a264567e9fd206c87826457322521d06206a00bfa316c927 \
+    --hash=sha256:28e7137057d551e4a83c4ae414e3451f50568409db7569aacc7f9811ee06a446 \
+    --hash=sha256:3893adc2dc7c0412ba76777db55a049215d99c9aa3113003be8f49f4f1290ab9 \
+    --hash=sha256:39a0433bd4086ebd462960cf375e19195bb07b53dc1d87dd5fcf47ad78576f03 \
+    --hash=sha256:3b94d0d0deceebfad3e67ae5c0e5eb87371e8f7a0581cd04a779928c2450cf1e \
+    --hash=sha256:44353e2878930039db472b99dc353d749826e4010bd4d2a7f835e94a97a5c748 \
+    --hash=sha256:489780423903667933b4ed6197b6ec3b75ea5dd17d1d8f0f38d798feb6921561 \
+    --hash=sha256:48f54b00711f83a5f796b70c518e8c2b3c5848dda03a54911f23eb68519b9b60 \
+    --hash=sha256:520e6b8be0a4b65840ac8090d4f51cef4bed66e2b0894d5a520f099adc24a9b2 \
+    --hash=sha256:5a129578019311b6e56bdd714250f19b518f7dceeeb8d1af5490f4942d3f891c \
+    --hash=sha256:5dc71423499fab3f46f7a7201155ade1669ea101f2f429d332df9e72f8161731 \
+    --hash=sha256:6206db0af545d73d068add6d992279145f158428d1da6cc49adc4b630c5d6ee5 \
+    --hash=sha256:694d8f74e156f7fd01179f1aa8faa2f648ab6ae0f70b6c3fe57a03249aea2303 \
+    --hash=sha256:6f2d6873e2940c860a309d21e25b1e69af6aaffdd80aa056b04c16380db1c4f2 \
+    --hash=sha256:6f9836778081a0a3c02a6a21493f3e9f5b311f8d2541934f31f05583dc999ea4 \
+    --hash=sha256:7174ce8265fc7f7417d171c9ea8fe905220748893ea67a2a7abe726ec331c4b0 \
+    --hash=sha256:750fb097caf26fa878746d9d119f6f9da12dedcbff1eea966c3e3447647c4a9e \
+    --hash=sha256:835e454dd99b238cdc5a3f63bce2371296f5ebc53ca1e0f8e6ddbb6d92a29aab \
+    --hash=sha256:84881d825ca75249b189bbee875fcfe3238aa5c479e6100893cda566e8e86826 \
+    --hash=sha256:929f0c79ac38bcbd7154fe631dc907abfeddbcc5027a896bd1f7767323271e7a \
+    --hash=sha256:9990713e9c38154c6861e7547f1e3fc7a87e75ff09bab24ef1cc81d81c2835e9 \
+    --hash=sha256:a1a4874217b36d5ac8fc876f52e39df56f8182c88463e9e2dceabf7ca8b7efb8 \
+    --hash=sha256:a55e1eb2bca2cfd17a16b213c99dfc8502d47b0d494224d2122277d0400935ca \
+    --hash=sha256:aaa760137137e8d3c920d27927748215b56014f92667dc9b6c27dfc61249255a \
+    --hash=sha256:b8c3daaf99de52415d20b42f8e8155c78642cb04207d02f9d317a0dcf1b3fb54 \
+    --hash=sha256:bf80333980bf37f523341ddd72c783f39d6829ec7736b9eb99086388a2d52cc2 \
+    --hash=sha256:c83b664b0e6eee9594fa920cf0639d8af796606d3fad6cc70180c87e4b97c7be \
+    --hash=sha256:cc4f247a47bbf070bfd70be53ccdcf47b800af563535e7bbe172322197c30e21 \
+    --hash=sha256:cda12aa4779d42b8771180aba759c96f527d43446d8f380ab59e2b35e8489efd \
+    --hash=sha256:d371c92cfa09da00022f501ab67fafaea813d752eb30ac44336d45b1e5b0268a \
+    --hash=sha256:d4313cef1594c5ce46c31b6e54e918338f63f16ee9322304e8c9114d6d81c8bd \
+    --hash=sha256:e1da54b53e75cd9fcfc23efcc7edab2c6aecf97b6037566d8a0fe804af8ec57c \
+    --hash=sha256:ebb81d9d5443e0309d6c54894c3fbed74ad7da0714352a67b6d773cd189eae73 \
+    --hash=sha256:ece55976ced6bca95a03ae2839e2e5ccffe8eb6a3e7022415645eb154a81e4e6 \
+    --hash=sha256:edadfbd4794b1086c0d822f81863e8a68fc129d132fd0bb9e31e955d7fbbbdb7 \
+    --hash=sha256:f27582c55ba4c750b7c58c8faf021d2cd9324a662b466229db8a417b41368af9 \
+    --hash=sha256:f7e5fa4382967ae6548bd2f174219afb908e294b0d5f625af01166edd5f7d9aa
     # via
     #   feast (pyproject.toml)
     #   accelerate
@@ -3440,6 +3413,7 @@ numpy==2.4.6 \
     #   ibis-framework
     #   imageio
     #   matplotlib
+    #   milvus-lite
     #   mlflow
     #   opencv-python-headless
     #   pandas
@@ -3478,8 +3452,8 @@ opencv-python-headless==4.13.0.92 \
     --hash=sha256:a7cf08e5b191f4ebb530791acc0825a7986e0d0dee2a3c491184bd8599848a4b \
     --hash=sha256:eb60e36b237b1ebd40a912da5384b348df8ed534f6f644d8e0b4f103e272ba7d
     # via easyocr
-openlineage-python==1.48.0 \
-    --hash=sha256:107f460e5836f5a2d618c3b30f816ee5cd18974c7be899c86cac879a379b54c9
+openlineage-python==1.50.0 \
+    --hash=sha256:90edf51b3a42046c6d5aa663eed394a5853b2e0c2f9d3e9019df18014c5a20b2
     # via feast (pyproject.toml)
 openpyxl==3.1.5 \
     --hash=sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2 \
@@ -3679,7 +3653,6 @@ packaging==26.2 \
     #   pandas-gbq
     #   pytest
     #   ray
-    #   safetensors
     #   scikit-image
     #   skops
     #   snowflake-connector-python
@@ -3947,9 +3920,9 @@ pre-commit==3.3.1 \
     --hash=sha256:218e9e3f7f7f3271ebc355a15598a4d3893ad9fc7b57fe446db75644543323b9 \
     --hash=sha256:733f78c9a056cdd169baa6cd4272d51ecfda95346ef8a89bf93712706021b907
     # via feast (pyproject.toml)
-prettytable==3.17.0 \
-    --hash=sha256:59f2590776527f3c9e8cf9fe7b66dd215837cca96a9c39567414cbc632e8ddb0 \
-    --hash=sha256:aad69b294ddbe3e1f95ef8886a060ed1666a0b83018bbf56295f6f226c43d287
+prettytable==3.18.0 \
+    --hash=sha256:439217116152244369caf3d9f1caf2f9fe29b03bd79e88d2928c8e718c95d680 \
+    --hash=sha256:b3346e0e6f79180833aebaac088ae926340586cf6d7d991b9eb125b65f72313a
     # via skops
 prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
@@ -4322,6 +4295,7 @@ pyarrow==24.0.0 \
     #   deltalake
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
     #   mlflow
     #   pandas-gbq
     #   ray
@@ -4445,6 +4419,7 @@ pydantic==2.13.4 \
     #   mlflow-skinny
     #   mlflow-tracing
     #   pydantic-settings
+    #   pyiceberg
     #   qdrant-client
     #   ray
 pydantic-core==2.46.4 \
@@ -4569,9 +4544,9 @@ pydantic-core==2.46.4 \
     --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
     --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.1 \
-    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
-    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
     # via
     #   docling
     #   docling-core
@@ -4592,6 +4567,37 @@ pygments==2.20.0 \
     #   nbconvert
     #   rich
     #   sphinx
+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
@@ -4605,9 +4611,8 @@ pyjwt[crypto]==2.13.0 \
 pylatexenc==2.10 \
     --hash=sha256:3dd8fd84eb46dc30bee1e23eaab8d8fb5a7f507347b23e5f38ad9675c84f40d3
     # via docling
-pymilvus==2.6.15 \
-    --hash=sha256:329a20fed7eb78607306ec80289f55151d9238bcfd3ecc61605b653c268326aa \
-    --hash=sha256:c9e67810b40973d917010c176c6c07d3221a8c65b577bd924ae74fb222da8500
+pymilvus==3.0.0 \
+    --hash=sha256:57c8e7c87fbbf579f122b4df893949bc78e50bca2988527864891bd544817b05
     # via feast (pyproject.toml)
 pymongo==4.17.0 \
     --hash=sha256:0ff6bd2f735ab5356541e3e57d5b7dbfbc3f2ee1ccb10b6b0f82d58af69d1d8e \
@@ -4844,13 +4849,16 @@ pyodbc==5.3.0 \
 pyopenssl==26.2.0 \
     --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
     --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
-    # via snowflake-connector-python
+    # via
+    #   google-auth
+    #   snowflake-connector-python
 pyparsing==3.3.2 \
     --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
     --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
     # via
     #   great-expectations
     #   matplotlib
+    #   pyiceberg
 pypdfium2==4.30.0 \
     --hash=sha256:0dfa61421b5eb68e1188b0b2231e7ba35735aef2d867d86e48ee6cab6975195e \
     --hash=sha256:119b2969a6d6b1e8d55e99caaf05290294f2d0fe49c12a3f17102d01c441bd29 \
@@ -4872,6 +4880,93 @@ pyproject-hooks==1.2.0 \
     # via
     #   build
     #   pip-tools
+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==4.1.2 \
     --hash=sha256:fa5d6159f700d0990a07f4f62df1b7449401dccee9cd7d5d6df8957530841602
     # via feast (pyproject.toml)
@@ -5086,6 +5181,7 @@ python-dateutil==2.9.0 \
     #   moto
     #   openlineage-python
     #   pandas
+    #   strictyaml
     #   trino
 python-docx==1.2.0 \
     --hash=sha256:3fd478f3250fbbbfd3b94fe1e985955737c145627498896a8a6bf81f4baf66c7 \
@@ -5214,6 +5310,7 @@ pyyaml==6.0.3 \
     #   pre-commit
     #   ray
     #   responses
+    #   scylla-driver
     #   timm
     #   transformers
     #   uvicorn
@@ -5488,6 +5585,7 @@ requests==2.34.2 \
     #   moto
     #   msal
     #   openlineage-python
+    #   pyiceberg
     #   pymilvus
     #   python-keycloak
     #   ray
@@ -5536,6 +5634,7 @@ rich==14.3.4 \
     #   codeflare-sdk
     #   fastapi-mcp
     #   ibis-framework
+    #   pyiceberg
     #   typer
 rpds-py==2026.5.1 \
     --hash=sha256:01d17b29c0c23d82b1f4751147ec49cf451f1fc2554eb9ef5f957e55d2656ead \
@@ -5688,54 +5787,48 @@ ruamel-yaml==0.17.17 \
     --hash=sha256:9751de4cbb57d4bfbf8fc394e125ed4a2f170fbff3dc3d78abf50be85924f8be \
     --hash=sha256:9af3ec5d7f8065582f3aa841305465025d0afd26c5fb54e15b964e11838fc74f
     # via great-expectations
-ruff==0.15.16 \
-    --hash=sha256:197c207ed75ffba54a0dec23db4aa939a27a3053073e085e0042433cbdc58e4a \
-    --hash=sha256:1e15bc8c94513dae2a40cc9ef07c94fdd4ecc9e29dabebeebe170f952322c9e3 \
-    --hash=sha256:3a39fec45ab316cc23e7558f23fea4a70403ddb5648ea9a4a3854a16973d0071 \
-    --hash=sha256:408256017284eddf98fff77b29aa4fb30f586042d535b2d9befc6512f400aaec \
-    --hash=sha256:4e4215bc938bc3c8215c1472c1aa437e310fee20cd427335fec9d7e609563628 \
-    --hash=sha256:528c68f39a91498a8d50e91ff5985df3d105782bab49cc378e73ac26bff083e8 \
-    --hash=sha256:580378f7bd4aa25f72e74aa54948a9622f142b1e509521dd10902e886681cc1e \
-    --hash=sha256:6ac3c0b3969cc6cf6b158c4e2f8f682acb58e7d700d8a44b65ecdc72d66ab0b2 \
-    --hash=sha256:7c8d26be963b090f10e29abc8b3e74a2a321f6fa34e02424e30b5af89350ecbb \
-    --hash=sha256:7ed55c58950df60589a9a7a5d2f8fa5f54ebd287163be805adfe6ee95a9de123 \
-    --hash=sha256:8cd61783afb39638a7133ef0d2dfb1e91277593962f81b5a8423eb0b888a6121 \
-    --hash=sha256:a267c46ba1593fc26b8eecbea050b39d40c0b6bb7781ee11c90a02cd10032951 \
-    --hash=sha256:ba93191d79003116b95128c9d306e045200fdbd0bccb782b110f3cd1d4abc5cf \
-    --hash=sha256:bb27515fa6240fb586ae82b901a59e67d24acff86f2190b433dc542fe0435aeb \
-    --hash=sha256:c6ee4b90520630120ef032aa5cc10db483852dff950e78b1d717e2993a61ac8d \
-    --hash=sha256:d05e78d38c78caf020b03789e25106c93017db5a0cb6e2819885018c61343b78 \
-    --hash=sha256:d482feaf51512b50f9790ceb417a56a61dd1e9d9bf967662b9ed27c01b34f53a \
-    --hash=sha256:f198cf4123602a2280ed46c307bcbafe41758d6fee5b456b6b6058ca1514b3b4
+ruff==0.15.18 \
+    --hash=sha256:01a754cd6a1b630d3f97e33eb452cf7a98040482318e870f8bc52a5a30e62657 \
+    --hash=sha256:02299e6e9fa5b297a3f6d5d10d7bcd655c925b028bb8b9d4588214549c6b9ec4 \
+    --hash=sha256:08d4c86a68f2c3ec2c9d56380a71fb4a4f65373055cbb8caabd645e9102f38d4 \
+    --hash=sha256:2186d9e940ae332ab293623a75b5f4fe49565f449954d50a72a046683aa6b809 \
+    --hash=sha256:2330215f1f393fa8733f55edce04fcf94c36a2c460fcde31f78cc84e4951e9b1 \
+    --hash=sha256:2698a964c70e8bf402dcb99c8810472d270d141e7aa8c4e13599fd52033a2f33 \
+    --hash=sha256:37e5108745c2c0705da916d7d4de533ddf547051ef45f62888c31bae73f66318 \
+    --hash=sha256:3fccc153a85417dcd976883160cacce486997b0a0058dd18f54b8aaaac7d1ce2 \
+    --hash=sha256:56949a6ce8b3abde54c0bcb22cebfe57e8771cadc84b407ae8b8eaf67ebdcd43 \
+    --hash=sha256:5a2c40a41a4cadbcf5897b548ab29dfe248b20c540961c0247d98a3973c70403 \
+    --hash=sha256:5c2abf140438032bc77b2284a6c9944ecd8a19e5f1c7b52b1b8e4a0a80d19a7a \
+    --hash=sha256:5f0480ce690cbb6c4db6e5d08f19fce98e10ba131a8b60c1bcdac42771e3ae2d \
+    --hash=sha256:6ba7a07e03a44dbf10bb086ee06705b173625014ec99f73a7e6836a5e5590a0c \
+    --hash=sha256:8b6850172348c8381b8b3084c5915a4393c2373b9b54cd5b5e1ea15812bc10df \
+    --hash=sha256:a6aa6a3d979e48ae617578183674bf264fbe7d0114a796a26bd678d67963c7ff \
+    --hash=sha256:a81beadbbff2c9c245561ae3f77b16709d87f35eec650d0501679239d3449b22 \
+    --hash=sha256:b2c9257fcbd4a3e5b977a1904e6facca016bafe2edc17df24db67cfaee03b4e4 \
+    --hash=sha256:dac80dc8d26b2257dbefabed62f5d255c3937b4ccb122da1fc634794fa3578b3
     # via feast (pyproject.toml)
 s3transfer==0.17.1 \
     --hash=sha256:042dd5e3b1b512355e35a23f0223e426b7042e80b97830ea2680ddce327fc45e \
     --hash=sha256:5b9827d1044159bbb01b86ef8902760ea39281927f5de31de75e1d657177bf4c
     # 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
@@ -5829,68 +5922,48 @@ scikit-learn==1.9.0 \
     #   mlflow
     #   sentence-transformers
     #   skops
-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
+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
@@ -5900,6 +5973,43 @@ scipy==1.17.1 \
     #   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
@@ -5908,9 +6018,9 @@ send2trash==2.1.0 \
     --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c \
     --hash=sha256:1c72b39f09457db3c05ce1d19158c2cbef4c32b8bedd02c155e49282b7ea7459
     # via jupyter-server
-sentence-transformers==5.5.1 \
-    --hash=sha256:02b7740dfc60bdbbcb6061625f5d97a5c1a4e2d3baac5f9391b912bb5eae2290 \
-    --hash=sha256:4fe11d433badc5282d32f7fc08bc714216b7a5aca426f9df77a45a554756deb7
+sentence-transformers==5.6.0 \
+    --hash=sha256:0e7164d051e416c1853ade7c274ff52af3f9da0f4be7f0b83d734c27699e1057 \
+    --hash=sha256:d2075b5e687a1611005e20ab04a6846994d51adfcf39610aed066af3c0c0b81f
     # via feast (pyproject.toml)
 setuptools==80.10.2 \
     --hash=sha256:8b0e9d10c784bf7d262c4e5ec5d4ec94127ce206e8738f29a437945fbc219b70 \
@@ -5918,11 +6028,11 @@ 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 \
@@ -6096,97 +6206,98 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.50 \
-    --hash=sha256:03f4323c980ad0e918cc9e5369b015f759f4e534db5bbaf4dc36832c10d05064 \
-    --hash=sha256:06a9210bdc5f4298cff0781087e2ff45683922252dacc452846373a58761f093 \
-    --hash=sha256:0a31c5963d58d3e3d11c5b97709e248305705de1fdf51ec3bf396674c5898b7e \
-    --hash=sha256:0e104e196f457ec608eb8af736c5eb4c6bc58f481b546f485a7f9c628ee532be \
-    --hash=sha256:0f5e4ac70e9e757f6b3e87c0491ff034442ecd8dfd36d041a50564c322dafc0e \
-    --hash=sha256:0fe7822866f3a9fc5f3db21a290ce8961a53050115f05edf9402b6a5feb92a9f \
-    --hash=sha256:0fec460e18cdbb4c7773531122ce9a27e96c6ca17af3933941d94da475ad2c86 \
-    --hash=sha256:110fdac56ace278949f00de805edacbd6141e382d992f9ba28238b3a0827a600 \
-    --hash=sha256:1208050441471d003b7c8cb4054fb084f185cf35ac3f0ea270803865bca9939a \
-    --hash=sha256:13b85b20f9ab714a666df9d8e72e253ec33c16c7e1e375c877e5bf6367a3e917 \
-    --hash=sha256:15708c613cd5005b7dffe1f66ee6a63ee8f5e46799f71c70ebad74178c676a39 \
-    --hash=sha256:1918a3cf564d16d95bca7301005f41ab2ad50b07cd3b9da50d3ed986db148d6a \
-    --hash=sha256:1aa6e403663a9c43c8fef7ce4bdb4cf48bcd8d352e91deda2a99f963270bd508 \
-    --hash=sha256:1c5f858fe79c9f5d8fda065c06186356acb7f8df3cd52dbd5ee3f200e4b144f5 \
-    --hash=sha256:1fbd55a969d7ac44a98e3dec75016074f809fa08f871585ace58dde110d1bf3e \
-    --hash=sha256:23ae23d8b9d344d30d0a92f06d45825024a5790f1c1dd4cf452636a50d3e58cb \
-    --hash=sha256:27b7062af702c61994e8806ad87e42d0a2c879e0a8e5c61c7f69d81dabe24fdf \
-    --hash=sha256:287086e67275a212c4582d166a6fb03a65ccc5551d80866270ce0dd9f34eccd3 \
-    --hash=sha256:2b9dcc43afef8ac157cd92fce96985d6b8b0cfbd3df4d666f66b4d55a75d202f \
-    --hash=sha256:2c1920cde9d741ba3dda9b1aa5acd8c23ea17780ccfb2252d01878d5d0d628d3 \
-    --hash=sha256:2dab927761d9108550f0cf8e66ff21af56f907a0ce0a689793db615e2b55f62c \
-    --hash=sha256:31648fa14460537e768a7303b078e4344d208e0d23e06867c1f376a227ed82db \
-    --hash=sha256:3699dac4be410e97049a1658e9480da9cde956594aa0f3aebc60b88f21c5ba70 \
-    --hash=sha256:3d10700bd519573f6ce5badbabbfe7f5baea84cdf370f2cbbfb4be28dfddbf1d \
-    --hash=sha256:409a8121b917116b035bedc5e532ad470c74a2d279f6c302100985b6304e9f9e \
-    --hash=sha256:47b71b933e7b4ebad407c8fdfd70d2c4f08b78b3238bb30eebdd6eb32ca51b89 \
-    --hash=sha256:4a8e8af330cbb3a1931d3d6c91b239fc2ef135f7dd471dfa34c575028e0b1fa8 \
-    --hash=sha256:51b637a84f9fa35ae1f9017e786cb142974a25305085e1b378b3647a67f65ad3 \
-    --hash=sha256:545eae198d37bcf837a10ede3684e2af32458d6f35c597c35c2de7502dc38fc4 \
-    --hash=sha256:60922d6599065ddca2c6f376b9aa2f41a6b85a271725e0909490bbc50b1998a5 \
-    --hash=sha256:66e374271ecb7101273f57af1a62446a953d327eec4f8089147de57c591bbacc \
-    --hash=sha256:68b154b08088b4ec32bb4d2958bfbb50e57549f91a4cd3e7f928e3553ed69031 \
-    --hash=sha256:6c206aec519a2e7bd08abbfb33436e325fd22c632d9c21a9047e376ce241646e \
-    --hash=sha256:724f3dcbe53dd0151e3cb5e7ec4ba4c620bede579caacd16275dc35ce06e8615 \
-    --hash=sha256:7af6eeb84985bf840ba779018ff9424d61ff69b52e66b8789d3c8da7bf5341b2 \
-    --hash=sha256:7b1ddb7b5fc60dfa9df6a487f06a143c77def47c0351849da2bcea59b244a56c \
-    --hash=sha256:7e36efdcc5493f8024ec873a4ee3855bfd2de0c5b19eba16f920e9d2a0d28622 \
-    --hash=sha256:83a9fce296b7e052316d8c6943237b31b9c00f58ca9c253f2d165df52637a293 \
-    --hash=sha256:8b53784972ade4f8174b9aa661f31a06f8a936d2cfdd602913ff3c6dd40ae873 \
-    --hash=sha256:8f00e3eb43ba30eb1b238ee03a8a62309486d1321eda3328bb611e0340033ad8 \
-    --hash=sha256:92064363517a3ff8212b5a93b8c62876579d8dfd1ca5b561335f30152d884fa9 \
-    --hash=sha256:9602c07b03e1449747ecb69f9998a7194a589124475788b370adce57c9e9a56e \
-    --hash=sha256:96fbee6b19c19cd1556c8bf9419447cf2ec149ffcab7ab64348c23e54ef8547f \
-    --hash=sha256:9d1af51558029a156a70986b7df88f042b3d158d7c8d8fb5072912d4b32d89c7 \
-    --hash=sha256:adc0fe7d38d8c8058f7421c25508fcbc74df38233a42aa8324409844122dce8f \
-    --hash=sha256:af5607d11ef90fd6a5c0549fe0045dce1663d427426bcfb506dcb5346a85a3b9 \
-    --hash=sha256:b00098cdbdbd38c7be3d568b0c9c3122b8c0ec62b911b57cd5e6e0254d60a76d \
-    --hash=sha256:bef4ac756363227ef6402a75fee025a4bc690f92328e825868939b3b3a446a6d \
-    --hash=sha256:c4e70c46fad30c3bcc6a4708bc0130a3173e11a5b25f0ea4a9d8911b450f1f52 \
-    --hash=sha256:c5c3cdb753a9004183e1ccb634b41611654c989e61bc68617ce878e46d6f1e51 \
-    --hash=sha256:c966932507a4d7d0a37314927dbfcd89720e3f37d2a1e3352e7ae7939fa8e8a0 \
-    --hash=sha256:e195687f1af431c9515416288373b323b6eb599f774409814e89e9d603a56e39 \
-    --hash=sha256:e6e814658818fd165e749e3d8490ef16cc7f379a118c37ada8b0589ffbaaac22 \
-    --hash=sha256:e8e1b0f6a4dcd9b4839e2320afb5df37a6981cbc20ff9c423ae11c5537bdbd21 \
-    --hash=sha256:ea1a8a2db4b2217d456c8d7a873bfc605f06fe3584d315264ea18c2a17585d0b \
-    --hash=sha256:eefd9a03cc0047b14153872d228499d048bd7deaf926109c9ec25b15157b8e23 \
-    --hash=sha256:f96233858e3df43932ac11589e22520da6e8aeb624b03fedfeebb0e8ea213086 \
-    --hash=sha256:faffef4bcc20a1892e65e155293d99d60855bbbc79250ab712819cfd56a8e6bb
+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]==30.9.0 \
-    --hash=sha256:20bed04b6482bf13560206cae517f451f46c321e04956ad71271ed1f12ce8802 \
-    --hash=sha256:59b5f74f4d391e32e6980e8cd23cca8d47beac3c0140b711ead9ed05a824a8b5
+sqlglot[rs]==30.11.0 \
+    --hash=sha256:1a23c6e2adb41da61fda46b1848d2fa26341d447fc0f0cd5ca21160362100991 \
+    --hash=sha256:cffdee57d1f2f5472dc9f13087e618cf795841172b7d5ef78b63a051a52d2710
     # via
     #   feast (pyproject.toml)
     #   ibis-framework
-sqlglotc==30.9.0 \
-    --hash=sha256:197f30830a4c40d39655e9d97c91b179dcd1c88635d34d5281a15536cb04030e \
-    --hash=sha256:3f132418f0facde6319611dbaf4d47b6f8a7ca37527cda5337f7253ddbd0f62d \
-    --hash=sha256:45e65c77a2a3887934d16421db019a1081403ddc4d2ec359d61971d0ace8f48a \
-    --hash=sha256:46f004fda92af8676577171e2172892aced1ec7baa1388b26b25be37e980164f \
-    --hash=sha256:54788de9eac748135afc322e0385a040296fb6e35fabd213f3387e09821eab50 \
-    --hash=sha256:65a84bc3cca32acef23f3b7366cd85eece18536eac41bd364a87d64fcee97470 \
-    --hash=sha256:7848eb58afdf74e056cf3fbbc8ea4c70b94e6a106d967c7abc628ed8f2acefc8 \
-    --hash=sha256:8060a9446768b810d4f89e1263b04ffdacc67a2c1711aa4af9e7d22be4ac59ed \
-    --hash=sha256:88c98db55e0f673f4bd80f2662a07bc234e9a37d321a1044ca6ff2f3598d42db \
-    --hash=sha256:955c58c5fe0b555304fed58c5bf960a27211cfba2fb0ff0ead6a8253a35b6e17 \
-    --hash=sha256:ab1763090f60581bdabf304c86ef465d3b019244c0b7610db15562bb52688d70 \
-    --hash=sha256:b7d8aff3f33f2930dbdc6b7de875d3c22414528755631f3183d1e982fd7ae255 \
-    --hash=sha256:c4879678e5bca435245951669ce8790651e9806760fbbbe48772440c9f392b43 \
-    --hash=sha256:d57133358daec2003a86f533ca5c38306680cdc60d71e3d25174b182da667b45 \
-    --hash=sha256:d98f26796bc4ab5f0fc2c9ac5eae9dc6ca2d8793abcdffab0a3f8937f9d27ff0 \
-    --hash=sha256:e1829f6d77b1de1c7481ea289ee1615c1ca9e37149cbd20663742bd42f1cfe2a \
-    --hash=sha256:e1c79d46e1733a53c97a78fea76cad6e45e922058afa948e60b796b3546182a3 \
-    --hash=sha256:ee104e4781b4ee656c7461056e8a1ca34dcd0256ade5db5bb8d5eaf4b470ac12 \
-    --hash=sha256:f932992dea9fbdf797cc40da1752e2df423867d0e5de98663f0136822224293e \
-    --hash=sha256:faa3ec4c15894d70341390db2a0b890c92f57c79a0398f7f954f345aea59060a \
-    --hash=sha256:fcea2b7d0dca702f2c0f0af41da8552c39a749f2e63d66757c947f97344ab11f
+    #   sqlglotc
+sqlglotc==30.11.0 \
+    --hash=sha256:20e662593a96c0086edc46b336bc772d213901fd09add99a3326661793ba7018 \
+    --hash=sha256:2f4bcc7b76634171edccc13aabba9c1bea51f97caf2187daacbe433004058dc3 \
+    --hash=sha256:2f6741bff8c92777ecdd05f97d5dcd61614c05b1a01dbf7b10198dfd176060d6 \
+    --hash=sha256:349e6b1e79baefebeda9ea457bb06a8f348aaacf0fc39c2f4b6a54ddef19cbb4 \
+    --hash=sha256:3fb6b4aa751485d5415539762ff16668978436eff946de51985d811c23aba1d4 \
+    --hash=sha256:44eb032a8ebd50bd7d835024f5f50363e1720fbbed1710bca8160f26ebeab59b \
+    --hash=sha256:5c36388963d82aacb4287c7859cc40a08c15fa0dfaf0ad055679b53ba602016b \
+    --hash=sha256:64f0a3d05a92aef5911a2aed058af3195ea08a11a68b3d7befe6dd04d3c2aa66 \
+    --hash=sha256:6ce71f4d31459df966f3752848f397e254ff5d4e2772594e539e23cff0f2bbc8 \
+    --hash=sha256:742c108c8089d39280c229eb7a57838fc907f3b01620de948502b2f3211cf301 \
+    --hash=sha256:76734c1684663fa2899a990446562c635c7057cc431bc1c79920e26423727488 \
+    --hash=sha256:8c6ed84d557772880a082ef29d18b0c2cfee2d177e6528b30df2b7eaf6adb585 \
+    --hash=sha256:9c1cdfc5544cc4e23d31b966f007cc2be16e697cef86b97cba2ffd246f344256 \
+    --hash=sha256:a2cbeec4ec4591268585e5ad5f55fbee30ccd68227b5d2f77d483cdd63b65963 \
+    --hash=sha256:a357a6bf6321796c8506520340feb5052bf76c658a2455aabbbdd7d85c8fd5da \
+    --hash=sha256:ba16b178d2ad9ab1eac38fb1415434abecaf342d3a487c3128649fe8c0d1e500 \
+    --hash=sha256:ba3a0f215ba81c276759a4e6331f8af1948d803d38c3f5ed684119c5d6f1d82a \
+    --hash=sha256:d49533b4a851f3603ecba9a724c32f227bca90cc0034b8a3ad66acdbde759a90 \
+    --hash=sha256:d5759b32f0492f5196f7611f9f5233ff636e91441d9b5cd2309c939cd532f11c \
+    --hash=sha256:eedab4e58c2baa2bf6b9864505aaf7bdbde92c0370854dfdbce5a3cf72bc4be4 \
+    --hash=sha256:ff9d1917f5238e6d8261c79bc911726787220fa85805beca348a36d4aecc71f8
     # via sqlglot
 sqlglotrs==0.13.0 \
     --hash=sha256:6b934a244b16f26fca50974328a2ebc7689583c59f06203cebb46e2e6e8d93a7 \
@@ -6207,23 +6318,27 @@ sqlparse==0.5.5 \
     --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba \
     --hash=sha256:e20d4a9b0b8585fdf63b10d30066c7c94c5d7a7ec47c889a2d83a3caa93ff28e
     # via mlflow-skinny
-sse-starlette==3.4.4 \
-    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
-    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
+sse-starlette==3.4.5 \
+    --hash=sha256:83072538bc211a2f68b7b0422226c4af3e9b62e106e07034664b832ca019842a \
+    --hash=sha256:e71bad53323f65573c3864a6c3bd0c1eb6e5f092b2e48082b0c35927d19ca296
     # via mcp
 stack-data==0.6.3 \
     --hash=sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9 \
     --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
     # via ipython
-starlette==1.2.1 \
-    --hash=sha256:4de0082d08c8f6764a85a54cf1120d6939507a19905c7768acad2a9f875d2b89 \
-    --hash=sha256:9b9b5ebb992e67d6093741e63c2f59e4f6fff986f81163c087867bd7b924b3f6
+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
@@ -6238,16 +6353,18 @@ 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==4.15.0rc3 \
-    --hash=sha256:2a9dad9a10ef1aff91c3df43b7387768ed16616d83bc591b92cefd54d3426faf \
-    --hash=sha256:9e8a1ca7b15d3cbd907dec45d5823f512a01b67cc22d9db6af86fa41b47e561b
+testcontainers==4.15.0rc4 \
+    --hash=sha256:42e26bf7b26b65ed9357b6c58217688519050326cb625c5f04ed09641ae613f1 \
+    --hash=sha256:bf1be1f33b7e20d1d515c10d0df03ddb23fe35a208cb25cef131d80f1799da2b
     # via feast (pyproject.toml)
 threadpoolctl==3.6.0 \
     --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb \
@@ -6423,35 +6540,31 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-torch==2.12.0 \
-    --hash=sha256:10802fd383bbfed646212e765a72c37d2185205d4f26eb197a254e8ac7ddcb25 \
-    --hash=sha256:10ee1448a9f304d3b987eb4656f664ba6e4d7b410ca7a5a7c642199777a2cf88 \
-    --hash=sha256:1834bd984f8a2f4f16bdfbeecca9146184b220aa46276bf5756735b5dae12812 \
-    --hash=sha256:2140e373e9a51a3e22ef62e8d14366d0b470d18f0adf19fdc757368077133a34 \
-    --hash=sha256:3fee918902090ade827643e758e98363278815de583c75d111fdd665ebffde9f \
-    --hash=sha256:415c1b8d0412f67551c8e89a2daca0fb3e56694af0281ba155eaa9da481f58b4 \
-    --hash=sha256:4b4f64c2c2b11f7510d93dd6412b87025ff6eddd6bb61c3b5a3d892ea20c4756 \
-    --hash=sha256:5d6b560dfa7d56291c07d615c3bb73e8d9943d9b6d87f76cd0d9d570c4797fa6 \
-    --hash=sha256:5f96b63f8287f66a005dd1b5a6abba2920f11156c5e5c4d815f3e2050fd1aa16 \
-    --hash=sha256:6a7512adfdd7f6732e40de1c620831e3c75b39b98cef60b11d0c5f0a76473ec5 \
-    --hash=sha256:864392c73b7654f4d2b3ae712f607937d0dbb1101c4555fbb41848106b297f39 \
-    --hash=sha256:891c769072637c74e9a5a77a3bc782894696d8ffec83b938df8536dee7f0ba78 \
-    --hash=sha256:8b958caff4a14d3a3b0b2dfc6a378f64dda9728a9dad28c08a0db9ce4dafb549 \
-    --hash=sha256:8fbef9f108a863e7722a73740998967e3b074742a834fc5be3a535a2befa7057 \
-    --hash=sha256:90dd587a5f61bfe1307148b581e2084fc5bc4a06e2b90a20e9a36b81087ff16b \
-    --hash=sha256:a43ac605a5e13116c72b64c359644cce0229f213dde48d2ae0ae5eb5becf7feb \
-    --hash=sha256:a6a2eebb237d3b1d9ad3b378e86d9b9e0782afdea8b1e0eba6a13646b9b49c07 \
-    --hash=sha256:af68dbf403439cae9ceaeaaf92f8352b460787dcd27b92aa05c40dd4a19c0f1e \
-    --hash=sha256:b41339df93d491435e790ff8bcbae1c0ce777175889bfd1281d119862793e6a2 \
-    --hash=sha256:b4556715c8572758625d62b6e0ae3b1f76c440221913a6fb5e100f321fb4fb02 \
-    --hash=sha256:c12592630aef72feaf18bd3f197ef587bbfa21131b31c38b23ab2e55fce92e36 \
-    --hash=sha256:c66696857e987efb8bc1777a37357ec4f60ab5e8af6250b83d6034437fa2d8f3 \
-    --hash=sha256:cf9839790285dd472e7a16aafcb4a4e6bf58ec1b494045044b0eefb0eb4bd1f2 \
-    --hash=sha256:d47e7dee68ac4cd7a068b26bcd6b989935427709fae1c8f7bd0019978f829e15 \
-    --hash=sha256:d4d029801cb7b6df858804a2a21b00cc2aa0bf0ee5d2ab18d343c9e9e5681f35 \
-    --hash=sha256:dd37188ea325042cb1f6cafa56822b11ada2520c04791a52629b0af25bdfbfd9 \
-    --hash=sha256:e2ad3eb85d39c3cab62dfa93ed5a73516e6a53c6713cb97d004004fe089f0f1f \
-    --hash=sha256:f7dfae4a519197dfa050e98d8e36378a0fb5899625a875c2b54445005a2e404e
+torch==2.12.1 \
+    --hash=sha256:107df6888624bdea41508f9aeb6149d9333c737a5530ceecb56c904e811369ae \
+    --hash=sha256:2af3d9cc866e0a15ae7635ff0a9c61d6624a353ad657f5bcd8d86c26cdc64693 \
+    --hash=sha256:2afbb2bdaa8a95040e733f05492ddf133c3967c9b7ce0abd218d704b6cab437d \
+    --hash=sha256:2de4e19b88a481482c6c75291f2d6a52eda3ce51f311b29aa9b68499c830c07c \
+    --hash=sha256:3867b861391701012adb2df93360efb88494dca245a185e3bb7624495cfe3f33 \
+    --hash=sha256:42cd7339bf266f14944710e8274be63e7e012bb937834a8d85a8327a9860eba6 \
+    --hash=sha256:649e4ced014ba646f76f8cb9c9726735a6323eb321b7919f942790a923f90921 \
+    --hash=sha256:6e29e7e74d05bda7d955c75e99459f878ebd970ef851b4057edbd3b34a5eb4a3 \
+    --hash=sha256:7973ccd3d2cd35c74449213f7bded199bec6c6247e705cbeda7407af79703d91 \
+    --hash=sha256:97eba061fcb042fed191400b15568990073d67eaacaa6ee9b7ca01dd8b790fe9 \
+    --hash=sha256:a513506cfda3c1c78dabeb6574c1597538c0254b3d39af174dde35d8177f4ce3 \
+    --hash=sha256:a7817f0f89a796d9de239d06f69faf5d7e19a6a5db6710a5ead777c912f9f50a \
+    --hash=sha256:c64ac4aac16be5e296dcd912305605804b203333c690bf98c55bc09494ee92ad \
+    --hash=sha256:c75e93173c700bccd6bfcc4a9d19ce242ab6dacd1f1781483027a16239b9e650 \
+    --hash=sha256:d2dd0f2c5f7ccbddaf34cade0deaf476808368f902b9cdb7f36a2ab42301bc0e \
+    --hash=sha256:dd15595f8fc764cffde8c6361a3beb6ef69a028c851b1b3e70e077f615980d4e \
+    --hash=sha256:e86550597877fb272ddc52db2f85b82cb601ea7bd932576a0340152cae2200b3 \
+    --hash=sha256:e9b6f7d2dd66ea87a3ae620069d31335d594c06effb1a383bdd21cfe61e44ece \
+    --hash=sha256:ec56e82be6a8b0c036771a77f7d32ad3c299770571af9815b3dafe61434389d5 \
+    --hash=sha256:ef81f503912effea2ce3d9b12a2e3a6ed488943e91271c90c7a829f60baf6aa2 \
+    --hash=sha256:f4afc8083dff08719edbea346644476e3cec0cf40ebe256be0ee5d5b7c7e8c0d \
+    --hash=sha256:f6dc4caf7eb4adb38a2d9f536b51db56310fdd1254e69a2d96767e1367c892b3 \
+    --hash=sha256:f92609e3b3ce72f25e2eb780d043ced2480c1a86c47c852604fc7a9108648386 \
+    --hash=sha256:fcb61ccd20784b62bdd78ec84238a5cfb383b4994902e03bac95505ab360884c
     # via
     #   feast (pyproject.toml)
     #   accelerate
@@ -6461,51 +6574,47 @@ torch==2.12.0 \
     #   sentence-transformers
     #   timm
     #   torchvision
-torchvision==0.27.0 \
-    --hash=sha256:0822b58d2c5d325cd0c7152b744acbd15f898c07572e2cfb70b075a865a4f6f9 \
-    --hash=sha256:1a6dd742a150645126df9e0b2e449874c1d635897c773b322c2e067e98382dfe \
-    --hash=sha256:1c01f0d1091ae22b9dfc082b0a0fe5faaf053686a29b4fb082ba7691375c73cf \
-    --hash=sha256:1c2db4bde82bc48ebff73436a6adf34d4f809448268a70d9a1285f5c8f92313d \
-    --hash=sha256:2664d06acd64d328aa7689b0d0c81ee31e240e9977d8768816b4be7c66c03211 \
-    --hash=sha256:2c037709072ca9b19750c0cbe9e8bb6f91c9a1be1befa26df33e281deccbd8c7 \
-    --hash=sha256:2c4099a15150143b9b034730b404a56d572efe0b79489b4c765d929cb4eac7f3 \
-    --hash=sha256:419c98a9275b27660cdce6d09080fd5974d1ec1d4a225f71439ebacb3b0c4e64 \
-    --hash=sha256:41d6dae73e1af09fa82ded597ae57f2a2314285acde54b25890a8f8e51b999d7 \
-    --hash=sha256:5bb82fc3c55daf1788621e504310b0a286f1069627a8742f692aebb075ef25a7 \
-    --hash=sha256:65772ff3ec4f4f5d680e30019835555dd239e7fefee4b0a846375fe1cb1592ef \
-    --hash=sha256:70f071c6f74b60d5fe8851636d8d4cd5f4fa29d57fd9348a87a6f17b990b95ba \
-    --hash=sha256:72bf547e58ddb948689734eed6f4b6a2031f979dba4fb08e3690688b392e929f \
-    --hash=sha256:7a9966a088d06b4cf6c610e03be62de469efa6f2cd2e7c7eed8e925ed6af59ac \
-    --hash=sha256:91f61b9865423037c327eb56afa207cc72de874e458c361840db9dcf5ce0c0eb \
-    --hash=sha256:9bb9251f64b854124efed95d02953a89f7e2726c3ca662d7ea0151129157297f \
-    --hash=sha256:a49e55055a39a8506fe7e59850522cab004efb2c3839f6057658889c1d69c815 \
-    --hash=sha256:aaafa6962c9d91f42503de1957d6fa349907d028c06f335bd95da7a5bc57147d \
-    --hash=sha256:aee384a2782c89517c4ab9061d2720ba59fd2ffe5ef89d0a149cc2d43abdf521 \
-    --hash=sha256:b4aacff70ea4b7377f996f9048989c850d221fef33658ddbcae42aa5bd4ca11a \
-    --hash=sha256:b4c6bb0a670dcba017b3643e21902c9b8a1cc1c127d602f1488fa29ec3c6e865 \
-    --hash=sha256:c1fac0fc2a7adf29481fc1938a0e7845c57ba1147a986784109c4d98f434ea8c \
-    --hash=sha256:c5121f1b9ab09a7f73e837871deb8321551f7eaeb19d87aa00de9191968eae44 \
-    --hash=sha256:c9f44e35e6ec01caedacce9e941a5bf21fe424403321efac2507a201273653c5 \
-    --hash=sha256:cbf89764fc76f3f17fbf80c12d5a89c691e91cb9d82c38412aaf0568655ffb19 \
-    --hash=sha256:dadea3c5ecfd05bbb2a3312ab0374f213c58bf6459cb059122e2f4dfe13d10ed \
-    --hash=sha256:df0c166b6bdf7c47f88e81e8b43bc085451d5c50d0c5d1691bc474c1227d6fed \
-    --hash=sha256:f44453f107c296d5446a79f7ac59733ad8bf5ddfa04c53805dfbae298a42a798
+torchvision==0.27.1 \
+    --hash=sha256:08aa33bc8e062cca32aefa90ac714916c5a855cbe1ab4c6148fc0453eb40ca5a \
+    --hash=sha256:0b6e3aa98b7433506bbce1d0d05cb13ec787fc6eb8c5fbd998b26ce05f047543 \
+    --hash=sha256:12deaee20d0d9dec6302025d3f93354266befeb692f5c50bca0137b395598b9e \
+    --hash=sha256:18bc906235bfa901c135acd239f05b8c8ab90d502830cf1ef2cba3301e1f8a23 \
+    --hash=sha256:448abfc3baba984da4577f737209e445da6be93e3b5f4799d90162bf61e3f485 \
+    --hash=sha256:68ba63b48af92f06db995adb23d8411993dba1dee705a4e92411b83a00930b7f \
+    --hash=sha256:8abb6d5cacd56486ca2240e5580750e53ac559412e472ea6a3cee83231a77ca7 \
+    --hash=sha256:916448be4b19676677b0dbf47d08f68b7955ea0abec7fc79340c31e217a824ba \
+    --hash=sha256:9edfb5a549fc2f30ccadb24eca907901e92e426c91a59316be6703a9360e5098 \
+    --hash=sha256:9f5ef59ad60e695796eca6b64e97cb9b21b9d5463cac5ac0ef86cfb72b6e5db9 \
+    --hash=sha256:a1d6a123009af59ad288459f579f67a65cbe8f59372dc7b97e41bc01a6a9b767 \
+    --hash=sha256:a726707e4cbe438fcc507d787af7acf6bca52de30bf4b03579f1dfc0675da829 \
+    --hash=sha256:a9ea9a8abdd23466a5f1c09523cb27dc61e36c16fc7e5e88b337ca54f530b1ef \
+    --hash=sha256:aabe47970a00a3c0574360bfbd4ca3d6162a51f3fa1283a29cd528018dd13088 \
+    --hash=sha256:ab2f8047c2da5bf6742fec6da86840e5feaeb0cea76930d0536f3520df31e166 \
+    --hash=sha256:ad8743a9c12c8c124ad0a1491e54c3ca0c749e91e374e3d92136060b22c9e0f4 \
+    --hash=sha256:ae3d49e57c4abc8eafc1a1971f80fc4948a6268fa69340737ca4466936def080 \
+    --hash=sha256:b3e9bc71854fddbf94ddb69ed8d88983945f3f28f78ee104214b0088669af66a \
+    --hash=sha256:b44ef28ad1963f8cba5bf82f3564c454c74be300df9f79efa43f773312d17d6c \
+    --hash=sha256:c2fd9902f23b56b6ac667213171672fb6c89287ff011918b04af053852a2c4eb \
+    --hash=sha256:d0b00ae58379e6c936ce4816b1b8b94cefb1bd1c2a88eccbadfc993de7a430ca \
+    --hash=sha256:d11da1ce8a5cc7fc527f2d5e0fe25efba93687897fe9339382b593910b1d1c6e \
+    --hash=sha256:d60311a6d08df905f9656a3a312f0a8f55f0d46321bc737bad30a8dec9644309 \
+    --hash=sha256:f3b57a984283896f15c9698562418282f828332886c77315bf269936e6ba0280
     # via
     #   feast (pyproject.toml)
     #   docling-ibm-models
     #   easyocr
     #   timm
-tornado==6.5.6 \
-    --hash=sha256:1c34cfab7ad6d104f052f55de06d39bbafc5885cfeb4da688803308dbcfa90b7 \
-    --hash=sha256:2543597b24a695d72338a9a77818362d72387c03ae173f1f169eadc5c91466ac \
-    --hash=sha256:385f35e4e22fb52551dfcda4cdc8c30c61c2c001aef5ddad99cdfe116952efd3 \
-    --hash=sha256:38bc01b4acacded2de63ae78023548e41ebe6fbed3ec05a796d7ae3ad893887e \
-    --hash=sha256:65fcfaafb079435c2c19dc9e07c0f1cf0fa9051759ed0a7d0a3ba7ea7f64919c \
-    --hash=sha256:6739bf1e8eb09230f1280ddbd3236f0309db70f2c551a8dbc40f62babdf82f79 \
-    --hash=sha256:8666946e70171b8c3f1fc9b7876fac492e84822c4c7f3746f4e8f8bc9ac92a79 \
-    --hash=sha256:9a365179fe8ff6b8766f602c0f67c185d778193e9bdd828b19f0b6ed7764177d \
-    --hash=sha256:b942e6a137fda31ff54bf8e6e2c8d1c37f1f50583f3ed53fb840b53b9601d104 \
-    --hash=sha256:db475f1b67b2809b10bb16264829087724ca8d24fe4ed47f7b8675cae453ef86
+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
@@ -6513,9 +6622,9 @@ tornado==6.5.6 \
     #   jupyterlab
     #   notebook
     #   terminado
-tqdm==4.68.0 \
-    --hash=sha256:b79a3ae57db4c870a55352e43abb33b329557cd75b1483028909286ff22a2c03 \
-    --hash=sha256:c627124266fe7904cabb70e88a940d75a06b889a0b11680307a67c18ce094f19
+tqdm==4.68.3 \
+    --hash=sha256:00dfa48452b6b6cfae3dd9885636c23d3422d1ec97c66d96818cbd5e0821d482 \
+    --hash=sha256:39832cc2def2789a6f29df83f172db7416cea70052c0907a57801c5f2fdccb03
     # via
     #   feast (pyproject.toml)
     #   datasets
@@ -6523,7 +6632,6 @@ tqdm==4.68.0 \
     #   docling-ibm-models
     #   great-expectations
     #   huggingface-hub
-    #   milvus-lite
     #   mpire
     #   semchunk
     #   sentence-transformers
@@ -6535,6 +6643,7 @@ traitlets==5.15.1 \
     #   ipykernel
     #   ipython
     #   ipywidgets
+    #   jupyter-builder
     #   jupyter-client
     #   jupyter-core
     #   jupyter-events
@@ -6762,9 +6871,9 @@ tzdata==2026.2 \
     #   arrow
     #   ibis-framework
     #   pandas
-tzlocal==5.3.1 \
-    --hash=sha256:cceffc7edecefea1f595541dbd6e990cb1ea3d19bf01b2809f362a03dd7921fd \
-    --hash=sha256:eb1a66c3ef5847adf7a834f1be0800581b683b5608e74f86ecbcef8ab91bb85d
+tzlocal==5.4.3 \
+    --hash=sha256:24ce97bb58e2a973f7640ec2553ab4e6f6d5a0d0d1aa9dc43bca21d89e1feb82 \
+    --hash=sha256:3a8c9bc18cf47e1dcde252ea0e6a72a6cde320a400b6ac6db1f1f8cccd553c00
     # via
     #   great-expectations
     #   trino
@@ -6779,6 +6888,7 @@ urllib3==2.7.0 \
     #   feast (pyproject.toml)
     #   botocore
     #   clickhouse-connect
+    #   databricks-sdk
     #   docker
     #   elastic-transport
     #   great-expectations
@@ -6969,9 +7079,9 @@ watchfiles==1.2.0 \
     --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
     --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
-wcwidth==0.7.0 \
-    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2 \
-    --hash=sha256:90e3a7ea092341c44b99562e75d09e4d5160fe7a3974c6fb842a101a95e7eed0
+wcwidth==0.8.1 \
+    --hash=sha256:f453740b1e4a4f3291faa37944c555d71056c4da08d59809b307ef4feba695c8 \
+    --hash=sha256:faf5b4a5366a72dc49cad48cdf21f52bdf63bdda995178e483ba247ff79089b9
     # via
     #   prettytable
     #   prompt-toolkit
@@ -7071,97 +7181,97 @@ widgetsnbextension==4.0.15 \
     --hash=sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366 \
     --hash=sha256:de8610639996f1567952d763a5a41af8af37f2575a41f9852a38f947eb82a3b9
     # via ipywidgets
-wrapt==2.2.1 \
-    --hash=sha256:036dfb40128819a751c6f451c6b9c10172c49e4c401aebcdb8ecf2aec1683598 \
-    --hash=sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624 \
-    --hash=sha256:05d5cb74d1b232ec8cfa130a8f900708699ff2491d97b8f85a4cdc5996294b85 \
-    --hash=sha256:07be671fa8875971222b0ba9059ed8b4dc738631122feba17c93aa36b4213e9a \
-    --hash=sha256:09ac16c081bebfd15d8e4dfa5bdc805990bbd52249ecff22530da7a129d6120b \
-    --hash=sha256:0d9ff006f420b2ec8296aa56ade43ea7da3e997e85769f0aafc5e0661aacb710 \
-    --hash=sha256:0f68f478004475d97906686e702ddbddeaf717c0b68ad2794384308f2dc713ae \
-    --hash=sha256:17de18fc12cea55b8a9587314cb830573e37fb33b247a7515696350863714188 \
-    --hash=sha256:1ae574d65c9fa8e86f64f6a7c2668f9fcd507b183e0e577619f504b883cb0a6c \
-    --hash=sha256:1c9934ea5d92957e3cd0adbc0845539dccfd62710ebe16195a8c66c53954db36 \
-    --hash=sha256:1d676ee388bc42a04d56dd7deb5605244dac2e35cc2fadbb43c9fa25bbd93508 \
-    --hash=sha256:1ffa9cfd4bdb581539951b14ae661ff20ed0c3599b3e911a131ee0ec5ac11337 \
-    --hash=sha256:2076d2335085eb09b9547e7688656fa8f5cf0183eab589d33499cd353489d797 \
-    --hash=sha256:211f595f8e7faae5c5930fcc64708f2ba36849e0ba0fd653a843de9fa8d7db77 \
-    --hash=sha256:24c52546acf2ab82412f2ab6fc5948a7fe958d3b4f070202e8dcdd865489eaf9 \
-    --hash=sha256:2d83966dc7f4f45e8b97b5933685ac2e6e67fc0e19246ea314bceb9a8970c956 \
-    --hash=sha256:2de9e20769fe9c1f6dcdc893c6a89287c5ccf8537c90b5de78aed8017697aad5 \
-    --hash=sha256:2e08688ab16525897da6589d56d0aebaf417bbe91c2d8e3b96203b1efa596e85 \
-    --hash=sha256:2f8c90c8afde51969487be4e1343ae049b268854877d415c2510baf833775052 \
-    --hash=sha256:368eac1e20fd0bb03dd3cc42bf9887154c3861b60989389ccb5fac032617d215 \
-    --hash=sha256:3aafea2975caef8ca49400640dde02cc7426e798f24870ed01f490bc3cffd32f \
-    --hash=sha256:3e2f02472a1cbbf3884b365714a810b5947134a95ad6952b554cb8cce9d492b0 \
-    --hash=sha256:3ffad790d9d11d8ecf9f17c4bb671a5b4089e4d8b575c46c5129597f41f836b0 \
-    --hash=sha256:401229e9d63ca09f9b8891ecf83798d26c11bbb445d11ed9f1836b6d4585b38a \
-    --hash=sha256:436addbc4bb4fc0a88c702577f51195d7d73683a7f3e0e5b253d8404d7847243 \
-    --hash=sha256:44255c84bc57554fed822e83e70036b51afa9edb56fc7ca56c54410ece7898c9 \
-    --hash=sha256:50972a1d974ea07725a7f6b1cec5f8759008afd030a0024843ebe7d52de47f2b \
-    --hash=sha256:5590d63f5243251641cf543009b4c9314a79d0598fdb8a8e4cfc918494536c53 \
-    --hash=sha256:585916e210db57b23543342c2f298e42331b617fd0c934caf5c64df44de8640e \
-    --hash=sha256:5f1845c2a8cc1180ccccfa45785dd06f562730d19ef75be180334254012b6283 \
-    --hash=sha256:5fa9bf3b9e66336589d03f42abce2da1055ad5c69b0c2b764852a8471c9b9114 \
-    --hash=sha256:61a0013344674d2b648bc6e6fe9828dd4fc1d3b4eb7523809792f8cb952e2f16 \
-    --hash=sha256:61acce4257a9883669703c525447c5b4c392edf0f987ae77ec32668440158f0e \
-    --hash=sha256:628f5220c7a904d5fc78f7075c8d7871433eb6d035c94728a22fdf85f193d2a8 \
-    --hash=sha256:64b7deeda4b70408e382328d8bbe52a256fe9bc63ae3db86d804608367e5422c \
-    --hash=sha256:6744f504375775d7609c82c8d3d94af1c9a6f05586984536905908ba905277b9 \
-    --hash=sha256:67a97e5b6c457f0cd3cfc19ebb2d84463e60c3ece754cc831e4281a3ca29bb18 \
-    --hash=sha256:69f2e9244542cb34dd59c7f073445b9e54ad9f3fce8d93606c368a1b499fc413 \
-    --hash=sha256:6ce32763ac31ce94fe9aada947e479b1975012bff166da409b4b9e4e376cf7e5 \
-    --hash=sha256:6f56a647e4eaf5f0ca40330fb070f566bdf9f7b0db89a1af20d71c28dcd7a0ab \
-    --hash=sha256:727ab4244622cd6ad2390f322642090c877d2e83a608d2653a7643ae5368d926 \
-    --hash=sha256:74d6a0c31472fe5d814917266b9f46495d7c61ed890af08b468acea92fb89a8d \
-    --hash=sha256:78b0aa6bfb7be8deed0ab23e7aa028cc5210c29bc2d32a04d52b50e517a7307e \
-    --hash=sha256:7975bc88ab4b0f72ef2a2d5ae9d77d87efb5ef95e8f8046242fa9afdaaf2030b \
-    --hash=sha256:7a4fdb9326aab4a5a477a1640e5ad786a8495901009d7e7b038371edd23a9d2b \
-    --hash=sha256:844c858fc3bb7eacc0ba8efa904935d16aac6a4470948ad1e7e55c9f5a2a665f \
-    --hash=sha256:87bacdaf225117a342a20d9c03438d701c02112f6e3f351ce9b7f32354f14797 \
-    --hash=sha256:8a983a603a18c8708f024f7f6991b2e66159219abbf894634c5056243c55f3cd \
-    --hash=sha256:8d1b4d0e0c2119587a31f5c029abd547e0c81d93b89d394566fe1588659eb579 \
-    --hash=sha256:9011395be8db1827d106c6449b4bb6dd17e331ff6ec521f227e4588f1c78e46f \
-    --hash=sha256:93fc2bf40cd7f4a0256010dce073d44eeb4a351b9bca94d0477ce2b6e62532b3 \
-    --hash=sha256:95821352042722cd9f1108874579a47989d0a7e12a37d87d2fc4af20fd99ab8a \
-    --hash=sha256:9907a4402ab6db12b7077a0ea5d7a4d028ecb22c8eee2b53527080d347cd1562 \
-    --hash=sha256:9a04c28c10ba7fd12842b109d2edb0678872a2fe65277ca4ff06a0d61edee245 \
-    --hash=sha256:9a5934eaea872e17936b5f45501eba5ab0bce9a74122e172b663d7c28c459c4a \
-    --hash=sha256:9b984d1eb252145d6302c1dbd5e87fc6d404d45531447c84eadec04bf1fcb027 \
-    --hash=sha256:9c210a6994b21aa9b29e81c8d11560e8fdab54c117e9cff37870d0a27bde1343 \
-    --hash=sha256:9d8f204c8e3a8bf9ece17e0a83d137fd807440977f8a5e762d59306795011440 \
-    --hash=sha256:a8f7176b83664af44567e9cc06e0d3827823fcc1a5e52307ebb8ac3aa95860b9 \
-    --hash=sha256:a9dec1aca52dddde7df94818310fa2fe79739c8f385b2014c4cb1035f5508199 \
-    --hash=sha256:ab5be648d5a0b86b7438864f8df3c705a65cef35a2fd3e5561e3e203167e0f27 \
-    --hash=sha256:abd621552ede77c4c69be7fac44ba911225b0c812b6ba604e5964cf98085b474 \
-    --hash=sha256:ac2745950b2bff80219c15ebf2fa9d8427eba7e249739f97e55c9d169e47e9e1 \
-    --hash=sha256:aed9658797d0b45d6c49adcfc6b41f66e6f2d0c6de3ec79e16cf4b1855df240f \
-    --hash=sha256:b6c0febfe38f22df2eb565c0ce8a092bb80411e56861ca382c443da83105423f \
-    --hash=sha256:b9cf53ba90717db2e292401de290776c498d4bbfb0d4a559ca2895db8b9dcb5c \
-    --hash=sha256:ba519b2d765df9871a25879e6f7fa78948ea59a2a31f9c1a257e34b651994afc \
-    --hash=sha256:c318a64b53d97b841d7b5e637517e50a27be64bc695128422953d4b21710954e \
-    --hash=sha256:c3723ff8eb8721f4daac98bc0256f15158e05316d5e52648ce9cebee434fbdd5 \
-    --hash=sha256:c754dafdf5aaf0b401b644a90a30046929a0dd1a536e0ff0ec959a59155d9c7f \
-    --hash=sha256:c803a3d331796255af51ba2c79ed0ac8275865b516c09e61f248d1e7aff31ce9 \
-    --hash=sha256:c8cc5094b08abeae52da9c73c8a32003623be691a5193df2f4e3eac3d557c394 \
-    --hash=sha256:cf3638274ab9d9b724c9baa0b4c04e132cd6faefb78b4dd3dd1a02a4bdaad41e \
-    --hash=sha256:d047f6498c973874ba08ac3f97c69a2c4b2211c8de6f4c205f75cb1c9522596e \
-    --hash=sha256:d2beb1c7cab10603aecdc42f8edd6ff013f9a32e4543474e38e6b77ce9975aeb \
-    --hash=sha256:d7f513d3185e6fec82d0c3518f2e6365d8b4e49f5f45f29640d5162d56a23b54 \
-    --hash=sha256:dd57607acc85678925940bd5df0385ff8332083a32fa8d7a43f8767f4997263c \
-    --hash=sha256:e0cb7e4dd71f4c32e5e84843cd3c4cd65dda034314004bbe1d7f99af2426ab80 \
-    --hash=sha256:e3677c7146ce694874941ba82b57092cc4875445aadf29d72807351023105143 \
-    --hash=sha256:e395f7bc31851ef9b612050368cb446e9bc14cd7454b025018980349caf25ae5 \
-    --hash=sha256:e422b2d647a65d6b080cad5accd09055d3809bdff00c76fba8dca00ca935572a \
-    --hash=sha256:ed55af48b3eb28f43228ca2306788892bcb629eb2b5c4876e2a3659872c2f17a \
-    --hash=sha256:ed928d0fda15fc0adc8d13305c8b3c0f2fba5b0669950c9e6d019d9162a3b3e8 \
-    --hash=sha256:f4e1a92032a39cd5e3c647ca57dbf33b6a1938fd975623175793f9dbb63236de \
-    --hash=sha256:f53ac9f3ef573326d009ed809beff4efcac6451931c2b8132586da4b9e53ff31 \
-    --hash=sha256:f5b9daf6b629fce418e0cc3dd0436eac045188fa35deadb7a7f3941d5b8203f9 \
-    --hash=sha256:f6518b94edb9150452e9aba08027d4cc293433753ec1fbefb4629a21cbc74181 \
-    --hash=sha256:f70db64e8266d7c45d3b735f2e08eeb434b5e03da9a479ae42b2e2e486a21a00 \
-    --hash=sha256:fafb4e739e43544d12cb4abd1605fd4683b6ca6a9ad682b7fd8f4d21973eafa8 \
-    --hash=sha256:fd0135d34387f5fd087d9be368ea77ea89cf2451dc1cd1c622d35021bcb3ab50
+wrapt==2.2.2 \
+    --hash=sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9 \
+    --hash=sha256:055e6fcfaa28e58c6a8c247d48b92be9d56f818b7068aa4f22b15b3343a09931 \
+    --hash=sha256:0788e321027c999bf221b667bd4a54aaefd1a36283749a860ac3eb77daed0302 \
+    --hash=sha256:07fdcb012821859168641acf68afad61ef9783cf37100af85f152550e9677194 \
+    --hash=sha256:09f811d43f6f33ec7515f0be76b159569f4057ab54d3e079c3204dddb90afa2a \
+    --hash=sha256:0abfd648dac9ac9c5b3aa9b523d27f1789046640b58dcd5652a720ddb325e1fc \
+    --hash=sha256:0ad520e6daa9bbf136f14de735474dbec7dcc0891f718e1d274ce8dc92e645af \
+    --hash=sha256:0e64826f920c42d9d9f87e8cc09ffae66c51ede12d59061a5a426deb9aa71745 \
+    --hash=sha256:0e7070c7472582e31af3dfc2622b2381a0df7435110a9388ed8db5ffbce67efb \
+    --hash=sha256:10adb01371408c6de504a6658b9886480f1a4919a83752748a387a504a21df79 \
+    --hash=sha256:11d95fc2fbad3163596c39d440e6f21ca9fccece74b56e30a37ac2fca786a07c \
+    --hash=sha256:173e5bb5ca350a6e0abab60b7ec7cdd7992a814cb14b4de670a28f067f105663 \
+    --hash=sha256:1fc7691f070220215cccb2a20836b9adbaecb8ff22ad47abe63de5f110994fac \
+    --hash=sha256:209112cafd963710a05d199aae431d79a28bc76eb8e6d1bbbb8ad24340722cae \
+    --hash=sha256:2252f77663651b89255895f58cc6ac08fcb206d4371813e5af61bb62d4f7689c \
+    --hash=sha256:25904acb9475f46c24fe0423dbc8fda8cc5fbc282ab3dc6e72e919748c53f4e9 \
+    --hash=sha256:26fc73a1b15e0946d2942b9a4426d162b51676338327dc067ccd8d2d76385f94 \
+    --hash=sha256:2cb07f414fab25dbe6b5c7398e1491423a5c81a6209533639969a6c928d474a4 \
+    --hash=sha256:2cd7181ab1c31192ff5219269830744b5a62020b3a6d433588c4f1c95b8f8bff \
+    --hash=sha256:2e096c9d39a59b35b63c9aacfbbbec2088ff51ff1fc31051acc60a07f42f273a \
+    --hash=sha256:305d4c247d61c4115794a169141823c62f719525ddb90b23aa332741c77d2c28 \
+    --hash=sha256:30f7424af5c5c345b7f26490e097f74a2ef45b3d08b664dc33571aee3bd3b56c \
+    --hash=sha256:3179a4db066b53d40562e368b12895440c8f0953b6543b89d6acc41c0273996e \
+    --hash=sha256:3442eee2a5798f9b451f1b2cd7518ce8b7e28a2a364696c414460a0e295c012a \
+    --hash=sha256:385cb1866f20479e83299af585375bfa0a4b0c6c9907a981483ea782ea8ae406 \
+    --hash=sha256:3a4eb7964ff4643d333c84f880bcf554652b2a1050aebc54ae696327f61acfaf \
+    --hash=sha256:3b686cfc008776a3952d6213cb296ed7f45d782a8453936406faa89eac0835ab \
+    --hash=sha256:3c4095803491f6ef72128914c28ec05bbad9758433bb35f6715a3e9c8e46fb2d \
+    --hash=sha256:3dc3dcfc2da95d501905f10dc11a0dc622e91d8cdd8bbfcb63ca54afd131e556 \
+    --hash=sha256:4250b43d1a129d947e083c4dc6baf333c9bb34edd26f912d5b0457841fc858ab \
+    --hash=sha256:4402f57c5f0d0579599858ffbdd9bf4e3f0972f51096f2bd6cc7dab6b76ee49e \
+    --hash=sha256:45c2f2768e790c9f8db90f239ef23a2af8e7570f25a35619ef902df4a738447f \
+    --hash=sha256:4b481fb0c40d9fd90a5809911208da700987d373a20a4709dc9e3944af7a6bec \
+    --hash=sha256:4bccea5cdecffa9dd70e343741f0e41e0a16619313d04b72f78bb525162ebcd0 \
+    --hash=sha256:518b0c5e323511ec56a38894802ddd5e1222626484e68efe63f201854ad788e5 \
+    --hash=sha256:5499236ad1dc116012e2a5dd943f3f31af12fce452128e2bbcbd55a7d3d4d14c \
+    --hash=sha256:55b9a899e6fff5444f229d30aa6e9ac92d2216d9d60f33c771b5d76a760d5f8e \
+    --hash=sha256:58f9f8d637c9a6e245c6ef5b109b67ec187d2faed23d1405656b51d96e0a5b56 \
+    --hash=sha256:5bad217350f19ce99ca5b5e71d406765ea86fe541628426772b657375ee1c048 \
+    --hash=sha256:5d0a142f7af07caeb5e5da87493162a7b8efa19ba919e550a746f7446e13fb30 \
+    --hash=sha256:62415fd095bc590b842b6d092f2b5d9ccbaeb7e0b28535c03dcea2718b48636b \
+    --hash=sha256:656593bb3f5529f03d27af4136c4d7b11990e470bcbc6fefa5ef218695bece55 \
+    --hash=sha256:6c99012a22f735a85eed7c4b86a3e99c30fdd57d9e115b2b45f796264b58d0bf \
+    --hash=sha256:6d1a6050405bf334be33bf66296f113563622972a34900ae6fa60fd283a1a900 \
+    --hash=sha256:6e7e45b43d3c774d244fe7264378f5a3f0f383bc55a54a9866434e524540110f \
+    --hash=sha256:6fe35fd51b74867d8b80174c277bd6bbf6a73e443f908129dc531c4b688a20d5 \
+    --hash=sha256:7d2f6573561fa05002e5ee71529f4ab0a7dffed3e45b51013fe6298fe2723c02 \
+    --hash=sha256:814f1bf3e0a7035f67a1db0cdaf5e2bbcaa4d7092db96673cfa467adeaab8591 \
+    --hash=sha256:8374eb6b1a58809211e84ff835a182bb17ab2807a5bfef23204c8cff38178a00 \
+    --hash=sha256:8417fd3c674d3c8023d080292d29301531a12daf8bd938dd419710dd2f464f2b \
+    --hash=sha256:8636809939152be6ae20a6cef0fed9fe60f411b47847d0426a826884b469e971 \
+    --hash=sha256:8ffbeaea6771a6eba6e6eeb09767864995726bc8240bb54baf88a9bb1db34d5c \
+    --hash=sha256:94b00b00f806eb3ef2abe9049ed45994a81ee9284884d96e6b8314927c6cea3d \
+    --hash=sha256:955f1d6e72a352e478de8d8b503abe301c5e139a141b62eb0923bd694995025f \
+    --hash=sha256:9e8b648270c613720a202d9a45ebabc33261b22c3a839b115ac5bce8c0bb0d69 \
+    --hash=sha256:9ee098171b07edba66ab69a9bf0251d3cbef654107e800feb24c0c6f30592728 \
+    --hash=sha256:a28287413351cb198b8c5ddd045c56fac1d195808642cd264d1ab50426146650 \
+    --hash=sha256:a2d78c363f97d8bd718ee40432c66395685e9e98528ccaa423c3355d1715a26d \
+    --hash=sha256:a41e758d80dc0ab8c210f641ac892009d356cf1f955d97db544c8dd317b4d14c \
+    --hash=sha256:a795d3c06e5fbf9ea2f13196180b77aeab1b4685917256ee0d014cc163d90063 \
+    --hash=sha256:aa14b01804bce36c6d63d7b6a4f55df390f29f8648cc13a1f40b166f4d54680d \
+    --hash=sha256:abf033b7e4542357659cd83ed6cd5033c43aaa1887044045ceb571528837f72f \
+    --hash=sha256:abf8c20a2d72ee69e16328b3c91342c446e723bfe48bfcc4dded3b9722ac027f \
+    --hash=sha256:b84cd4058001c9727b0e9980b7a9e66325b5ca748b1b578e822cade1bc6b304f \
+    --hash=sha256:b89d8d73c82db2bb7e6090b3afd7973f980d24e905cc34394eab60b884b3bf67 \
+    --hash=sha256:bbf00ee0cb55ec24e2b0995a71942b85b21a066db8f3f46e1dbfdb9433ffba81 \
+    --hash=sha256:c20279cd1a29800815d7b2d6338b60a6c6e78263f9d6e62e0eda251ba9cae2d0 \
+    --hash=sha256:c38510a21d5b9cf3e84c460d909e9f2a098667439fd42841bb081cab45835d68 \
+    --hash=sha256:c427c9d06d859848a69f0d928fe28b5c33a941b2265d10a0e1f15cd244f1ee33 \
+    --hash=sha256:c5d7825491bfa2d08b97e9557768987952c7b9ae687d06c3320b40a37ccb7f20 \
+    --hash=sha256:c6c64c5d02578bc4c4bca4f0aef1504de933c1d5b4ac2710b9131111459506c8 \
+    --hash=sha256:cd385a48b055bdc3630ab30e0c7fd8514a36904ec23f9cee7a65d887334a3cea \
+    --hash=sha256:d01d8e0afc55823245a3b97a79c7c77464e31ea7a7b629a4bf26f9441dc1f18e \
+    --hash=sha256:d09db0f7e8357060d3c38fc22a018aba683a796bf184360fd1a58f6fc180dc77 \
+    --hash=sha256:d619e1eed9bd4f6ed9f24cd61971aa086fa86505289628d464bcf8a2c2e3f328 \
+    --hash=sha256:d8a15813215f33fa83667bfc978b300e35669ea8bb424e970a1426bcb7bc6cca \
+    --hash=sha256:dcaa5e1451bd8751d7bd1568dfa3321c78092a52a7ecb5d1a0f18a5791e1fd00 \
+    --hash=sha256:dfb00cb7bb22099e2f64b7340fb96113639aa7260c0972af3797ace2297b936c \
+    --hash=sha256:e542b7c5af91e2123a8aabf19894319d5ec4268d2a9ffd2f239386133fc47746 \
+    --hash=sha256:e5a5290e4bf2f332fc29ce72ffb9a2fff678aaac047e2e9f5f7165cd7792e099 \
+    --hash=sha256:e6fb7e94e8fe3e4c3067bb1653a91cce7c5e83acc119fdd41501b1bf74654617 \
+    --hash=sha256:e7f10ee0bd53673bfd52b67cbce83336fe6cad90d2377b03baf66491d2bbfb91 \
+    --hash=sha256:ec8f83949028366531383603139403cac7a826e4011955813cdd640017845ce5 \
+    --hash=sha256:ef2cce266b5b0b07e19fa82e59673b81142b7a3607c8ed1254113d048ed668da \
+    --hash=sha256:f1a2ff355ece6a111ca7a20dc86df6659c9205d3fcee674ca34f2a2854fd4e73 \
+    --hash=sha256:f32fe639c39561ccc187bcae17e9271be0eb45f1c2952510d2f29b33ab577347 \
+    --hash=sha256:f4bfd8d1eb438153eff8b8cfe87f032ba65731e1ce06138b5090f745a33f6f95 \
+    --hash=sha256:f90038ab58fafb584801ca62d72384d7d5225d93c76f7b773c22fae545bd8066 \
+    --hash=sha256:fa81c5b5fe8cd6c41e3a798533b81288279e5fdbde2128f21071922764281c99 \
+    --hash=sha256:fb18fc51e813df0d9c98049e3bf2298a5495a648602040e21fa3c7329371159e
     # via
     #   aiobotocore
     #   deprecated
@@ -7576,4 +7686,5 @@ zstandard==0.25.0 \
     --hash=sha256:ffef5a74088f1e09947aecf91011136665152e0b4b359c42be3373897fb39b01
     # via
     #   clickhouse-connect
+    #   pyiceberg
     #   trino
diff --git a/sdk/python/requirements/py3.12-minimal-requirements.txt b/sdk/python/requirements/py3.12-minimal-requirements.txt
index 1ce930421d2..11cf16bd71d 100644
--- a/sdk/python/requirements/py3.12-minimal-requirements.txt
+++ b/sdk/python/requirements/py3.12-minimal-requirements.txt
@@ -8,126 +8,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.14.0 \
-    --hash=sha256:02cb2ffbb7da32f82e21ad9952669c45bd88a80e0878264c2f59fe1c6fb2badd \
-    --hash=sha256:0746d9fb0ac4fdef643a84494efe3f06d50335dd8c7a530228b86448aae0a803 \
-    --hash=sha256:076cb014191ae2e65d949e1ad01f1dcfe33e32789b5172510f3e79c79fc04d50 \
-    --hash=sha256:0fc2b75ae8d169d853be2862d960be8550da6c5c65711d5476407eb3fdb006bd \
-    --hash=sha256:101df7779c80c0636014a6b2c6642acd3efb5b355d48347c9d7dfb720aee9430 \
-    --hash=sha256:106ed074a856f3e21d186b8579e2c8afb6da598e267cdaab01059e13db2fc44d \
-    --hash=sha256:1210d4c87cc00128160c7384ab41877a701295b97cffa6362f908a49b6e8a7ca \
-    --hash=sha256:1394dce36e0f0d260ac0b555a654de19cb989f3c1b8bdd24f505314dfea18a00 \
-    --hash=sha256:145262119b07d7f95abc1839add35ba2bfc84551d4b4660ca11542c0b215455b \
-    --hash=sha256:16eee56bcc72d04600bc56c1759982c2385ec0b41d3fd3521f836bf64a0957ef \
-    --hash=sha256:198cfe61bf253b19da1fb3e0fa122249dc4f14c12709493fed8054aa0411cc76 \
-    --hash=sha256:19ca5fc84130675ba11c6ca5c7da5cb65f7bf8a32cdd2b616bf49cd334688aae \
-    --hash=sha256:1a4a9f17e85b80878c176695c1998c790e83731d8271881e5d356488652a1f9e \
-    --hash=sha256:1a78a77366ed158a0a54b076990e575d7b7cdb728cbfd02711eadab150f2269f \
-    --hash=sha256:20144819e99db593e22bbd2f3f2691a5e149f879142d6b8670254708853ff4fb \
-    --hash=sha256:22a8d06f204e0518a586d770032db3c7043c9ba3693081b3e3ad425e1458d594 \
-    --hash=sha256:23e8314e7aed8576fbe33314d218bd81447a3adbc91dc36f1163bf583cd3084c \
-    --hash=sha256:23f094a1ef64823fd35854ddf5c7a80a078162f37f9d2f7c6142b51a6affa456 \
-    --hash=sha256:25400d710641a8040bf022a8a99f579e581ffa1c5bd42c33255d7d6f3957c127 \
-    --hash=sha256:25d2326a4967bf705a9f9913a13005e93b6020ad8a9f6bd6bd78850d5171332e \
-    --hash=sha256:25e9f1d2465a210d60edb64d7b204a147e85d4c194eecef3d1604fb5ace678ce \
-    --hash=sha256:26b6d79aa54cb4ed50cc7d41ed14e99e0f1fc8e7c2d42f2e05b37aea897b2b52 \
-    --hash=sha256:26d9224c6dd7f5c749aba4f61315a894601448b28d94d12f4dea0903e26d2096 \
-    --hash=sha256:2882de819734c715fd1b9c11c97e09fa020d14438203d1d354d8ed1702791c9b \
-    --hash=sha256:28eee8de1d69711c53116df8202f1c2aa0e3f80ef912a88fc18d159d53e7110b \
-    --hash=sha256:2c2c7e05dd5335b298085abf45ddf98673934c3ee1c083d0b9ea13d4186ad500 \
-    --hash=sha256:2cc736a9c9fc2bc4dd71fd404815741b6573df27c3f985948ec4076989ac57de \
-    --hash=sha256:2d2ffe9b614f50f069068b3b52e73414e4107fc10b7efc939a76acff9251fdd2 \
-    --hash=sha256:2e2514cb7195f6d7c219339635bea71ae47d1569b051300d32df9dcfabcdb869 \
-    --hash=sha256:2f3fc37054564dee64a855b5b092d87ec35dcddfaabf7dacb1c8a2b1f83dc0a9 \
-    --hash=sha256:30e8b7eeb42d02c120ca90d6c6e076a221a16b70a6dac9ae44c7ab5104cc7fe4 \
-    --hash=sha256:32e735c3182de7b64f6941a4ede48b38c7f47d9437bd615dd30b5bda8fa1bc93 \
-    --hash=sha256:3366751d68d237c621264233a32f3078bbc21b7904ab90a77e03d21390c742c6 \
-    --hash=sha256:363ef9e91014e7891679bfb2ac0a7c6ea93435dbbfd10ecf41b9f06fcf506c5f \
-    --hash=sha256:3b54fbff46127aeafdd764cecd0d99fa2f24a0e37ea5c18a7c3a4ac450df1db3 \
-    --hash=sha256:3c7139100fbaae76515b73051d8f0aa3a3ff02e415eec8a8eee8e2223d9ba955 \
-    --hash=sha256:3cdf534aa455593e589302990c5097aa5c92c06c4262a20da22934f9186a5fff \
-    --hash=sha256:3ea81eb518a2ecb319d8ec6d1424a37c773f6634bd87d6985eb606b2faac419f \
-    --hash=sha256:40ae7b0642c25632c7eabc4a04754012691864d2a1b93becf7cddb76027b838a \
-    --hash=sha256:40af7ebe53c7990e110dc4ad03566b12c3ac996254298a3d39046dd69cfcb2c2 \
-    --hash=sha256:44eca38755d0105bb32f47d085f5dd449846a449e1245fc105889e3279dcf8e3 \
-    --hash=sha256:46fbbec4e4fab7428d4396a3823f9320e4560aa3113b89eeebce712c27c9ed5a \
-    --hash=sha256:4714c70067a08b604d0bf3bc4dfdf82e52944afab41d0428d460862763d2f79b \
-    --hash=sha256:49a33ded29b0b2fa7a367a02cf0fb89af602bb87542a16177ec8ce1c9c51d12a \
-    --hash=sha256:4acfc34bd4d3c58754fc9f22ff1b5e92aabce68f3d4bf7b71a0b732d9bceb78a \
-    --hash=sha256:4d6a998191f5ebe3b8c28463ff72bc030250008b3193c402464efadd08b5ca02 \
-    --hash=sha256:4f770846edae8f00ecc57af825bce811f787f87a7dcf0e90d191790efe5b31f7 \
-    --hash=sha256:514db9a79337068981ee2137310283a07b4b885c584991097a91a4da419bcb81 \
-    --hash=sha256:540632bf882ff8fc88f2e1697be0761578e89e0d79fb4a8a6d65dc5da7e729d4 \
-    --hash=sha256:54bf3522d6f7351e55f89a62d5c2bf138ad557b031670266c5df604ae88e0b5a \
-    --hash=sha256:57ea07d28695a7a40304d42251892a8df765e5588c10ee32afeddcd5df33c0a2 \
-    --hash=sha256:5a2e7ca615c3ddc15b82687e05a624e5f5cba3f1d6c20cb81172d70ea498451e \
-    --hash=sha256:5ba10966d4f03dd96a14365be4b8e37c327c76f11c3ca867116966cdd9f98066 \
-    --hash=sha256:5cbd50e6a50d6b99283a826b18cbdebf65b0797689a7535cb0e9dd37be0f63c3 \
-    --hash=sha256:5e4646e9a6af29af354204011bf5769cb0276ec5b64653e42f90b3e13845169f \
-    --hash=sha256:5f1c5be60add78fabb4aacd13c5a348ae79d2fcbfc7fa78da8f1eb192273b370 \
-    --hash=sha256:610d68800435903e303ca0542b9d3e4eb72a12ff33a6d471a070c1d81eebd3c2 \
-    --hash=sha256:6199707cc40e0e9cd39c36fbc97bec416c704e1d0ddce03412bb3b3e6a90ccd0 \
-    --hash=sha256:6281aecdf2732940f4fe06bd6adec5ae4d59b78b080b8e3a6b81467301010988 \
-    --hash=sha256:63e38be0d75a654deaa06be32fb4cab883a4222940be1d05861b6717679cbadb \
-    --hash=sha256:666c7c5036df57b693026398b69b41874a1931ac5b3485fd910e57bfac253869 \
-    --hash=sha256:667b881d083ccae3900ea5a241e17e5007ca78844c53ed389bb63d48f729d9c7 \
-    --hash=sha256:692e409052e7436029bbb32977cd7c5bf806ac5fa4085b973996785ffadad33c \
-    --hash=sha256:6a5f3532125233c261cf61f32df4059cfcf482eb793c7d3db8452e3142028b86 \
-    --hash=sha256:6aa1a40f9cbb3da9f80714c5966b8946c21e6a2530d809b9498b33161e3c8733 \
-    --hash=sha256:6c79a044cacf360ec46738d863d2f41c9300d2a06ef4a7402ea0df306a350e61 \
-    --hash=sha256:6eb63b1417efaf7d1002a6ad034a40d44376afcc16508a57f8e74b49ad26a095 \
-    --hash=sha256:70ea956f6cc4a37620966b56c2e205d88ca3e6d85ec063277e414b1035cddad3 \
-    --hash=sha256:71b2604c9bfc1b115547d63a094d5244b3f02799833513a99a68aaa7b167c4cb \
-    --hash=sha256:78d6f9286a629ce52728430afe18f8ed2b6c39a1fddb3802d7244b9983910ad2 \
-    --hash=sha256:7a3fc4358e65826c515350f199c210de747cf669998211b1ee6c2e46de364b24 \
-    --hash=sha256:7b33e751cab03fdc960095b1e326cb5a03f5ee577d6ded59f3d1c100f8668882 \
-    --hash=sha256:85e0675f47be4eff0636bf88c02140ea89168ae0df3ff1f3f464e9de9610d277 \
-    --hash=sha256:860a86bc2c80237f5dff52edcf427e10a8d8352271fd84845429a3e60199e02c \
-    --hash=sha256:884a4edbdad77be9d0ef36142c8b504351b170df0bf62b51e784fadabf311c42 \
-    --hash=sha256:89ed35666c95d3efe1955056afcde09e62a57a34e2a4398b17f9f6c1564f0b25 \
-    --hash=sha256:8b93618102caf12801638a01a2b478a55410ddd71bd41cfaf6f707953a49ac43 \
-    --hash=sha256:8fcaef74d2ab0f607d7ff85a0d15e21bb5a258c4a58df1908396eb50d7f4ed3c \
-    --hash=sha256:95f5217e76a046b9f228a101717ef8d42b1eb3d9d196d15202db5bf41df88936 \
-    --hash=sha256:9dc203d6ce6b9106d54e2a93f41dfdfebfbca2d99962ba503bfd3e5921a6549e \
-    --hash=sha256:9e19d17ab02bf16832a2c8c0d55a486792c5b1645665652ee9531aebcc30cb72 \
-    --hash=sha256:9f3a96b6d39a4872222beee72e1df41d2ff886ae96152cf3e757ef8c5673ef0e \
-    --hash=sha256:a071be341c2bd9b0188e62d173509f024e0a35b1c342c53c50f8daaeda8c3bd8 \
-    --hash=sha256:a150c0875ac8fd87f1c398650841308a30d65facf7416b12dbdb9cfdcbe5a48c \
-    --hash=sha256:a1d209375c503472b3c0a340cdf3c55fcd82e84b46dda7caeaced59faba373ec \
-    --hash=sha256:a8d93334d4961c9d566b1f046c81dee475b7c21eb730728d38237bfa70d1c8e6 \
-    --hash=sha256:acdb400538cf4769543548bb5d1eb23d39bed4f96554a6078cb728c7cb2c268b \
-    --hash=sha256:acf1581c4f21ed4b80a2dded504d87b055a071a84d5737ea966435f768275ac6 \
-    --hash=sha256:b0a5747586d4467efd1f932710b269131c9717a872dce082cd92a00c1c13123a \
-    --hash=sha256:b27d89af91a555f58e08e4902dbcbc48862fd40095720ca705990476bd93b7ac \
-    --hash=sha256:b29518c9c2ec7e373e68259206a137c7f4f5439c58baaec4b5ab3ab799850a4e \
-    --hash=sha256:b4141a3e5342ee3053a9cab54d25b64ed28289c1041e4c54b3d99839314d90ce \
-    --hash=sha256:b5314743ebe926c2fda35d0a298c565c885505f6635c2a30936363404cf274a7 \
-    --hash=sha256:b584dfe615d151e9b8f0a8ecb3aee6147f2927ec5b95ba25fe621f5377510928 \
-    --hash=sha256:b62af5a8cc96a194eaa01a9ed7b34a3ffa58d3d8daaa1a0d7a749353ad12d228 \
-    --hash=sha256:c20b9ad156a79eb97be5cf9e069eec01d2f0dc8472ffbd75299a8b2d4c2cbbde \
-    --hash=sha256:c21ca9a1c63d4509158f478aeb9d02914dcc52adc68d1bc9dee2452284ee5996 \
-    --hash=sha256:c452d17eeb95d563fc8b936f3050301dbd1d268126c4632d8b70ede9696202ee \
-    --hash=sha256:c5492b9929826e07cc3fcb9739ae87aab05dff6b5e67a9b73fd1700c6d008981 \
-    --hash=sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108 \
-    --hash=sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159 \
-    --hash=sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026 \
-    --hash=sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903 \
-    --hash=sha256:d33e61021222ce7f9792bcac870d6f58d8adfceda33ab857b01264f4560f2c5f \
-    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
-    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
-    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
-    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
-    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
-    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
-    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
-    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
-    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
-    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
-    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
-    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
-    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
-    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
-    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
+aiohttp==3.14.1 \
+    --hash=sha256:03ab4530fdcb3a543a122ba4b65ac9919da9fe9f78a03d328a6e38ff962f7aa5 \
+    --hash=sha256:07eabb979d236335fed927e137a928c9adfb7df3b9ec7aa31726f133a62be983 \
+    --hash=sha256:092e4ce3619a7c6dee52a6bdabda973d9b34b66781f840ce93c7e0cec30cf521 \
+    --hash=sha256:10ee9c1753a8f706345b22496c79fbddb5be0599e0823f3738b1534058e25340 \
+    --hash=sha256:1601cc37baf5750ccacae618ec2daf020769581695550e3b654a911f859c563d \
+    --hash=sha256:1ac8531b638959718e18c2207fbfe297819875da46a740b29dfa29beba64355a \
+    --hash=sha256:1b9748363260121d2927704f5d4fc498150669ca3ae93625986ee89c8f80dcd4 \
+    --hash=sha256:1c1421eb01d4fd608d88cc8290211d177a58532b55ad94076fb349c5bf467f0a \
+    --hash=sha256:1c1af67559445498b502030c35c59db59966f47041ca9de5b4e707f86bd10b5f \
+    --hash=sha256:1d459b98a932296c6f0e94f87511a0b1b90a8a02c30a50e60a297619cd5a58ee \
+    --hash=sha256:20205f7f5ade7aaec9f4b500549bbc071b046453aed72f9c06dcab87896a83e8 \
+    --hash=sha256:23119f8fd4f5d16902ed459b63b100bcd269628075162bddac56cc7b5273b3fb \
+    --hash=sha256:237651caadc3a59badd39319c54642b5299e9cc98a3a194310e55d5bb9f5e397 \
+    --hash=sha256:24ba13339fed9251d9b1a1bec8c7ab84c0d1675d79d33501e11f94f8b9a84e05 \
+    --hash=sha256:250d14af67f6b6a1a4a811049b1afa69d61d617fca6bf33149b3ab1a6dbcf7b8 \
+    --hash=sha256:269b76ac5394092b95bc4a098f4fc6c191c083c3bd12775d1e30e663132f6a09 \
+    --hash=sha256:27fd7c91e51729b4f7e1577865fa6d34c9adccbc39aabe9000285b48af9f0ec2 \
+    --hash=sha256:2964cbf553df4d7a57348da44d961d871895fc1ee4e8c322b2a95612c7b17fba \
+    --hash=sha256:2a73f487ab8ef5abbb24b7aa9b73e98eaba9e9e031804ff2416f02eca315ccaf \
+    --hash=sha256:2aa92c87868cd13674989f9ee83e5f9f7ea4237589b728048e1f0c8f6caa3271 \
+    --hash=sha256:2b7edd08e0a5deb1e8564a2fcd8f4561014a3f05252334671bbf55ddd47db0e5 \
+    --hash=sha256:2c840c90759922cb5e6dda94596e079a30fb5a5ba548e7e0dc00574703940847 \
+    --hash=sha256:2f73e01dc37122325caf079982621262f96d74823c179038a82fddfc50359264 \
+    --hash=sha256:2fbc3ed048b3475b9f0cbcb9978e9d2d3511acd91ead203af26ed9f0056004cf \
+    --hash=sha256:2fe3607e71acc6ebb0ec8e492a247bf7a291226192dc0084236dfc12478916f6 \
+    --hash=sha256:30099eda75a53c32efb0920e9c33c195314d2cc1c680fbfd30894932ac5f27df \
+    --hash=sha256:307f2cff90a764d329e77040603fa032db89c5c24fdad50c4c15334cba744035 \
+    --hash=sha256:313701e488100074ce99850404ee36e741abf6330179fec908a1944ecf570126 \
+    --hash=sha256:317acd9f8602858dc7d59679812c376c7f0b97bcbbf16e0d6237f54141d8a8a6 \
+    --hash=sha256:335c0cc3e3545ce98dcb9cfcb836f40c3411f43fa03dab757597d80c89af8a35 \
+    --hash=sha256:34b257ec41345c1e8f2df68fa908a7952f5de932723871eb633ecbbff396c9a4 \
+    --hash=sha256:367a9314fdc79dab0fac96e216cb41dd73c85bdca85306ce8999118ba7e0f333 \
+    --hash=sha256:38e1e7daaea81df51c952e18483f323d878499a1e2bfe564790e0f9701d6f203 \
+    --hash=sha256:3e6fc1a85fa7194a1a7d19f44e8609180f4a8eb5fa4c7ed8b4355f080fad235c \
+    --hash=sha256:4132e72c608fe9fecb8f409113567605915b83e9bdd3ea56538d2f9cd35002f1 \
+    --hash=sha256:4691802dda97be727f79d86818acaad7eb8e9252626a1d6b519fedbb92d5e251 \
+    --hash=sha256:47ddf841cdecc810749921d25606dee45857d12d2ad5ddb7b5bd7eab12e4b365 \
+    --hash=sha256:486f7d16ed54c39c2cbd7ca71fd8ba2b8bb7860df65bd7b6ed640bab96a38a8b \
+    --hash=sha256:4cd96b5ba05d67ed0cf00b5b405c8cd99586d8e3481e8ee0a831057591af7621 \
+    --hash=sha256:4d6e0ac9da31c9c04c84e1c0182ad8d6df35965a85cae29cd71d089621b3ae94 \
+    --hash=sha256:4dfd6e47d3c44c2279907607f73a4240b88c69eb8b90da7e2441a8045dfd21da \
+    --hash=sha256:4f7215cb3933784f79ed20e5f050e15984f390424339b22375d5a53c933a0491 \
+    --hash=sha256:4fe1f1087cbadb280b5e1bb054a4f00d1423c74d6626c5e48400d871d34ecefe \
+    --hash=sha256:52cdac9432d8b4a719f35094a818d95adcae0f0b4fe9b9b921909e0c87de9e7d \
+    --hash=sha256:5663ee9257cfa1add7253a7da3035a02f31b6600ec48261585e1800a81533080 \
+    --hash=sha256:57fc6745a4b7d0f5a9eb4f40a69718be6c0bc1b8368cc9fe89e90118719f4f42 \
+    --hash=sha256:5a837f49d901f9e368651b676912bff1104ed8c1a83b280bcd7b29adccef5c9c \
+    --hash=sha256:5c0b3e614340c889d575451696374c9d17affd54cd607ca0babed8f8c37b9397 \
+    --hash=sha256:5e78b522b7a6e27e0b25d19b247b75039ac4c94f99823e3c9e53ae1603a9f7e9 \
+    --hash=sha256:5f2504bc0322437c9a1ff6d3333ca56c7477b727c995f036b976ae17b98372c8 \
+    --hash=sha256:603a2c834142172ffddc054067f5ec0ca65d57a0aa98a71bc81952573208e345 \
+    --hash=sha256:62a759436b29e677181a9e76bab8b8f689a29cb9c535f45f7c48c9c830d3f8c3 \
+    --hash=sha256:634e385930fb6d2d479cf3aa66515955863b77a5e3c2b5894ca259a25b308602 \
+    --hash=sha256:64c567bf9eaf664280116a8688f63016e6b32db2505908e2bdaca1b6438142f2 \
+    --hash=sha256:672ac254412a24d0d0cf00a9e6c238877e4be5e5fa2d188832c1244f45f31966 \
+    --hash=sha256:672b9d65f42eb877f5c3f234a4547e4e1a226ca8c2eed879bb34670a0ce51192 \
+    --hash=sha256:686b6c0d3911ec387b444ddf5dc62fb7f7c0a7d5186a7861626496a5ab4aff95 \
+    --hash=sha256:6f71173be42d3241d428f760122febb748de0623f44308a6f120d0dd9ec572e3 \
+    --hash=sha256:6fd35beba67c4183b09375c5fff9accb47524191a244a99f95fd4472f5402c2b \
+    --hash=sha256:6ffbb2f4ec1ceaff7e07d43922954da26b223d188bf30658e561b98e23089444 \
+    --hash=sha256:73f05ea02013e02512c3bf42714f1208c57168c779cc6fe23516e4543089d0a6 \
+    --hash=sha256:764457a7be60825fb770a644852ff717bcbb5042f189f2bd16df61a81b3f6573 \
+    --hash=sha256:797457503c2d426bee06eef808d07b31ede30b65e054444e7de64cad0061b7af \
+    --hash=sha256:7c106c26852ca1c2047c6b80384f17100b4e439af276f21ef3d4e2f450ae7e15 \
+    --hash=sha256:7fb4bdf95b0561a79f259f9d28fbc109728c5ee7f27aff6391f0ca703a329abe \
+    --hash=sha256:819c054312f1af92947e6a55883d1b66feefab11531a7fc45e0fb9b63880b5c2 \
+    --hash=sha256:8560b4d712474335d08907db7973f71912d3a9a8f1dee992ec06b5d2fe359496 \
+    --hash=sha256:86a6dab78b0e43e2897a3bbe15745aa60dc5423ca437b7b0b164c069bf91b876 \
+    --hash=sha256:87a5eea1b2a5e21e1ebdbb33ad4165359189327e63fc4e4894693e7f821ac817 \
+    --hash=sha256:896e12dfdbbab9d8f7e16d2b28c6769a60126fa92095d1ebf9473d02593a2448 \
+    --hash=sha256:8f6bb621e5863cfe8fe5ff5468002d200ec31f30f1280b259dc505b02595099e \
+    --hash=sha256:90d53f1609c29ccc2193945ef732428382a28f78d0456ae4d3daf0d48b74f0f6 \
+    --hash=sha256:915fbb7b41b115192259f8c9ae58f3ddc444d2b5579917270211858e606a4afd \
+    --hash=sha256:93b032b5ec3255473c143627d21a69ac74ae12f7f33974cb587c564d11b1066f \
+    --hash=sha256:94da27378da0610e341c4d30de29a191672683cc82b8f9556e8f7c7212a020fe \
+    --hash=sha256:979ed4717f59b8bb12e3963378fa285d93d367e15bcd66c721311826d3c44a6c \
+    --hash=sha256:97e704dcd26271f5bda3fa07c3ce0fb76d6d3f8659f4baa1a24442cc9ba177ca \
+    --hash=sha256:99abd37084b82f5830c635fddd0b4993b9742a66eb746dacf433c8590e8f9e3c \
+    --hash=sha256:9af6779bfb46abf124068327abcdf9ce95c9ef8287a3e8da76ccf2d0f16c28fa \
+    --hash=sha256:9e8f2d660c350b3d0e259c7a7e3d9b7fc8b41210cbcc3d4a7076ff0a5e5c2fdc \
+    --hash=sha256:a24f677ebe83749039e7bdf862ff0bbb16818ae4193d4ef96505e269375bcce0 \
+    --hash=sha256:a9875b46d910cff3ea2f5962f9d266b465459fe634e22556ab9bd6fc1192eea0 \
+    --hash=sha256:aa00140699487bd435fde4342d85c94cb256b7cd3a5b9c3396c67f19922afda2 \
+    --hash=sha256:ae6be797afdef264e8a84864a85b196ca06045586481b3df8a967322fd2fa844 \
+    --hash=sha256:af8b4b81a960eeaf1234971ac3cd0ba5901f3cd42eae42a46b4d089a8b492719 \
+    --hash=sha256:b165790117eea512d7f3fb22f1f6dad3d55a7189571993eb015591c1401276d1 \
+    --hash=sha256:b238af795833d5731d049d82bc84b768ae6f8f97f0495963b3ed9935c5901cc3 \
+    --hash=sha256:b3a03285a7f9c7b016324574a6d92a1c895da6b978cb8f1deee3ac72bc6da178 \
+    --hash=sha256:b6feea921016eb3d4e04d65fc4e9ca402d1a3801f562aef94989f54694917af3 \
+    --hash=sha256:b6ff7fcee63287ae57b5df3e4f5957ce032122802509246dec1a5bcc55904c95 \
+    --hash=sha256:b821a1f7dedf7e37450654e620038ac3b2e81e8fa6ea269337e97101978ec730 \
+    --hash=sha256:bb2c0c80d431c0d03f2c7dbf125150fedd4f0de17366a7ca33f7ccb822391842 \
+    --hash=sha256:bb33777ea21e8b7ecde0e6fc84f598be0a1192eab1a63bc746d75aa75d38e7bd \
+    --hash=sha256:bcfb80a2cc36fba2534e5e5b5264dc7ae6fcd9bf15256da3e53d2f499e6fa29d \
+    --hash=sha256:bd869c427324e5cb15195793de951295710db28be7d818247f3097b4ab5d4b96 \
+    --hash=sha256:bedb0cd073cc2dc035e30aeb99444389d3cd2113afe4ef9fcd23d439f5bade85 \
+    --hash=sha256:c389c482a7e9b9dc3ee2701ac46c4125297a3818875b9c305ddb603c04828fd1 \
+    --hash=sha256:c6fa4dc7ad6f8109c70bb1499e589f76b0b792baf39f9b017eb92c8a81d0a199 \
+    --hash=sha256:c83afe0ba876be7e943d2e0ba645809ad441575d2840c895c21ee5de93b9377a \
+    --hash=sha256:cb21957bb8aca671c1765e32f58164cf0c50e6bf41c0bbbd16da20732ecaf588 \
+    --hash=sha256:cf4491381b1b57425c315a56a439251b1bdac07b2275f19a8c44bc57744532ec \
+    --hash=sha256:d03f281ed22579314ba00821ce20115a7c0ac430660b4cc05704a3f818b3e004 \
+    --hash=sha256:d35143e27778b4bb0fb189562d7f275bff79c62ab8e98459717c0ea617ff2480 \
+    --hash=sha256:d3b1a184a9a8f548a6b73f1e26b96b052193e4b3175ed7342aaf1151a1f00a04 \
+    --hash=sha256:d44ec478e713ee7f29b439f7eb8dc2b9d4079e11ae114d2c2ac3d5daf30516c8 \
+    --hash=sha256:d9d4e294455b23a68c9b8f042d0e8e377a265bcb15332753695f6e5b6819e0ce \
+    --hash=sha256:de538791a80e5d862addbc183f70f0158ac9b9bb872bb147f1fd2a683691e087 \
+    --hash=sha256:e4e5e0ae56914ecdbf446493addefc0159053dd53962cef37d7839f37f73d505 \
+    --hash=sha256:e509a55f681e6158c20f70f102f9cf61fb20fbc382272bc6d94b7343f2582780 \
+    --hash=sha256:ec8dc383ee57ea3e883477dcca3f11b65d58199f1080acaf4cd6ad9a99698be4 \
+    --hash=sha256:ed09c7eb1c391271c2ed0314a51903e72a3acb653d5ccfc264cdf3ef11f8269d \
+    --hash=sha256:eeea07c4397bbc57719c4eed8f9c284874d4f175f9b6d57f7a1546b976d455ca \
+    --hash=sha256:eefd9cc9b6d4a2db5f00a26bc3e4f9acf71926a6ec557cd56c9c6f27c290b665 \
+    --hash=sha256:f234b4deb12f3ad59127e037bc57c40c21e45b45282df7d3a55a0f409f595296 \
+    --hash=sha256:f380468b09d2a81633ee863b0ec5648d364bd17bb8ecfb8c2f387f7ac1faf42c \
+    --hash=sha256:f5e6ff2bdbb8f4cd3fbe41f99e25bbcd58e3bf9f13d3dd31a11e7917251cc77a \
+    --hash=sha256:f7a16ef45b081454ef844502d87a848876c490c4cb5c650c230f6ec79ed2c1e7 \
+    --hash=sha256:faccab372e66bc76d5731525e7f1143c922271725b9d38c9f97edcc66266b451 \
+    --hash=sha256:fc0cacab7ba4e56f0f81c82a98c09bed2f39c940107b03a34b168bdf7597edd3
     # via
     #   aiobotocore
     #   kubernetes
@@ -149,9 +149,9 @@ annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
     --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.0 \
+    --hash=sha256:b47c1f9ccf73e67021df785332508f99379c68fa7d0684e8e3492cb1d4b23f89 \
+    --hash=sha256:dd9b7a2a9799ed6552fde617b2c5df02b7fdd7d88392fc48101e51bae46164d9
     # via
     #   httpx
     #   mcp
@@ -205,12 +205,13 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonschema
     #   referencing
-bigtree==1.4.1 \
-    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
-    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
+bigtree==1.5.0 \
+    --hash=sha256:1917d90a8bd464289a56e34842cb04d3a8131e6d532352afd33fa822fa397fcb \
+    --hash=sha256:8b0c99b8088b33087f6e16ba71af72480b7543d1b8544a66b10d160a2e1160f3
     # via feast (pyproject.toml)
 boto3==1.43.0 \
     --hash=sha256:80d44a943ef90aba7958ab31d30c155c198acc8a9581b5846b3878b2c8951086 \
@@ -230,9 +231,9 @@ cachetools==7.1.4 \
     --hash=sha256:323dc4127934744db5b54eb4924482d7edafbf9554e820d1531c2e08c0e4ef54 \
     --hash=sha256:437f55a4e0c1b01a4f3077cc470e6991d47430970e36fbcb77e2be0df4fc1cd6
     # via pymilvus
-certifi==2026.5.20 \
-    --hash=sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897 \
-    --hash=sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d
+certifi==2026.6.17 \
+    --hash=sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432 \
+    --hash=sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db
     # via
     #   httpcore
     #   httpx
@@ -475,64 +476,61 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==48.0.0 \
-    --hash=sha256:0890f502ddf7d9c6426129c3f49f5c0a39278ed7cd6322c8755ffca6ee675a13 \
-    --hash=sha256:0c558d2cdffd8f4bbb30fc7134c74d2ca9a476f830bb053074498fbc86f41ed6 \
-    --hash=sha256:16cd65b9330583e4619939b3a3843eec1e6e789744bb01e7c7e2e62e33c239c8 \
-    --hash=sha256:18349bbc56f4743c8b12dc32e2bccb2cf83ee8b69a3bba74ef8ae857e26b3d25 \
-    --hash=sha256:1e2d54c8be6152856a36f0882ab231e70f8ec7f14e93cf87db8a2ed056bf160c \
-    --hash=sha256:22a5cb272895dce158b2cacdfdc3debd299019659f42947dbdac6f32d68fe832 \
-    --hash=sha256:27241b1dc9962e056062a8eef1991d02c3a24569c95975bd2322a8a52c6e5e12 \
-    --hash=sha256:2b4d59804e8408e2fea7d1fbaf218e5ec984325221db76e6a241a9abd6cdd95c \
-    --hash=sha256:2eb992bbd4661238c5a397594c83f5b4dc2bc5b848c365c8f991b6780efcc5c7 \
-    --hash=sha256:369a6348999f94bbd53435c894377b20ab95f25a9065c283570e70150d8abc3c \
-    --hash=sha256:3cb07a3ed6431663cd321ea8a000a1314c74211f823e4177fefa2255e057d1ec \
-    --hash=sha256:40ba1f85eaa6959837b1d51c9767e230e14612eea4ef110ee8854ada22da1bf5 \
-    --hash=sha256:4defde8685ae324a9eb9d818717e93b4638ef67070ac9bc15b8ca85f63048355 \
-    --hash=sha256:55b7718303bf06a5753dcdccf2f3945cf18ad7bffde41b61226e4db31ab89a9c \
-    --hash=sha256:561215ea3879cb1cbbf272867e2efda62476f240fb58c64de6b393ae19246741 \
-    --hash=sha256:58d00498e8933e4a194f3076aee1b4a97dfec1a6da444535755822fe5d8b0b86 \
-    --hash=sha256:59baa2cb386c4f0b9905bd6eb4c2a79a69a128408fd31d32ca4d7102d4156321 \
-    --hash=sha256:5a5ed8fde7a1d09376ca0b40e68cd59c69fe23b1f9768bd5824f54681626032a \
-    --hash=sha256:5b012212e08b8dd5edc78ef54da83dd9892fd9105323b3993eff6bea65dc21d7 \
-    --hash=sha256:5c3932f4436d1cccb036cb0eaef46e6e2db91035166f1ad6505c3c9d5a635920 \
-    --hash=sha256:614d0949f4790582d2cc25553abd09dd723025f0c0e7c67376a1d77196743d6e \
-    --hash=sha256:76341972e1eff8b4bea859f09c0d3e64b96ce931b084f9b9b7db8ef364c30eff \
-    --hash=sha256:77a2ccbbe917f6710e05ba9adaa25fb5075620bf3ea6fb751997875aff4ae4bd \
-    --hash=sha256:7995ef305d7165c3f11ae07f2517e5a4f1d5c18da1376a0a9ed496336b69e5f3 \
-    --hash=sha256:7ce4bfae76319a532a2dc68f82cc32f5676ee792a983187dac07183690e5c66f \
-    --hash=sha256:7e8eac43dfca5c4cccc6dad9a80504436fca53bb9bc3100a2386d730fbe6b602 \
-    --hash=sha256:84cf79f0dc8b36ac5da873481716e87aef31fcfa0444f9e1d8b4b2cece142855 \
-    --hash=sha256:8c7378637d7d88016fa6791c159f698b3d3eed28ebf844ac36b9dc04a14dae18 \
-    --hash=sha256:8cd666227ef7af430aa5914a9910e0ddd703e75f039cef0825cd0da71b6b711a \
-    --hash=sha256:906cbf0670286c6e0044156bc7d4af9cbb0ef6db9f73e52c3ec56ba6bdde5336 \
-    --hash=sha256:9071196d81abc88b3516ac8cdfad32e2b66dd4a5393a8e68a961e9161ddc6239 \
-    --hash=sha256:9249e3cd978541d665967ac2cb2787fd6a62bddf1e75b3e347a594d7dacf4f74 \
-    --hash=sha256:984a20b0f62a26f48a3396c72e4bc34c66e356d356bf370053066b3b6d54634a \
-    --hash=sha256:9be5aafa5736574f8f15f262adc81b2a9869e2cfe9014d52a44633905b40d52c \
-    --hash=sha256:9c459db21422be75e2809370b829a87eb37f74cd785fc4aa9ea1e5f43b47cda4 \
-    --hash=sha256:9ccdac7d40688ecb5a3b4a604b8a88c8002e3442d6c60aead1db2a89a041560c \
-    --hash=sha256:a0e692c683f4df67815a2d258b324e66f4738bd7a96a218c826dce4f4bd05d8f \
-    --hash=sha256:a5da777e32ffed6f85a7b2b3f7c5cbc88c146bfcd0a1d7baf5fcc6c52ee35dd4 \
-    --hash=sha256:a64697c641c7b1b2178e573cbc31c7c6684cd56883a478d75143dbb7118036db \
-    --hash=sha256:ad64688338ed4bc1a6618076ba75fd7194a5f1797ac60b47afe926285adb3166 \
-    --hash=sha256:bd72e68b06bb1e96913f97dd4901119bc17f39d4586a5adf2d3e47bc2b9d58b5 \
-    --hash=sha256:c17dfe85494deaeddc5ce251aebd1d60bbe6afc8b62071bb0b469431a000124f \
-    --hash=sha256:c18684a7f0cc9a3cb60328f496b8e3372def7c5d2df39ac267878b05565aaaae \
-    --hash=sha256:cc90c0b39b2e3c65ef52c804b72e3c58f8a04ab2a1871272798e5f9572c17d20 \
-    --hash=sha256:db63bf618e5dea46c07de12e900fe1cdd2541e6dc9dbae772a70b7d4d4765f6a \
-    --hash=sha256:ea8990436d914540a40ab24b6a77c0969695ed52f4a4874c5137ccf7045a7057 \
-    --hash=sha256:ecde28a596bead48b0cfd2a1b4416c3d43074c2d785e3a398d7ec1fc4d0f7fbb \
-    --hash=sha256:f5333311663ea94f75dd408665686aaf426563556bb5283554a3539177e03b8c \
-    --hash=sha256:fdfef35d751d510fcef5252703621574364fec16418c4a1e5e1055248401054b
+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]==2026.6.0 \
+    --hash=sha256:1539859071065dca379ca592ff76e911cd7965dc466da0040354ab466179189b \
+    --hash=sha256:ae3436bd31ebce2be75edf952bd1fc687a1f11ec03fe8b1bec2903d222344a45
     # via feast (pyproject.toml)
 db-dtypes==1.7.0 \
     --hash=sha256:30951c7cda9e5455e43636eebe041c9a637ff28bc49a95d82cb68759d7625467 \
@@ -544,50 +542,63 @@ dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
     --hash=sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c
     # via feast (pyproject.toml)
-duckdb==1.5.3 \
-    --hash=sha256:0b0b4f088a65d77e1217ce5d7eff889e63fedc44281200d899ff47c84d8ff836 \
-    --hash=sha256:0ce80aed7a538422129a57eaca9141e3afb51f8bf562b1908b1576c9725b5b22 \
-    --hash=sha256:10960400ed60cdf0fe05bab2086fa8eb733889cb0ceca18d07ff9a00c0e0be7b \
-    --hash=sha256:2fa17ecdd5d3db122836cb71bb93601c2106a3be883c17dffddc02fbf3fa7888 \
-    --hash=sha256:3248b49cd835ea322574bc6aac0ae7a83be85547f49d4f5f5777cb380ee6627f \
-    --hash=sha256:33ae08b3e818d7613d8936744b67718c2062c2f530376895bfd89efb51b81538 \
-    --hash=sha256:341a2672e2551ba51c95c1898f0ade983e76675e79038ccb16342c3d6cfb82d7 \
-    --hash=sha256:3d5db8c0b55e072cf437948ebb5d7e23d7b9d03d905fa5f9145583e65aa447f7 \
-    --hash=sha256:4bfa9a4dadf71e83e2c4eaca2f9421c82a54defecc1b0b4c0be95e2389dec4fe \
-    --hash=sha256:50379b85f3a0a169478d54880ef8bf971ecaa85772d05eeaa617d720c7704741 \
-    --hash=sha256:5fd25f533cb1b6b2c84cc767a9a9bab7769bb1aa44571a2a0bfc91ac3e4a38ac \
-    --hash=sha256:6d2835e39bb6af73891f73c0f8d4324f98afe00d0b00c6d34b2a582c2256cbb0 \
-    --hash=sha256:6ef8faf121d7b3ad95aab1c3ce31169a28be49da75abfa6099a1bec2e9a70189 \
-    --hash=sha256:70a18f932cf6d87bd0e554613657a515c1443a1724aacfc7ec5137dd28698b03 \
-    --hash=sha256:746433e49bbc667b4df283153415fbe37e9083e0eff6c3cd6e54de7536869cd4 \
-    --hash=sha256:75d13308c9da3ee431d1e72b8ab720aa74a1b3e9159d4124cb62435924496334 \
-    --hash=sha256:787df63824f07bf18022dbc3b8ca4b2bfab0ebe616464f55c6e8cd0f59ea762e \
-    --hash=sha256:8001eccbc28be244dfd04d708526f34ddd6460b47a8aeb5d0e39d6f7f9e3fe15 \
-    --hash=sha256:9fb7516255a8764545e30f7efacea408cc847764a3027b3b0b3e7d1a7bebbc5c \
-    --hash=sha256:a3fb3bad9bc1a3e101d66d33269142ce075dc3d75202ba74ba97d7e44c50b9cd \
-    --hash=sha256:aea7baf67ad7e1829ac76f67d7dcbd7fb1f57c3eb179d55ac30952df4709ae30 \
-    --hash=sha256:bb5bb5dcdd09d62ee60f0ddbbef918e71cce304ffe28428b1131949d39ffaabf \
-    --hash=sha256:c5f18e7561403054433706c187589e86629a7af09a7efc23a06a8b308e6acc68 \
-    --hash=sha256:c9e8fa408705081160ede7ead238d16e73a36b8561b700f2bf2d650ae48e7b92 \
-    --hash=sha256:d0405eae18ec6e8210a471c97dbfe87a7e4d605274b7fe572a1f276e92158f13 \
-    --hash=sha256:d37650ec3ec8a951400ea12dc77edaea88e0baeda34801792776f95f2f922f4f \
-    --hash=sha256:dd00f70231951a619908471b7b6397232ff3be8ccd1f49a47f1a2ccac59eaba1 \
-    --hash=sha256:df39428eb130faa35ae96fd35245bdeae6ecf43936250b116b5fead568eb9f16 \
-    --hash=sha256:e75a6122c12579a99848517f6f00a4e342aebda3590c30fe9b5cc5f39d5e6afc \
-    --hash=sha256:e80eb4d0fb59869cb2c7d7ef494c07fb92014fe8e77d96c170cd1ebc1488a708 \
-    --hash=sha256:f4eff89c12c3a362efa012262e57b7b4ab904a7f79bad9178fe365510077abe8 \
-    --hash=sha256:fd3963c1cb9d9567777f4a898a9dbe388a2fe9724681801b1e7d6d93eecf1b76 \
-    --hash=sha256:fdc65233f0fcf9022e4c6a8ba2ba751a79deb291501073d660afb1aa9874051f \
-    --hash=sha256:fe8d0c1f6a120aa03fa6e0d03897c71a1842e6cf7afd31d181348391f7108fe1 \
-    --hash=sha256:ff11a457258148337ef9a392148a8cdbd1069b6c27c21958816c7b67fe6c542d
+duckdb==1.5.4 \
+    --hash=sha256:02dd9f9a6124069213f13e3a474c208028c472fe1acdae12b38761f954fe4fc6 \
+    --hash=sha256:0cda263d8c20addb8d4f95464787cbe0af1144f7ab7e21db3709fb826ee01725 \
+    --hash=sha256:0cf932055061e544d3fa27cc6c147da25f3f681ee5980157fb55e77d6c2d9c63 \
+    --hash=sha256:0f32ad7e0286c1c29ab6c73b29118c86101f8eee46aae54f54d0b50916f542f6 \
+    --hash=sha256:0f8722346024e5d9f02b58bf7b0491a629f97fdc8a04a10e432940f471ee387a \
+    --hash=sha256:136cea7f886b78caf4035485b4b1e766e8b309e999f9e83a966f81ebb8122844 \
+    --hash=sha256:262f068158beb5943f2c618f4e54b46db8306b959f90dce956f90a89f613673d \
+    --hash=sha256:266c7c909558ce7377f57d082cee408aadebdd9111be017558ca54e44a031037 \
+    --hash=sha256:291a9e7502551170af989ff63139a7a49e99d68edbc5ef5017ac27541fe54c65 \
+    --hash=sha256:3565550adbf160ef7a2ee3395470570182f11233983ad818bd7d5f9e349f92b2 \
+    --hash=sha256:360f2542d09759c3739400f8b787e29b43ba0da665c21756216291458bf6fc59 \
+    --hash=sha256:3ddd9533ce80f9b851bdd6276960a9286166514a9ceca43d5bc2f0d5842c490d \
+    --hash=sha256:3fb41d9cfccb7e44511eeeed263ae98143ca63bdb1ef84631ba637c314efa1b5 \
+    --hash=sha256:3fb6f07d54ecf4d0d3c5179a2361fdddfafa14de4fc42696de4632479b703421 \
+    --hash=sha256:42a612e67d64450b446eb69695290d460713eef46e0f64467ab9dfe96264ee05 \
+    --hash=sha256:4647968629d0677bbcc2416c7aeda8685eb84e4ca15a6dbd4f82a66cfc91a532 \
+    --hash=sha256:4c430e788d99b50854209bf2833ba36a45df75e57f86efb477046cd408bbd077 \
+    --hash=sha256:4d2307a76d199077b0055b354e90e857479461a0d875437535dd4833172c8b6d \
+    --hash=sha256:698ec90bd5d5538bd5f6d212a4b61af443d240703cf45f134738535026556ea5 \
+    --hash=sha256:6dcbb81a1276bc48deb4d562bce4f8895e4fc6348750a096e30052345c6d6552 \
+    --hash=sha256:73f4878a3012283024a64a1909e440aac12091ef336f671fc142f7e87449ce0c \
+    --hash=sha256:83e8c089bbb756ca4471d8b05943b80a106058697cf00615e70423106bb783bc \
+    --hash=sha256:8ba7b666bc9c78d6a930ee9f469024149f0c6a23fb7d2c3418aad6774339bec0 \
+    --hash=sha256:8f935ef210ab00bc94bb1e3052697adaa36bb0ce7bdfeda8b0f34e2ff1643870 \
+    --hash=sha256:9d9e6817fcbc09d2605a2c8c041ac7824d738d917c35a4d427e977647e1d7944 \
+    --hash=sha256:a9a10dc40469b9c0e458625d2a8359461a982c6151bb53ff259fea00c4695ad4 \
+    --hash=sha256:bd6777e8ddd74fb603a6d09766bfcff28638189f8aaa61fc0dffd9e9a4baa8e5 \
+    --hash=sha256:c2d58d39f5e65419cdc27e3875cba4a729a3bbf6bf4016aefb4a2a65335a1d42 \
+    --hash=sha256:ccc7f2694d02b4763fee61021d45e12f7bc5743993686563957df0cef799fbae \
+    --hash=sha256:e2dc8340cfb6006025a798c50f40126d6e945a1d2487be94667bb4166556ce7b \
+    --hash=sha256:e8fcef301cf68d3951ea1eb8ac4d76cea0a6f6a08f4c78fe4026fc96d217bebc \
+    --hash=sha256:f14e79a006341f29ee5a2692a24dac5114e77533d579c57ec39124adf0135033 \
+    --hash=sha256:f6f39cd0dc6948dee17fd130aec55114f97a8ef6e1db519b9774087962bc5c8c \
+    --hash=sha256:f9e32f1cdd106793d79d190186bed9e75289d51e68bd9174e47c04bffedeab6f \
+    --hash=sha256:ff96d2a342b200e1ec6f1f19986c77f4ac16a49b6112f71c5b763989203a9d60
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
     --hash=sha256:3b41e1b601234296b4fb368338fdcd3e13e0b4fb5b67345948f4f2bf9868b286
     # via kubernetes
-fastapi==0.136.3 \
-    --hash=sha256:3d2a69bdf04b7e9f3afa292c3bc7a98816bbfafa10bc9b45f3f3700d2f761620 \
-    --hash=sha256:e487fae93ad408e6f47641ee4dfe389864fd7bec92e547ea8498fc13f43e83ab
+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==0.138.0 \
+    --hash=sha256:b6f54fd1bd72c80b0f899f172c61a600f6f7af9b43d4d772a018f35624048cb0 \
+    --hash=sha256:d445a4877636ad191e7053e08c9bf98cb921a6756776848400bb773d1740c061
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -595,9 +606,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.29.1 \
-    --hash=sha256:85199dfd706869641b72b2e8955d5416a4b2b7dc4b0e8e6d97b4cc1299a6983b \
-    --hash=sha256:d97e6b1b9757569626c58caa07dc4beb1613f4a2938b1e8cc81afca398906c9e
+filelock==3.29.4 \
+    --hash=sha256:10cdb3656fc44541cdf30652a93fb10ec6b05325620eb316bd26893e4201538a \
+    --hash=sha256:dac1648087d5115554850d113e7dd8c83ab2d38e3435dde2d4f163847e57b767
     # via snowflake-connector-python
 frozenlist==1.8.0 \
     --hash=sha256:0325024fe97f94c41c08872db482cf8ac4800d80e79222c6b0b7b162d5b13686 \
@@ -733,9 +744,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-fsspec==2026.4.0 \
-    --hash=sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2 \
-    --hash=sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4
+fsspec==2026.6.0 \
+    --hash=sha256:02e0b71817df9b2169dc30a16832045764def1191b43dcff5bb85bdee212d2a1 \
+    --hash=sha256:f5bac145310fe30e16e1471bd6840b2d990d609e872251d7e674241822abf01a
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -751,9 +762,9 @@ google-api-core[grpc]==2.31.0 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.53.0 \
-    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
-    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
+google-auth[pyopenssl]==2.55.0 \
+    --hash=sha256:a17cef9dedf98c4ebae2fb0c48c8f75952c877cbc2efe09f329ef16c2783d88a \
+    --hash=sha256:fcd3a130f575fa36403d38774af1c64a4fbfbca09215f0589d2372b5119697cb
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -771,9 +782,9 @@ google-auth-oauthlib==1.4.0 \
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.1 \
+    --hash=sha256:159143c1b7248858f35549c09efea5d031c2883145623419ea7c505a50c0899a \
+    --hash=sha256:3c6878f424fc2b21f0bb414ca7262abd008465575a7b7c44c552105278a18914
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
@@ -781,9 +792,9 @@ google-cloud-bigquery-storage==2.39.0 \
     --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
     --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.38.0 \
-    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
-    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
+google-cloud-bigtable==2.39.0 \
+    --hash=sha256:4af2dd1babb799ee2509f9c7eb02904fdd841abc360a09f4ec3bc414dba7d2cc \
+    --hash=sha256:7f6ce53cc18beba84bdfc6eff4c3367bdaed16d46c5821e3189eb27cddeb6be6
     # via feast (pyproject.toml)
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -857,58 +868,58 @@ grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.81.0 \
-    --hash=sha256:0fba53cb96004b2b7fb758b46b2288cb49d0b658316a4e73f3ef67230616ee65 \
-    --hash=sha256:194eddfacc84d80f50512e9fd4ee851d5f2499f18f299c95aa8fb4748f0537e0 \
-    --hash=sha256:19f201da7b4e5c0559198abe5a97157e726f3abe6e8f5e832d4a50740f6dcc22 \
-    --hash=sha256:21ec30b9ea320c8207ea7cd05873ad64aa69fdd0e81b6758b3347983ba20b50a \
-    --hash=sha256:275144b0115353339dbb8a6f28a9cf8997b5bf40e37f8f66ac0b0ea57e95b43f \
-    --hash=sha256:300f3337b6425fd16ead9a4f9b2ac25801acb64aa5bc0b99eb69901645b2b1d2 \
-    --hash=sha256:3755c9669307cad18e7e009860fdea98118978d2300451bd8530a53048e741e7 \
-    --hash=sha256:3d4e0ce5a40a998cf608c8ba60ecfe18fdf364a9aa193ae4ac3faeecd0e86757 \
-    --hash=sha256:40edffb4ec3689373825d367c4457727047a6e554f03245265ecc8cc03215f22 \
-    --hash=sha256:43c121e135ae44d1559b430db2b2dfad7421cbbe40e1deba506c7dc62b439719 \
-    --hash=sha256:4e032feb3bfb4e2749b140a2302a6baa8ead1b9781ff5cf7094e4402b5e9372e \
-    --hash=sha256:5192857589f223e5a98ff0e31f6e551b19040e647d17bfe10116c8a2ce3b8696 \
-    --hash=sha256:57b3b0e73a518fa286959b40c3eddd02703504ca186e8b7b2945954519bd8b2c \
-    --hash=sha256:5e925a70fe99fe5794f7beca0ea034c75f068afcc356d79047e73f99cdcca34c \
-    --hash=sha256:62bbe463c9f0f2ff24e31bd25f8dd8b4bae78900e315915a3195a0ef1471a855 \
-    --hash=sha256:638ccc1b86f7540170a169cb900799b9296a1381e47879ce60b0de9d3db73d33 \
-    --hash=sha256:725801c7086d7e4cd160e42bb2f54e0aeb976b9568df3cc6f843b15d29b79fb1 \
-    --hash=sha256:77eb4e9fe61486bd1198cc7236ebb0f70e66234e63c0348f40bc2553ed16a88b \
-    --hash=sha256:7915a2e63acdc05264a206e1bddfd8e1fb8a29e406c18d72d30f8c124e021374 \
-    --hash=sha256:794e6aa648e8df47d8f908dc8c3b42347d04ec58438f1dcd4e445f09b4f6b0ce \
-    --hash=sha256:8226ba097eed660ef14d36c6a69b85038552bb8b6d17b44a5aa6f9abf48b8e08 \
-    --hash=sha256:87e33b7afcfb3585121b5f007d2c52b8c534104d18f556e840d35193ca2a9141 \
-    --hash=sha256:8bb1789c94322a13336a2b6c58d9c14d68f8628b6e24205a799c69f5bf8516ce \
-    --hash=sha256:8c0855a350886f713b9e458e2a10d208009dcaa849f574e39cd6067db1fe1279 \
-    --hash=sha256:909bb3222b53235498d2c5817a0596d82b0aaea490ba93fdf1b060e2938a543c \
-    --hash=sha256:97bbd623f7ded558fd4f7cb5a4f600c4d4de65c5dd364c83a5b14b2a10a2d3b5 \
-    --hash=sha256:98c6240f563178fc5877bd50e6ff274463e53e1472128f4110742450739659fa \
-    --hash=sha256:9f355384e5543ab77a755a7085225ecc19f32b76032e851cbd8145715d79dec8 \
-    --hash=sha256:a524cd530900bd24511fcb7f2ed144da4ea37711c4b094475d0bceca7a93a170 \
-    --hash=sha256:a5acd7efd3b1fe9b4eb0bcaaa1507eed68a0ad0678b654c3f7b464df9ba9dca5 \
-    --hash=sha256:a9351055f52660b58f3d4890ea66188b5134399f82b11aa0c55bd4b99eff5390 \
-    --hash=sha256:aa948712c8e5fa40ec250870bda14bc7578e1bb832a8912d9d2a0f720518edbe \
-    --hash=sha256:aaaa4f7f2057d795952e4eacf3f342be8b5b156992f6ac85023c8b98794ebd47 \
-    --hash=sha256:b4108e5d9d0f651b7eea749116181fe6c315b145661a80ec31f05ec2dbe21af7 \
-    --hash=sha256:b76ea9d55cd08fcdbda25d28e0f76679536710acb7fbd5b1f70cb4ac49317265 \
-    --hash=sha256:b8b025b6af43ee0ad4a70307025d77bcab5adde7c4597786010d802c203e9fc5 \
-    --hash=sha256:b93cee313cae4e113fbb3a0ce1ea5633db6f63cfde2b2dc1d817429026b2a50b \
-    --hash=sha256:c197e2ef75a442528072b29e9755da299110e8610e8bcbb59a6b4cf55384f005 \
-    --hash=sha256:c36f5d5e97944cbda2d4096b4ae262e6e68506246b61582acf1b8591607f3ccc \
-    --hash=sha256:c4fe218c5a35e1d87a5a26544237f1fa41dfd9cbd3c856b0810a30061f8b0aaf \
-    --hash=sha256:c6ff087cb1f563f47b504b4e29e684129fc5ae4863faf3ebca08a327764ee6cb \
-    --hash=sha256:cd78145b7f7784661c524624f3526c9c6f891b30a4b54cb93a40806d0d0d61e9 \
-    --hash=sha256:db217c2e52931719f9937bd12082cd4d7b495b35803d5760686975c285924bf8 \
-    --hash=sha256:dbdb99986548a7e87f8343805ef315fd4eb50ffaabf4fb1206e42f2542bb805d \
-    --hash=sha256:e4d053900a0d24b75d7521139a3872150301b3d6bde3bed5e12318fb25791e4d \
-    --hash=sha256:e7746ba3e6efc9e2b748eff59470a2b8684d5a9ec607c6580bcaa5be175820bc \
-    --hash=sha256:f345de40ef2e65f63645d53d251824e6070e07804827c5b00ec2e44555f9f901 \
-    --hash=sha256:f750a091fff3a3991731abc1f818bdc64874bb3528162732cb4d45f2e07821a6 \
-    --hash=sha256:f85570a016d794c29b1e76cf22f67af4486ddbe779e0f30674f138fa4e1769ec \
-    --hash=sha256:fbbe81314a9d92156abce8b62c09364eb8bafc0ca2a19919a45ec64b5c6cb664 \
-    --hash=sha256:ff83d889e3ebf6341c8c7864ad8031591ad5ca61599072fc511644d1eb962d2b
+grpcio==1.81.1 \
+    --hash=sha256:0490c30c261eded63f3f354979f9dc4502a9fb944cccb60cd9dc85f5a7349854 \
+    --hash=sha256:0a37165cc80b1a368384b383e63a4c38116a10467ae44c904d2d7468c4470ec2 \
+    --hash=sha256:12b7524c88d4026d3dcb7b0ebe16b6714f3b4af402ddd0f0639ab064a00c87c3 \
+    --hash=sha256:15641444eca4a29358107b3dceb74c1c6305c55c822fd199b458aaea4068a7fb \
+    --hash=sha256:1b22c80559854b789a01fd89e8929b3798a156c0829b5282a8939f33ad4115ad \
+    --hash=sha256:1e123f9b37edb8375fd74130d1f69c944bbf0a7b06761ae7211154b8759e94d2 \
+    --hash=sha256:24c8e57504c8f45b237e40b99262d181071e5099a07053695b75d97bb53053a0 \
+    --hash=sha256:2c2e2ae6867c2966b8daccc836d54a13218e0007e9a490aeb81dd05be64d22d7 \
+    --hash=sha256:30e825f6848d9f18bba350ed6c75c1b02a0b5184474a31db9a32b1fa66fd8c79 \
+    --hash=sha256:3768a5ff1b2125e6f552e561b6b2dca0e64982d8949689b4df145cf8b98d7821 \
+    --hash=sha256:3ad74f8bb1a18963914c5452d289422830b39459e8776ebbcd207be1fbfb1d94 \
+    --hash=sha256:410482da976329fe5f4067270401b12cf2bd552ff8020f054ecfaddb5475f9d6 \
+    --hash=sha256:428bec0161b48d8cf583c068591bc0016d0d9cfff52462b72b3884861ea768c5 \
+    --hash=sha256:506f48f2f9c29b143fca3dad7b0d518c188b6c9648c75a2ae6e2d9f2c13a060b \
+    --hash=sha256:58ad1131c300d3c9b933802b3cc4dc69d380822935ba50b28703156ea826fbf7 \
+    --hash=sha256:592b5fee597faa91cce2dd294dd7d9a1c83d76c4dbf877e33ec1adb866b2fbed \
+    --hash=sha256:61233fe8951e5c85dff81c2458b6528624760166946b5b47ea150a589168411f \
+    --hash=sha256:62481553b1793a27e9b9c3cf9e5bd483ef045ca72462592074b46d42b0c4d9b9 \
+    --hash=sha256:6282caffb41ec326d4cb67ca9cf53b739d1b2f975a2acb498c7418e9f7d9a416 \
+    --hash=sha256:69ef28e54fc85397f91b8c19592b8ef3d81952080366914823bd8572a2958120 \
+    --hash=sha256:6f9a0c9c1cc15c112d1c053064fd032b64917062292c3d70aea280e02ae10b77 \
+    --hash=sha256:6fa10a767143a5e82e8eaab53918af0cd8909a57a27f8cb2288b80a613ac671b \
+    --hash=sha256:766bc7c9a9c340342f4c864ccbda8e78111e4751f13b895812b9c148fb79e9d0 \
+    --hash=sha256:78e29211f26da2fdd0e9c6d2b79f489476140cf7029b6a64808ade7ca4156a42 \
+    --hash=sha256:819edbdcb42ab8598b494bcf0222684bbb7a3c772bd1b1f0be7e029a6063c28e \
+    --hash=sha256:85b10a45b8993d195c4f3ff57025b8d1e11834909ee475c403bfa60cb4caefaf \
+    --hash=sha256:88268ca418cacea64cecb0d1d600d3c6b3a8038fcba02e1e205178c5b1f47661 \
+    --hash=sha256:8b39472beafc0bdcafc4c8c73ad082ebfdb449d566897a61e7acb4fa88089115 \
+    --hash=sha256:8ea1936c26b99999b27479853039a7f34713f56c49375ad52b38535ec93a796c \
+    --hash=sha256:98a07f9bf591e3a8919797bee1c53f026ba4acd587e5a4404c8e57c9ec36b2a5 \
+    --hash=sha256:a185a04039df6cae8648bc8ab6d6fde7bf94f7188ecf7828e76ac52eef1e41d6 \
+    --hash=sha256:a35009284d0d3d5c2c9601c164a911b8b4331608d98a9a66d47d97bb2f522b70 \
+    --hash=sha256:a3acb384427816dd5d470f47e62137b87f74da694faa8a50147012cf40df276a \
+    --hash=sha256:aa2ba7d2ad6df4d80127cea65e5b8d5e2c3adbf153ff4804452836328aca7c54 \
+    --hash=sha256:b10e1ff4756ed27d5a29d7fc79cfce7ef1ff56ad20025b89bac7cf79e09abbbe \
+    --hash=sha256:b137f4bf3ada9dc44d411478decc6ff09a79ed30b306cd2abaa98408c3588137 \
+    --hash=sha256:b259a04a737cb3496be0901328eb8b7552ed8df4865d8c8f1cf1bffcfc0776a3 \
+    --hash=sha256:b427c19380991a4eaab2f6144b64b99b412043314c6bf4ab544f97bb31ee4190 \
+    --hash=sha256:bb693b1e3d9a2f3fd228e2110daf4b5aeedb36761ca1e4282f74725f6d89f611 \
+    --hash=sha256:c261d74b1a945cf895a9d6eccd1685a8e837531beaab782da4d630a8d12deffb \
+    --hash=sha256:c5bf2dc311127d91230cc79b92188c082634a06cf66c5234db49a43b910183b0 \
+    --hash=sha256:ca1cc11d82677b9662082e5478b7528e2b7db7beaa6bdff42bd62789d81be399 \
+    --hash=sha256:d4b2dddfc219f54f956ccd53cf76a1d338ffe68fc7f2849ec9c7feb9927ff692 \
+    --hash=sha256:d71d30f2d92f67d944631c523713934fee37292469e182ebcd2c1dd8a64ce53f \
+    --hash=sha256:d865db4a6318e1c1bea83292e0ed231090538fc4ca45425b0f0480eb338bbc6e \
+    --hash=sha256:e2aa72e3ce1770317ef534f63d397b55e130725f5149bd36077c3b539019db27 \
+    --hash=sha256:e3657301562ac3cb8018d30d0d3ebfa39932239f7b5703422057ef14b69949f5 \
+    --hash=sha256:e64dd101d380a115cc5a0c7856788adb535f1a4e21fc543775602f8be95180ae \
+    --hash=sha256:e8ca6a1fcdb2943c9cbc1804a1baf3acb6071d72a471591678ded84218006e14 \
+    --hash=sha256:edb59506291b647a30884b1d51a599d605f40b20af4a7dc3d33786a47a31de60 \
+    --hash=sha256:f9a0ebbe45c29b5e5866593c12b78bd9035f0f0f0d4bc8361680cd580d99db49
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -921,18 +932,19 @@ grpcio==1.81.0 \
     #   grpcio-health-checking
     #   grpcio-reflection
     #   grpcio-status
+    #   milvus-lite
     #   pymilvus
-grpcio-health-checking==1.81.0 \
-    --hash=sha256:09f31674f1acdcf214bc4e640ebbbbef165b077a1fd64834795196d52bfdce39 \
-    --hash=sha256:1024304a85eecddb7a08cb16e157a36dd1c5b08bdabba09f844a71d7e47c994f
+grpcio-health-checking==1.81.1 \
+    --hash=sha256:cbc6a4171825ec64389de2f062d296ba129a5c27eefd0dd55fa837909184bdf9 \
+    --hash=sha256:ecc61480e25058a4a04e11e4ab6900ad7439b32e60a8ce4ece7d9f219221c85d
     # via feast (pyproject.toml)
-grpcio-reflection==1.81.0 \
-    --hash=sha256:5191db7aa6cab1b6981b0879fa44fdcdd43ba644f0301c40b976f813eb4eff06 \
-    --hash=sha256:85322a9c1ab62d9823b1262a9d78d653b1710b99b5764cdcef2673cfe352b9c1
+grpcio-reflection==1.81.1 \
+    --hash=sha256:3d7160000f5fdd0e241f9b1a3d402f15ebcd5f281be105b374a025f38c6434a8 \
+    --hash=sha256:d82fc4ac39dd5dcfd63e577075f6a68eac4a765e66a453914bbf57caf35665d0
     # via feast (pyproject.toml)
-grpcio-status==1.81.0 \
-    --hash=sha256:10eb4c2309db902dc26c1873e80a821bf794be772c10dfd83030f7f59f165fab \
-    --hash=sha256:b6fe9788cfdd1f0f63c0528a1e0bfdb41e8ff0583e920d2d8e8888598c01bb69
+grpcio-status==1.81.1 \
+    --hash=sha256:08072fa9995f4a95c647fc6f4f85e2411573d00087bcabdf30f260114338f232 \
+    --hash=sha256:9389a03e746017b10f0630c064289201458f3ce01f5d7ef4b0bebc1ef6cf82ad
     # via google-api-core
 gunicorn==26.0.0 \
     --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
@@ -1153,9 +1165,7 @@ 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
@@ -1355,19 +1365,17 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.2 \
-    --hash=sha256:8e02db104096d1c25b28e64bde29a5c32b31bc241710213e12fd4d84985bdfef \
-    --hash=sha256:d6ff5160c6ca65d93013626efb3fc249de683c30b2d8570755ceddd490344de5
+mcp==1.28.0 \
+    --hash=sha256:559d3f9943674cafbe5744c5d3794f3237e8b47f9bbc58e20c0fad680d8487c2 \
+    --hash=sha256:9c1e7cf3a9125557e418ecd4fed8e9adddce81b0dfdae4d6601d700f5beb71a4
     # via 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
+milvus-lite==3.0 \
+    --hash=sha256:2c35d0d046b1faae3402cde1fb73d65f51ee8c6aba65f54de1dda46f7bb18b9b \
+    --hash=sha256:d9a094eab84bdaa4253da3721482282c939da1cce6f4e1759f947e8d3e53406e
     # via feast (pyproject.toml)
 mmh3==5.2.1 \
     --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
@@ -1679,84 +1687,58 @@ mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-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
+numpy==2.5.0 \
+    --hash=sha256:016623417bb330d719d579daf2d6b9a01ddc52e41a9ed61a47f39fde46dcd865 \
+    --hash=sha256:0b525be4744b60bb0557ac872d53ef07d085b5f39622bc579c98d3809d05b988 \
+    --hash=sha256:126b88d95e8ff9b00c9e717aa540469f21d6180162f84c0caec51b16215d49cd \
+    --hash=sha256:146b81cdd3967fdb6beca8ba25f00c58741d8f3cbd797f55af0fbe0bfec3469c \
+    --hash=sha256:1a7569a7b53c77716f036bb28cb1c91f166a26ec7d9502cd1e4bdfe502fdec22 \
+    --hash=sha256:1c0121101093d2bd74981b10f8837d78e794a8ff57834eb27179f49e1ba11ac6 \
+    --hash=sha256:22f3d43e362d650bc39db1f17851302874a148ca95ba6981c1dfb5fa6862f35b \
+    --hash=sha256:243563efb4cd7528a264567e9fd206c87826457322521d06206a00bfa316c927 \
+    --hash=sha256:28e7137057d551e4a83c4ae414e3451f50568409db7569aacc7f9811ee06a446 \
+    --hash=sha256:3893adc2dc7c0412ba76777db55a049215d99c9aa3113003be8f49f4f1290ab9 \
+    --hash=sha256:39a0433bd4086ebd462960cf375e19195bb07b53dc1d87dd5fcf47ad78576f03 \
+    --hash=sha256:3b94d0d0deceebfad3e67ae5c0e5eb87371e8f7a0581cd04a779928c2450cf1e \
+    --hash=sha256:44353e2878930039db472b99dc353d749826e4010bd4d2a7f835e94a97a5c748 \
+    --hash=sha256:489780423903667933b4ed6197b6ec3b75ea5dd17d1d8f0f38d798feb6921561 \
+    --hash=sha256:48f54b00711f83a5f796b70c518e8c2b3c5848dda03a54911f23eb68519b9b60 \
+    --hash=sha256:520e6b8be0a4b65840ac8090d4f51cef4bed66e2b0894d5a520f099adc24a9b2 \
+    --hash=sha256:5a129578019311b6e56bdd714250f19b518f7dceeeb8d1af5490f4942d3f891c \
+    --hash=sha256:5dc71423499fab3f46f7a7201155ade1669ea101f2f429d332df9e72f8161731 \
+    --hash=sha256:6206db0af545d73d068add6d992279145f158428d1da6cc49adc4b630c5d6ee5 \
+    --hash=sha256:694d8f74e156f7fd01179f1aa8faa2f648ab6ae0f70b6c3fe57a03249aea2303 \
+    --hash=sha256:6f2d6873e2940c860a309d21e25b1e69af6aaffdd80aa056b04c16380db1c4f2 \
+    --hash=sha256:6f9836778081a0a3c02a6a21493f3e9f5b311f8d2541934f31f05583dc999ea4 \
+    --hash=sha256:7174ce8265fc7f7417d171c9ea8fe905220748893ea67a2a7abe726ec331c4b0 \
+    --hash=sha256:750fb097caf26fa878746d9d119f6f9da12dedcbff1eea966c3e3447647c4a9e \
+    --hash=sha256:835e454dd99b238cdc5a3f63bce2371296f5ebc53ca1e0f8e6ddbb6d92a29aab \
+    --hash=sha256:84881d825ca75249b189bbee875fcfe3238aa5c479e6100893cda566e8e86826 \
+    --hash=sha256:929f0c79ac38bcbd7154fe631dc907abfeddbcc5027a896bd1f7767323271e7a \
+    --hash=sha256:9990713e9c38154c6861e7547f1e3fc7a87e75ff09bab24ef1cc81d81c2835e9 \
+    --hash=sha256:a1a4874217b36d5ac8fc876f52e39df56f8182c88463e9e2dceabf7ca8b7efb8 \
+    --hash=sha256:a55e1eb2bca2cfd17a16b213c99dfc8502d47b0d494224d2122277d0400935ca \
+    --hash=sha256:aaa760137137e8d3c920d27927748215b56014f92667dc9b6c27dfc61249255a \
+    --hash=sha256:b8c3daaf99de52415d20b42f8e8155c78642cb04207d02f9d317a0dcf1b3fb54 \
+    --hash=sha256:bf80333980bf37f523341ddd72c783f39d6829ec7736b9eb99086388a2d52cc2 \
+    --hash=sha256:c83b664b0e6eee9594fa920cf0639d8af796606d3fad6cc70180c87e4b97c7be \
+    --hash=sha256:cc4f247a47bbf070bfd70be53ccdcf47b800af563535e7bbe172322197c30e21 \
+    --hash=sha256:cda12aa4779d42b8771180aba759c96f527d43446d8f380ab59e2b35e8489efd \
+    --hash=sha256:d371c92cfa09da00022f501ab67fafaea813d752eb30ac44336d45b1e5b0268a \
+    --hash=sha256:d4313cef1594c5ce46c31b6e54e918338f63f16ee9322304e8c9114d6d81c8bd \
+    --hash=sha256:e1da54b53e75cd9fcfc23efcc7edab2c6aecf97b6037566d8a0fe804af8ec57c \
+    --hash=sha256:ebb81d9d5443e0309d6c54894c3fbed74ad7da0714352a67b6d773cd189eae73 \
+    --hash=sha256:ece55976ced6bca95a03ae2839e2e5ccffe8eb6a3e7022415645eb154a81e4e6 \
+    --hash=sha256:edadfbd4794b1086c0d822f81863e8a68fc129d132fd0bb9e31e955d7fbbbdb7 \
+    --hash=sha256:f27582c55ba4c750b7c58c8faf021d2cd9324a662b466229db8a417b41368af9 \
+    --hash=sha256:f7e5fa4382967ae6548bd2f174219afb908e294b0d5f625af01166edd5f7d9aa
     # via
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   ibis-framework
+    #   milvus-lite
     #   pandas
     #   pandas-gbq
 oauthlib==3.3.1 \
@@ -1845,6 +1827,7 @@ packaging==26.2 \
     # via
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   google-cloud-bigquery
     #   gunicorn
     #   ibis-framework
@@ -2189,6 +2172,7 @@ pyarrow==24.0.0 \
     #   db-dtypes
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
     #   pandas-gbq
     #   snowflake-connector-python
 pyarrow-hotfix==0.7 \
@@ -2338,9 +2322,9 @@ pydantic-core==2.46.4 \
     --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
     --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.1 \
-    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
-    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
     # via
     #   fastapi-mcp
     #   mcp
@@ -2361,18 +2345,19 @@ pyjwt[crypto]==2.13.0 \
     #   feast (pyproject.toml)
     #   mcp
     #   snowflake-connector-python
-pymilvus==2.6.15 \
-    --hash=sha256:329a20fed7eb78607306ec80289f55151d9238bcfd3ecc61605b653c268326aa \
-    --hash=sha256:c9e67810b40973d917010c176c6c07d3221a8c65b577bd924ae74fb222da8500
+pymilvus==3.0.0 \
+    --hash=sha256:57c8e7c87fbbf579f122b4df893949bc78e50bca2988527864891bd544817b05
     # via feast (pyproject.toml)
 pymysql==1.2.0 \
     --hash=sha256:62169ce6d5510f08e140c5e7990ee884a9764024e4a9a27b2cc11f1099322ae0 \
     --hash=sha256:6c7b17ca686988104d7426c27895b455cdeea3e9d3ceb1270f0c3704fead8c33
     # via feast (pyproject.toml)
-pyopenssl==26.2.0 \
-    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
-    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
-    # via snowflake-connector-python
+pyopenssl==26.3.0 \
+    --hash=sha256:46367f8f66b92271e6d218da9c87607e1ef5a0bc5c8dea5bb3db82f395c385a3 \
+    --hash=sha256:589de7fae1c9ea670d18422ed00fc04da787bbde8e1454aea872aa57b49ad341
+    # via
+    #   google-auth
+    #   snowflake-connector-python
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
     --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
@@ -2660,6 +2645,7 @@ setuptools==80.10.2 \
     #   feast (pyproject.toml)
     #   pandas-gbq
     #   pydata-google-auth
+    #   pymilvus
 shellingham==1.5.4 \
     --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
     --hash=sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de
@@ -2702,77 +2688,77 @@ sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
     --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
     # via snowflake-connector-python
-sqlalchemy[mypy]==2.0.50 \
-    --hash=sha256:03f4323c980ad0e918cc9e5369b015f759f4e534db5bbaf4dc36832c10d05064 \
-    --hash=sha256:06a9210bdc5f4298cff0781087e2ff45683922252dacc452846373a58761f093 \
-    --hash=sha256:0a31c5963d58d3e3d11c5b97709e248305705de1fdf51ec3bf396674c5898b7e \
-    --hash=sha256:0e104e196f457ec608eb8af736c5eb4c6bc58f481b546f485a7f9c628ee532be \
-    --hash=sha256:0f5e4ac70e9e757f6b3e87c0491ff034442ecd8dfd36d041a50564c322dafc0e \
-    --hash=sha256:0fe7822866f3a9fc5f3db21a290ce8961a53050115f05edf9402b6a5feb92a9f \
-    --hash=sha256:0fec460e18cdbb4c7773531122ce9a27e96c6ca17af3933941d94da475ad2c86 \
-    --hash=sha256:110fdac56ace278949f00de805edacbd6141e382d992f9ba28238b3a0827a600 \
-    --hash=sha256:1208050441471d003b7c8cb4054fb084f185cf35ac3f0ea270803865bca9939a \
-    --hash=sha256:13b85b20f9ab714a666df9d8e72e253ec33c16c7e1e375c877e5bf6367a3e917 \
-    --hash=sha256:15708c613cd5005b7dffe1f66ee6a63ee8f5e46799f71c70ebad74178c676a39 \
-    --hash=sha256:1918a3cf564d16d95bca7301005f41ab2ad50b07cd3b9da50d3ed986db148d6a \
-    --hash=sha256:1aa6e403663a9c43c8fef7ce4bdb4cf48bcd8d352e91deda2a99f963270bd508 \
-    --hash=sha256:1c5f858fe79c9f5d8fda065c06186356acb7f8df3cd52dbd5ee3f200e4b144f5 \
-    --hash=sha256:1fbd55a969d7ac44a98e3dec75016074f809fa08f871585ace58dde110d1bf3e \
-    --hash=sha256:23ae23d8b9d344d30d0a92f06d45825024a5790f1c1dd4cf452636a50d3e58cb \
-    --hash=sha256:27b7062af702c61994e8806ad87e42d0a2c879e0a8e5c61c7f69d81dabe24fdf \
-    --hash=sha256:287086e67275a212c4582d166a6fb03a65ccc5551d80866270ce0dd9f34eccd3 \
-    --hash=sha256:2b9dcc43afef8ac157cd92fce96985d6b8b0cfbd3df4d666f66b4d55a75d202f \
-    --hash=sha256:2c1920cde9d741ba3dda9b1aa5acd8c23ea17780ccfb2252d01878d5d0d628d3 \
-    --hash=sha256:2dab927761d9108550f0cf8e66ff21af56f907a0ce0a689793db615e2b55f62c \
-    --hash=sha256:31648fa14460537e768a7303b078e4344d208e0d23e06867c1f376a227ed82db \
-    --hash=sha256:3699dac4be410e97049a1658e9480da9cde956594aa0f3aebc60b88f21c5ba70 \
-    --hash=sha256:3d10700bd519573f6ce5badbabbfe7f5baea84cdf370f2cbbfb4be28dfddbf1d \
-    --hash=sha256:409a8121b917116b035bedc5e532ad470c74a2d279f6c302100985b6304e9f9e \
-    --hash=sha256:47b71b933e7b4ebad407c8fdfd70d2c4f08b78b3238bb30eebdd6eb32ca51b89 \
-    --hash=sha256:4a8e8af330cbb3a1931d3d6c91b239fc2ef135f7dd471dfa34c575028e0b1fa8 \
-    --hash=sha256:51b637a84f9fa35ae1f9017e786cb142974a25305085e1b378b3647a67f65ad3 \
-    --hash=sha256:545eae198d37bcf837a10ede3684e2af32458d6f35c597c35c2de7502dc38fc4 \
-    --hash=sha256:60922d6599065ddca2c6f376b9aa2f41a6b85a271725e0909490bbc50b1998a5 \
-    --hash=sha256:66e374271ecb7101273f57af1a62446a953d327eec4f8089147de57c591bbacc \
-    --hash=sha256:68b154b08088b4ec32bb4d2958bfbb50e57549f91a4cd3e7f928e3553ed69031 \
-    --hash=sha256:6c206aec519a2e7bd08abbfb33436e325fd22c632d9c21a9047e376ce241646e \
-    --hash=sha256:724f3dcbe53dd0151e3cb5e7ec4ba4c620bede579caacd16275dc35ce06e8615 \
-    --hash=sha256:7af6eeb84985bf840ba779018ff9424d61ff69b52e66b8789d3c8da7bf5341b2 \
-    --hash=sha256:7b1ddb7b5fc60dfa9df6a487f06a143c77def47c0351849da2bcea59b244a56c \
-    --hash=sha256:7e36efdcc5493f8024ec873a4ee3855bfd2de0c5b19eba16f920e9d2a0d28622 \
-    --hash=sha256:83a9fce296b7e052316d8c6943237b31b9c00f58ca9c253f2d165df52637a293 \
-    --hash=sha256:8b53784972ade4f8174b9aa661f31a06f8a936d2cfdd602913ff3c6dd40ae873 \
-    --hash=sha256:8f00e3eb43ba30eb1b238ee03a8a62309486d1321eda3328bb611e0340033ad8 \
-    --hash=sha256:92064363517a3ff8212b5a93b8c62876579d8dfd1ca5b561335f30152d884fa9 \
-    --hash=sha256:9602c07b03e1449747ecb69f9998a7194a589124475788b370adce57c9e9a56e \
-    --hash=sha256:96fbee6b19c19cd1556c8bf9419447cf2ec149ffcab7ab64348c23e54ef8547f \
-    --hash=sha256:9d1af51558029a156a70986b7df88f042b3d158d7c8d8fb5072912d4b32d89c7 \
-    --hash=sha256:adc0fe7d38d8c8058f7421c25508fcbc74df38233a42aa8324409844122dce8f \
-    --hash=sha256:af5607d11ef90fd6a5c0549fe0045dce1663d427426bcfb506dcb5346a85a3b9 \
-    --hash=sha256:b00098cdbdbd38c7be3d568b0c9c3122b8c0ec62b911b57cd5e6e0254d60a76d \
-    --hash=sha256:bef4ac756363227ef6402a75fee025a4bc690f92328e825868939b3b3a446a6d \
-    --hash=sha256:c4e70c46fad30c3bcc6a4708bc0130a3173e11a5b25f0ea4a9d8911b450f1f52 \
-    --hash=sha256:c5c3cdb753a9004183e1ccb634b41611654c989e61bc68617ce878e46d6f1e51 \
-    --hash=sha256:c966932507a4d7d0a37314927dbfcd89720e3f37d2a1e3352e7ae7939fa8e8a0 \
-    --hash=sha256:e195687f1af431c9515416288373b323b6eb599f774409814e89e9d603a56e39 \
-    --hash=sha256:e6e814658818fd165e749e3d8490ef16cc7f379a118c37ada8b0589ffbaaac22 \
-    --hash=sha256:e8e1b0f6a4dcd9b4839e2320afb5df37a6981cbc20ff9c423ae11c5537bdbd21 \
-    --hash=sha256:ea1a8a2db4b2217d456c8d7a873bfc605f06fe3584d315264ea18c2a17585d0b \
-    --hash=sha256:eefd9a03cc0047b14153872d228499d048bd7deaf926109c9ec25b15157b8e23 \
-    --hash=sha256:f96233858e3df43932ac11589e22520da6e8aeb624b03fedfeebb0e8ea213086 \
-    --hash=sha256:faffef4bcc20a1892e65e155293d99d60855bbbc79250ab712819cfd56a8e6bb
+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==30.9.0 \
-    --hash=sha256:20bed04b6482bf13560206cae517f451f46c321e04956ad71271ed1f12ce8802 \
-    --hash=sha256:59b5f74f4d391e32e6980e8cd23cca8d47beac3c0140b711ead9ed05a824a8b5
+sqlglot==30.11.0 \
+    --hash=sha256:1a23c6e2adb41da61fda46b1848d2fa26341d447fc0f0cd5ca21160362100991 \
+    --hash=sha256:cffdee57d1f2f5472dc9f13087e618cf795841172b7d5ef78b63a051a52d2710
     # via ibis-framework
-sse-starlette==3.4.4 \
-    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
-    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
+sse-starlette==3.4.5 \
+    --hash=sha256:83072538bc211a2f68b7b0422226c4af3e9b62e106e07034664b832ca019842a \
+    --hash=sha256:e71bad53323f65573c3864a6c3bd0c1eb6e5f092b2e48082b0c35927d19ca296
     # via mcp
-starlette==1.2.1 \
-    --hash=sha256:4de0082d08c8f6764a85a54cf1120d6939507a19905c7768acad2a9f875d2b89 \
-    --hash=sha256:9b9b5ebb992e67d6093741e63c2f59e4f6fff986f81163c087867bd7b924b3f6
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
     #   feast (pyproject.toml)
     #   fastapi
@@ -2850,12 +2836,10 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-tqdm==4.68.0 \
-    --hash=sha256:b79a3ae57db4c870a55352e43abb33b329557cd75b1483028909286ff22a2c03 \
-    --hash=sha256:c627124266fe7904cabb70e88a940d75a06b889a0b11680307a67c18ce094f19
-    # via
-    #   feast (pyproject.toml)
-    #   milvus-lite
+tqdm==4.68.3 \
+    --hash=sha256:00dfa48452b6b6cfae3dd9885636c23d3422d1ec97c66d96818cbd5e0821d482 \
+    --hash=sha256:39832cc2def2789a6f29df83f172db7416cea70052c0907a57801c5f2fdccb03
+    # via feast (pyproject.toml)
 typeguard==4.5.2 \
     --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
     --hash=sha256:fcf9de18bd945cdb4c7b996e12b4c51ce83f92f191314a6d7cf1739586ec98cf
@@ -3151,97 +3135,97 @@ websockets==16.0 \
     --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
     --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
     # via uvicorn
-wrapt==2.2.1 \
-    --hash=sha256:036dfb40128819a751c6f451c6b9c10172c49e4c401aebcdb8ecf2aec1683598 \
-    --hash=sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624 \
-    --hash=sha256:05d5cb74d1b232ec8cfa130a8f900708699ff2491d97b8f85a4cdc5996294b85 \
-    --hash=sha256:07be671fa8875971222b0ba9059ed8b4dc738631122feba17c93aa36b4213e9a \
-    --hash=sha256:09ac16c081bebfd15d8e4dfa5bdc805990bbd52249ecff22530da7a129d6120b \
-    --hash=sha256:0d9ff006f420b2ec8296aa56ade43ea7da3e997e85769f0aafc5e0661aacb710 \
-    --hash=sha256:0f68f478004475d97906686e702ddbddeaf717c0b68ad2794384308f2dc713ae \
-    --hash=sha256:17de18fc12cea55b8a9587314cb830573e37fb33b247a7515696350863714188 \
-    --hash=sha256:1ae574d65c9fa8e86f64f6a7c2668f9fcd507b183e0e577619f504b883cb0a6c \
-    --hash=sha256:1c9934ea5d92957e3cd0adbc0845539dccfd62710ebe16195a8c66c53954db36 \
-    --hash=sha256:1d676ee388bc42a04d56dd7deb5605244dac2e35cc2fadbb43c9fa25bbd93508 \
-    --hash=sha256:1ffa9cfd4bdb581539951b14ae661ff20ed0c3599b3e911a131ee0ec5ac11337 \
-    --hash=sha256:2076d2335085eb09b9547e7688656fa8f5cf0183eab589d33499cd353489d797 \
-    --hash=sha256:211f595f8e7faae5c5930fcc64708f2ba36849e0ba0fd653a843de9fa8d7db77 \
-    --hash=sha256:24c52546acf2ab82412f2ab6fc5948a7fe958d3b4f070202e8dcdd865489eaf9 \
-    --hash=sha256:2d83966dc7f4f45e8b97b5933685ac2e6e67fc0e19246ea314bceb9a8970c956 \
-    --hash=sha256:2de9e20769fe9c1f6dcdc893c6a89287c5ccf8537c90b5de78aed8017697aad5 \
-    --hash=sha256:2e08688ab16525897da6589d56d0aebaf417bbe91c2d8e3b96203b1efa596e85 \
-    --hash=sha256:2f8c90c8afde51969487be4e1343ae049b268854877d415c2510baf833775052 \
-    --hash=sha256:368eac1e20fd0bb03dd3cc42bf9887154c3861b60989389ccb5fac032617d215 \
-    --hash=sha256:3aafea2975caef8ca49400640dde02cc7426e798f24870ed01f490bc3cffd32f \
-    --hash=sha256:3e2f02472a1cbbf3884b365714a810b5947134a95ad6952b554cb8cce9d492b0 \
-    --hash=sha256:3ffad790d9d11d8ecf9f17c4bb671a5b4089e4d8b575c46c5129597f41f836b0 \
-    --hash=sha256:401229e9d63ca09f9b8891ecf83798d26c11bbb445d11ed9f1836b6d4585b38a \
-    --hash=sha256:436addbc4bb4fc0a88c702577f51195d7d73683a7f3e0e5b253d8404d7847243 \
-    --hash=sha256:44255c84bc57554fed822e83e70036b51afa9edb56fc7ca56c54410ece7898c9 \
-    --hash=sha256:50972a1d974ea07725a7f6b1cec5f8759008afd030a0024843ebe7d52de47f2b \
-    --hash=sha256:5590d63f5243251641cf543009b4c9314a79d0598fdb8a8e4cfc918494536c53 \
-    --hash=sha256:585916e210db57b23543342c2f298e42331b617fd0c934caf5c64df44de8640e \
-    --hash=sha256:5f1845c2a8cc1180ccccfa45785dd06f562730d19ef75be180334254012b6283 \
-    --hash=sha256:5fa9bf3b9e66336589d03f42abce2da1055ad5c69b0c2b764852a8471c9b9114 \
-    --hash=sha256:61a0013344674d2b648bc6e6fe9828dd4fc1d3b4eb7523809792f8cb952e2f16 \
-    --hash=sha256:61acce4257a9883669703c525447c5b4c392edf0f987ae77ec32668440158f0e \
-    --hash=sha256:628f5220c7a904d5fc78f7075c8d7871433eb6d035c94728a22fdf85f193d2a8 \
-    --hash=sha256:64b7deeda4b70408e382328d8bbe52a256fe9bc63ae3db86d804608367e5422c \
-    --hash=sha256:6744f504375775d7609c82c8d3d94af1c9a6f05586984536905908ba905277b9 \
-    --hash=sha256:67a97e5b6c457f0cd3cfc19ebb2d84463e60c3ece754cc831e4281a3ca29bb18 \
-    --hash=sha256:69f2e9244542cb34dd59c7f073445b9e54ad9f3fce8d93606c368a1b499fc413 \
-    --hash=sha256:6ce32763ac31ce94fe9aada947e479b1975012bff166da409b4b9e4e376cf7e5 \
-    --hash=sha256:6f56a647e4eaf5f0ca40330fb070f566bdf9f7b0db89a1af20d71c28dcd7a0ab \
-    --hash=sha256:727ab4244622cd6ad2390f322642090c877d2e83a608d2653a7643ae5368d926 \
-    --hash=sha256:74d6a0c31472fe5d814917266b9f46495d7c61ed890af08b468acea92fb89a8d \
-    --hash=sha256:78b0aa6bfb7be8deed0ab23e7aa028cc5210c29bc2d32a04d52b50e517a7307e \
-    --hash=sha256:7975bc88ab4b0f72ef2a2d5ae9d77d87efb5ef95e8f8046242fa9afdaaf2030b \
-    --hash=sha256:7a4fdb9326aab4a5a477a1640e5ad786a8495901009d7e7b038371edd23a9d2b \
-    --hash=sha256:844c858fc3bb7eacc0ba8efa904935d16aac6a4470948ad1e7e55c9f5a2a665f \
-    --hash=sha256:87bacdaf225117a342a20d9c03438d701c02112f6e3f351ce9b7f32354f14797 \
-    --hash=sha256:8a983a603a18c8708f024f7f6991b2e66159219abbf894634c5056243c55f3cd \
-    --hash=sha256:8d1b4d0e0c2119587a31f5c029abd547e0c81d93b89d394566fe1588659eb579 \
-    --hash=sha256:9011395be8db1827d106c6449b4bb6dd17e331ff6ec521f227e4588f1c78e46f \
-    --hash=sha256:93fc2bf40cd7f4a0256010dce073d44eeb4a351b9bca94d0477ce2b6e62532b3 \
-    --hash=sha256:95821352042722cd9f1108874579a47989d0a7e12a37d87d2fc4af20fd99ab8a \
-    --hash=sha256:9907a4402ab6db12b7077a0ea5d7a4d028ecb22c8eee2b53527080d347cd1562 \
-    --hash=sha256:9a04c28c10ba7fd12842b109d2edb0678872a2fe65277ca4ff06a0d61edee245 \
-    --hash=sha256:9a5934eaea872e17936b5f45501eba5ab0bce9a74122e172b663d7c28c459c4a \
-    --hash=sha256:9b984d1eb252145d6302c1dbd5e87fc6d404d45531447c84eadec04bf1fcb027 \
-    --hash=sha256:9c210a6994b21aa9b29e81c8d11560e8fdab54c117e9cff37870d0a27bde1343 \
-    --hash=sha256:9d8f204c8e3a8bf9ece17e0a83d137fd807440977f8a5e762d59306795011440 \
-    --hash=sha256:a8f7176b83664af44567e9cc06e0d3827823fcc1a5e52307ebb8ac3aa95860b9 \
-    --hash=sha256:a9dec1aca52dddde7df94818310fa2fe79739c8f385b2014c4cb1035f5508199 \
-    --hash=sha256:ab5be648d5a0b86b7438864f8df3c705a65cef35a2fd3e5561e3e203167e0f27 \
-    --hash=sha256:abd621552ede77c4c69be7fac44ba911225b0c812b6ba604e5964cf98085b474 \
-    --hash=sha256:ac2745950b2bff80219c15ebf2fa9d8427eba7e249739f97e55c9d169e47e9e1 \
-    --hash=sha256:aed9658797d0b45d6c49adcfc6b41f66e6f2d0c6de3ec79e16cf4b1855df240f \
-    --hash=sha256:b6c0febfe38f22df2eb565c0ce8a092bb80411e56861ca382c443da83105423f \
-    --hash=sha256:b9cf53ba90717db2e292401de290776c498d4bbfb0d4a559ca2895db8b9dcb5c \
-    --hash=sha256:ba519b2d765df9871a25879e6f7fa78948ea59a2a31f9c1a257e34b651994afc \
-    --hash=sha256:c318a64b53d97b841d7b5e637517e50a27be64bc695128422953d4b21710954e \
-    --hash=sha256:c3723ff8eb8721f4daac98bc0256f15158e05316d5e52648ce9cebee434fbdd5 \
-    --hash=sha256:c754dafdf5aaf0b401b644a90a30046929a0dd1a536e0ff0ec959a59155d9c7f \
-    --hash=sha256:c803a3d331796255af51ba2c79ed0ac8275865b516c09e61f248d1e7aff31ce9 \
-    --hash=sha256:c8cc5094b08abeae52da9c73c8a32003623be691a5193df2f4e3eac3d557c394 \
-    --hash=sha256:cf3638274ab9d9b724c9baa0b4c04e132cd6faefb78b4dd3dd1a02a4bdaad41e \
-    --hash=sha256:d047f6498c973874ba08ac3f97c69a2c4b2211c8de6f4c205f75cb1c9522596e \
-    --hash=sha256:d2beb1c7cab10603aecdc42f8edd6ff013f9a32e4543474e38e6b77ce9975aeb \
-    --hash=sha256:d7f513d3185e6fec82d0c3518f2e6365d8b4e49f5f45f29640d5162d56a23b54 \
-    --hash=sha256:dd57607acc85678925940bd5df0385ff8332083a32fa8d7a43f8767f4997263c \
-    --hash=sha256:e0cb7e4dd71f4c32e5e84843cd3c4cd65dda034314004bbe1d7f99af2426ab80 \
-    --hash=sha256:e3677c7146ce694874941ba82b57092cc4875445aadf29d72807351023105143 \
-    --hash=sha256:e395f7bc31851ef9b612050368cb446e9bc14cd7454b025018980349caf25ae5 \
-    --hash=sha256:e422b2d647a65d6b080cad5accd09055d3809bdff00c76fba8dca00ca935572a \
-    --hash=sha256:ed55af48b3eb28f43228ca2306788892bcb629eb2b5c4876e2a3659872c2f17a \
-    --hash=sha256:ed928d0fda15fc0adc8d13305c8b3c0f2fba5b0669950c9e6d019d9162a3b3e8 \
-    --hash=sha256:f4e1a92032a39cd5e3c647ca57dbf33b6a1938fd975623175793f9dbb63236de \
-    --hash=sha256:f53ac9f3ef573326d009ed809beff4efcac6451931c2b8132586da4b9e53ff31 \
-    --hash=sha256:f5b9daf6b629fce418e0cc3dd0436eac045188fa35deadb7a7f3941d5b8203f9 \
-    --hash=sha256:f6518b94edb9150452e9aba08027d4cc293433753ec1fbefb4629a21cbc74181 \
-    --hash=sha256:f70db64e8266d7c45d3b735f2e08eeb434b5e03da9a479ae42b2e2e486a21a00 \
-    --hash=sha256:fafb4e739e43544d12cb4abd1605fd4683b6ca6a9ad682b7fd8f4d21973eafa8 \
-    --hash=sha256:fd0135d34387f5fd087d9be368ea77ea89cf2451dc1cd1c622d35021bcb3ab50
+wrapt==2.2.2 \
+    --hash=sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9 \
+    --hash=sha256:055e6fcfaa28e58c6a8c247d48b92be9d56f818b7068aa4f22b15b3343a09931 \
+    --hash=sha256:0788e321027c999bf221b667bd4a54aaefd1a36283749a860ac3eb77daed0302 \
+    --hash=sha256:07fdcb012821859168641acf68afad61ef9783cf37100af85f152550e9677194 \
+    --hash=sha256:09f811d43f6f33ec7515f0be76b159569f4057ab54d3e079c3204dddb90afa2a \
+    --hash=sha256:0abfd648dac9ac9c5b3aa9b523d27f1789046640b58dcd5652a720ddb325e1fc \
+    --hash=sha256:0ad520e6daa9bbf136f14de735474dbec7dcc0891f718e1d274ce8dc92e645af \
+    --hash=sha256:0e64826f920c42d9d9f87e8cc09ffae66c51ede12d59061a5a426deb9aa71745 \
+    --hash=sha256:0e7070c7472582e31af3dfc2622b2381a0df7435110a9388ed8db5ffbce67efb \
+    --hash=sha256:10adb01371408c6de504a6658b9886480f1a4919a83752748a387a504a21df79 \
+    --hash=sha256:11d95fc2fbad3163596c39d440e6f21ca9fccece74b56e30a37ac2fca786a07c \
+    --hash=sha256:173e5bb5ca350a6e0abab60b7ec7cdd7992a814cb14b4de670a28f067f105663 \
+    --hash=sha256:1fc7691f070220215cccb2a20836b9adbaecb8ff22ad47abe63de5f110994fac \
+    --hash=sha256:209112cafd963710a05d199aae431d79a28bc76eb8e6d1bbbb8ad24340722cae \
+    --hash=sha256:2252f77663651b89255895f58cc6ac08fcb206d4371813e5af61bb62d4f7689c \
+    --hash=sha256:25904acb9475f46c24fe0423dbc8fda8cc5fbc282ab3dc6e72e919748c53f4e9 \
+    --hash=sha256:26fc73a1b15e0946d2942b9a4426d162b51676338327dc067ccd8d2d76385f94 \
+    --hash=sha256:2cb07f414fab25dbe6b5c7398e1491423a5c81a6209533639969a6c928d474a4 \
+    --hash=sha256:2cd7181ab1c31192ff5219269830744b5a62020b3a6d433588c4f1c95b8f8bff \
+    --hash=sha256:2e096c9d39a59b35b63c9aacfbbbec2088ff51ff1fc31051acc60a07f42f273a \
+    --hash=sha256:305d4c247d61c4115794a169141823c62f719525ddb90b23aa332741c77d2c28 \
+    --hash=sha256:30f7424af5c5c345b7f26490e097f74a2ef45b3d08b664dc33571aee3bd3b56c \
+    --hash=sha256:3179a4db066b53d40562e368b12895440c8f0953b6543b89d6acc41c0273996e \
+    --hash=sha256:3442eee2a5798f9b451f1b2cd7518ce8b7e28a2a364696c414460a0e295c012a \
+    --hash=sha256:385cb1866f20479e83299af585375bfa0a4b0c6c9907a981483ea782ea8ae406 \
+    --hash=sha256:3a4eb7964ff4643d333c84f880bcf554652b2a1050aebc54ae696327f61acfaf \
+    --hash=sha256:3b686cfc008776a3952d6213cb296ed7f45d782a8453936406faa89eac0835ab \
+    --hash=sha256:3c4095803491f6ef72128914c28ec05bbad9758433bb35f6715a3e9c8e46fb2d \
+    --hash=sha256:3dc3dcfc2da95d501905f10dc11a0dc622e91d8cdd8bbfcb63ca54afd131e556 \
+    --hash=sha256:4250b43d1a129d947e083c4dc6baf333c9bb34edd26f912d5b0457841fc858ab \
+    --hash=sha256:4402f57c5f0d0579599858ffbdd9bf4e3f0972f51096f2bd6cc7dab6b76ee49e \
+    --hash=sha256:45c2f2768e790c9f8db90f239ef23a2af8e7570f25a35619ef902df4a738447f \
+    --hash=sha256:4b481fb0c40d9fd90a5809911208da700987d373a20a4709dc9e3944af7a6bec \
+    --hash=sha256:4bccea5cdecffa9dd70e343741f0e41e0a16619313d04b72f78bb525162ebcd0 \
+    --hash=sha256:518b0c5e323511ec56a38894802ddd5e1222626484e68efe63f201854ad788e5 \
+    --hash=sha256:5499236ad1dc116012e2a5dd943f3f31af12fce452128e2bbcbd55a7d3d4d14c \
+    --hash=sha256:55b9a899e6fff5444f229d30aa6e9ac92d2216d9d60f33c771b5d76a760d5f8e \
+    --hash=sha256:58f9f8d637c9a6e245c6ef5b109b67ec187d2faed23d1405656b51d96e0a5b56 \
+    --hash=sha256:5bad217350f19ce99ca5b5e71d406765ea86fe541628426772b657375ee1c048 \
+    --hash=sha256:5d0a142f7af07caeb5e5da87493162a7b8efa19ba919e550a746f7446e13fb30 \
+    --hash=sha256:62415fd095bc590b842b6d092f2b5d9ccbaeb7e0b28535c03dcea2718b48636b \
+    --hash=sha256:656593bb3f5529f03d27af4136c4d7b11990e470bcbc6fefa5ef218695bece55 \
+    --hash=sha256:6c99012a22f735a85eed7c4b86a3e99c30fdd57d9e115b2b45f796264b58d0bf \
+    --hash=sha256:6d1a6050405bf334be33bf66296f113563622972a34900ae6fa60fd283a1a900 \
+    --hash=sha256:6e7e45b43d3c774d244fe7264378f5a3f0f383bc55a54a9866434e524540110f \
+    --hash=sha256:6fe35fd51b74867d8b80174c277bd6bbf6a73e443f908129dc531c4b688a20d5 \
+    --hash=sha256:7d2f6573561fa05002e5ee71529f4ab0a7dffed3e45b51013fe6298fe2723c02 \
+    --hash=sha256:814f1bf3e0a7035f67a1db0cdaf5e2bbcaa4d7092db96673cfa467adeaab8591 \
+    --hash=sha256:8374eb6b1a58809211e84ff835a182bb17ab2807a5bfef23204c8cff38178a00 \
+    --hash=sha256:8417fd3c674d3c8023d080292d29301531a12daf8bd938dd419710dd2f464f2b \
+    --hash=sha256:8636809939152be6ae20a6cef0fed9fe60f411b47847d0426a826884b469e971 \
+    --hash=sha256:8ffbeaea6771a6eba6e6eeb09767864995726bc8240bb54baf88a9bb1db34d5c \
+    --hash=sha256:94b00b00f806eb3ef2abe9049ed45994a81ee9284884d96e6b8314927c6cea3d \
+    --hash=sha256:955f1d6e72a352e478de8d8b503abe301c5e139a141b62eb0923bd694995025f \
+    --hash=sha256:9e8b648270c613720a202d9a45ebabc33261b22c3a839b115ac5bce8c0bb0d69 \
+    --hash=sha256:9ee098171b07edba66ab69a9bf0251d3cbef654107e800feb24c0c6f30592728 \
+    --hash=sha256:a28287413351cb198b8c5ddd045c56fac1d195808642cd264d1ab50426146650 \
+    --hash=sha256:a2d78c363f97d8bd718ee40432c66395685e9e98528ccaa423c3355d1715a26d \
+    --hash=sha256:a41e758d80dc0ab8c210f641ac892009d356cf1f955d97db544c8dd317b4d14c \
+    --hash=sha256:a795d3c06e5fbf9ea2f13196180b77aeab1b4685917256ee0d014cc163d90063 \
+    --hash=sha256:aa14b01804bce36c6d63d7b6a4f55df390f29f8648cc13a1f40b166f4d54680d \
+    --hash=sha256:abf033b7e4542357659cd83ed6cd5033c43aaa1887044045ceb571528837f72f \
+    --hash=sha256:abf8c20a2d72ee69e16328b3c91342c446e723bfe48bfcc4dded3b9722ac027f \
+    --hash=sha256:b84cd4058001c9727b0e9980b7a9e66325b5ca748b1b578e822cade1bc6b304f \
+    --hash=sha256:b89d8d73c82db2bb7e6090b3afd7973f980d24e905cc34394eab60b884b3bf67 \
+    --hash=sha256:bbf00ee0cb55ec24e2b0995a71942b85b21a066db8f3f46e1dbfdb9433ffba81 \
+    --hash=sha256:c20279cd1a29800815d7b2d6338b60a6c6e78263f9d6e62e0eda251ba9cae2d0 \
+    --hash=sha256:c38510a21d5b9cf3e84c460d909e9f2a098667439fd42841bb081cab45835d68 \
+    --hash=sha256:c427c9d06d859848a69f0d928fe28b5c33a941b2265d10a0e1f15cd244f1ee33 \
+    --hash=sha256:c5d7825491bfa2d08b97e9557768987952c7b9ae687d06c3320b40a37ccb7f20 \
+    --hash=sha256:c6c64c5d02578bc4c4bca4f0aef1504de933c1d5b4ac2710b9131111459506c8 \
+    --hash=sha256:cd385a48b055bdc3630ab30e0c7fd8514a36904ec23f9cee7a65d887334a3cea \
+    --hash=sha256:d01d8e0afc55823245a3b97a79c7c77464e31ea7a7b629a4bf26f9441dc1f18e \
+    --hash=sha256:d09db0f7e8357060d3c38fc22a018aba683a796bf184360fd1a58f6fc180dc77 \
+    --hash=sha256:d619e1eed9bd4f6ed9f24cd61971aa086fa86505289628d464bcf8a2c2e3f328 \
+    --hash=sha256:d8a15813215f33fa83667bfc978b300e35669ea8bb424e970a1426bcb7bc6cca \
+    --hash=sha256:dcaa5e1451bd8751d7bd1568dfa3321c78092a52a7ecb5d1a0f18a5791e1fd00 \
+    --hash=sha256:dfb00cb7bb22099e2f64b7340fb96113639aa7260c0972af3797ace2297b936c \
+    --hash=sha256:e542b7c5af91e2123a8aabf19894319d5ec4268d2a9ffd2f239386133fc47746 \
+    --hash=sha256:e5a5290e4bf2f332fc29ce72ffb9a2fff678aaac047e2e9f5f7165cd7792e099 \
+    --hash=sha256:e6fb7e94e8fe3e4c3067bb1653a91cce7c5e83acc119fdd41501b1bf74654617 \
+    --hash=sha256:e7f10ee0bd53673bfd52b67cbce83336fe6cad90d2377b03baf66491d2bbfb91 \
+    --hash=sha256:ec8f83949028366531383603139403cac7a826e4011955813cdd640017845ce5 \
+    --hash=sha256:ef2cce266b5b0b07e19fa82e59673b81142b7a3607c8ed1254113d048ed668da \
+    --hash=sha256:f1a2ff355ece6a111ca7a20dc86df6659c9205d3fcee674ca34f2a2854fd4e73 \
+    --hash=sha256:f32fe639c39561ccc187bcae17e9271be0eb45f1c2952510d2f29b33ab577347 \
+    --hash=sha256:f4bfd8d1eb438153eff8b8cfe87f032ba65731e1ce06138b5090f745a33f6f95 \
+    --hash=sha256:f90038ab58fafb584801ca62d72384d7d5225d93c76f7b773c22fae545bd8066 \
+    --hash=sha256:fa81c5b5fe8cd6c41e3a798533b81288279e5fdbde2128f21071922764281c99 \
+    --hash=sha256:fb18fc51e813df0d9c98049e3bf2298a5495a648602040e21fa3c7329371159e
     # via aiobotocore
 yarl==1.24.2 \
     --hash=sha256:0063adad533e57171b79db3943b229d40dfafeeee579767f96541f106bac5f1b \
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 0769b0cac0d..f2adbcad8eb 100644
--- a/sdk/python/requirements/py3.12-minimal-sdist-requirements-build.txt
+++ b/sdk/python/requirements/py3.12-minimal-sdist-requirements-build.txt
@@ -371,10 +371,6 @@ hatch-vcs==0.5.0 \
     # via
     #   filelock
     #   platformdirs
-hatchling==1.27.0 \
-    --hash=sha256:971c296d9819abb3811112fc52c7a9751c8d381898f36533bb16f9791e941fd6 \
-    --hash=sha256:d3a2f3567c4f926ea39849cdf924c7e99e6686c9c8e288ae1037c8fa2a5d937b
-    # via pymilvus
 hatchling==1.30.1 \
     --hash=sha256:161eacafb3c6f91526e92116d21426369f2c36e98c36a864f11a96345ad4ee31 \
     --hash=sha256:eee4fd45357f72ebb3d7a42e5d72cfb5e29ed426d79e8836288926c4258d5f2e
@@ -396,6 +392,7 @@ hatchling==1.30.1 \
     #   jsonschema
     #   jsonschema-specifications
     #   mcp
+    #   milvus-lite
     #   platformdirs
     #   pyarrow-hotfix
     #   pydantic
@@ -665,21 +662,21 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-maturin==1.13.3 \
-    --hash=sha256:0ef257e692cc756c87af5bea95ddfe7d3ac49d3376a7a87f728d63f06e7b6f8b \
-    --hash=sha256:1cc0a110b224ca90406b668a3e3c1f5a515062e59e26292f6dbaf5fd4909c6f3 \
-    --hash=sha256:2389fe92d017cea9d94e521fa0175314a4c52f79a1057b901fbc9f8686ef7d0b \
-    --hash=sha256:3cc13929ca82aefa4adbf0f2c35419369796213c6fb0eb24e914945f50ef5d8c \
-    --hash=sha256:3db93337ed97e60ffc878aa8b493cd7ae44d3a5e1a37256db3a4491f57565018 \
-    --hash=sha256:4667ef609ab446c1b5e0bfe4f9fb99699ab6d8548433f8d1a684256e0b67217f \
-    --hash=sha256:49fd6ab08da28098ccf37afca24cdba72376ba9c1eedf9dd25ff82ed771961ff \
-    --hash=sha256:4cd478e6e4c56251e48ed079b8efd55b30bc5c09cf695a1bdafaeb582ee735a0 \
-    --hash=sha256:53b08bd075649ce96513ad9abf241a43cb685ed6e9e7790f8dbc2d66e95d8323 \
-    --hash=sha256:771e1e9e71a278e56db01552e0d1acfd1464259f9575b6e72842f893cd299079 \
-    --hash=sha256:a2675e25f313034ae6f57388cf14818f87d8961c4a96795287f3e155f59beb11 \
-    --hash=sha256:b6741d7bf4af97da937528fd1e523c6ab54f53d9a21870fa735d6e67fd88e273 \
-    --hash=sha256:c00ea6428dea17bf616fe93770837634454b28c2de1a876e42ef8036c616079a \
-    --hash=sha256:def4a435ea9d2ee93b18ba579dc8c9cf898889a66f312cd379b5e374ec3e3ad6
+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
@@ -691,9 +688,9 @@ 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 \
@@ -705,79 +702,51 @@ mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-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
+numpy==2.5.0 \
+    --hash=sha256:016623417bb330d719d579daf2d6b9a01ddc52e41a9ed61a47f39fde46dcd865 \
+    --hash=sha256:0b525be4744b60bb0557ac872d53ef07d085b5f39622bc579c98d3809d05b988 \
+    --hash=sha256:126b88d95e8ff9b00c9e717aa540469f21d6180162f84c0caec51b16215d49cd \
+    --hash=sha256:146b81cdd3967fdb6beca8ba25f00c58741d8f3cbd797f55af0fbe0bfec3469c \
+    --hash=sha256:1a7569a7b53c77716f036bb28cb1c91f166a26ec7d9502cd1e4bdfe502fdec22 \
+    --hash=sha256:1c0121101093d2bd74981b10f8837d78e794a8ff57834eb27179f49e1ba11ac6 \
+    --hash=sha256:22f3d43e362d650bc39db1f17851302874a148ca95ba6981c1dfb5fa6862f35b \
+    --hash=sha256:243563efb4cd7528a264567e9fd206c87826457322521d06206a00bfa316c927 \
+    --hash=sha256:28e7137057d551e4a83c4ae414e3451f50568409db7569aacc7f9811ee06a446 \
+    --hash=sha256:3893adc2dc7c0412ba76777db55a049215d99c9aa3113003be8f49f4f1290ab9 \
+    --hash=sha256:39a0433bd4086ebd462960cf375e19195bb07b53dc1d87dd5fcf47ad78576f03 \
+    --hash=sha256:3b94d0d0deceebfad3e67ae5c0e5eb87371e8f7a0581cd04a779928c2450cf1e \
+    --hash=sha256:44353e2878930039db472b99dc353d749826e4010bd4d2a7f835e94a97a5c748 \
+    --hash=sha256:489780423903667933b4ed6197b6ec3b75ea5dd17d1d8f0f38d798feb6921561 \
+    --hash=sha256:48f54b00711f83a5f796b70c518e8c2b3c5848dda03a54911f23eb68519b9b60 \
+    --hash=sha256:520e6b8be0a4b65840ac8090d4f51cef4bed66e2b0894d5a520f099adc24a9b2 \
+    --hash=sha256:5a129578019311b6e56bdd714250f19b518f7dceeeb8d1af5490f4942d3f891c \
+    --hash=sha256:5dc71423499fab3f46f7a7201155ade1669ea101f2f429d332df9e72f8161731 \
+    --hash=sha256:6206db0af545d73d068add6d992279145f158428d1da6cc49adc4b630c5d6ee5 \
+    --hash=sha256:694d8f74e156f7fd01179f1aa8faa2f648ab6ae0f70b6c3fe57a03249aea2303 \
+    --hash=sha256:6f2d6873e2940c860a309d21e25b1e69af6aaffdd80aa056b04c16380db1c4f2 \
+    --hash=sha256:6f9836778081a0a3c02a6a21493f3e9f5b311f8d2541934f31f05583dc999ea4 \
+    --hash=sha256:7174ce8265fc7f7417d171c9ea8fe905220748893ea67a2a7abe726ec331c4b0 \
+    --hash=sha256:750fb097caf26fa878746d9d119f6f9da12dedcbff1eea966c3e3447647c4a9e \
+    --hash=sha256:835e454dd99b238cdc5a3f63bce2371296f5ebc53ca1e0f8e6ddbb6d92a29aab \
+    --hash=sha256:84881d825ca75249b189bbee875fcfe3238aa5c479e6100893cda566e8e86826 \
+    --hash=sha256:929f0c79ac38bcbd7154fe631dc907abfeddbcc5027a896bd1f7767323271e7a \
+    --hash=sha256:9990713e9c38154c6861e7547f1e3fc7a87e75ff09bab24ef1cc81d81c2835e9 \
+    --hash=sha256:a1a4874217b36d5ac8fc876f52e39df56f8182c88463e9e2dceabf7ca8b7efb8 \
+    --hash=sha256:a55e1eb2bca2cfd17a16b213c99dfc8502d47b0d494224d2122277d0400935ca \
+    --hash=sha256:aaa760137137e8d3c920d27927748215b56014f92667dc9b6c27dfc61249255a \
+    --hash=sha256:b8c3daaf99de52415d20b42f8e8155c78642cb04207d02f9d317a0dcf1b3fb54 \
+    --hash=sha256:bf80333980bf37f523341ddd72c783f39d6829ec7736b9eb99086388a2d52cc2 \
+    --hash=sha256:c83b664b0e6eee9594fa920cf0639d8af796606d3fad6cc70180c87e4b97c7be \
+    --hash=sha256:cc4f247a47bbf070bfd70be53ccdcf47b800af563535e7bbe172322197c30e21 \
+    --hash=sha256:cda12aa4779d42b8771180aba759c96f527d43446d8f380ab59e2b35e8489efd \
+    --hash=sha256:d371c92cfa09da00022f501ab67fafaea813d752eb30ac44336d45b1e5b0268a \
+    --hash=sha256:d4313cef1594c5ce46c31b6e54e918338f63f16ee9322304e8c9114d6d81c8bd \
+    --hash=sha256:e1da54b53e75cd9fcfc23efcc7edab2c6aecf97b6037566d8a0fe804af8ec57c \
+    --hash=sha256:ebb81d9d5443e0309d6c54894c3fbed74ad7da0714352a67b6d773cd189eae73 \
+    --hash=sha256:ece55976ced6bca95a03ae2839e2e5ccffe8eb6a3e7022415645eb154a81e4e6 \
+    --hash=sha256:edadfbd4794b1086c0d822f81863e8a68fc129d132fd0bb9e31e955d7fbbbdb7 \
+    --hash=sha256:f27582c55ba4c750b7c58c8faf021d2cd9324a662b466229db8a417b41368af9 \
+    --hash=sha256:f7e5fa4382967ae6548bd2f174219afb908e294b0d5f625af01166edd5f7d9aa
     # via
     #   pandas
     #   pyarrow
@@ -938,9 +907,9 @@ setuptools-rust==1.12.1 \
     # via
     #   libcst
     #   maturin
-setuptools-scm==10.0.5 \
-    --hash=sha256:bbba8fe754516cdefd017f4456721775e6ef9662bd7887fb52ae26813d4838c3 \
-    --hash=sha256:f611037d8aae618221503b8fa89319f073438252ae3420e01c9ceec249131a0a
+setuptools-scm==10.1.2 \
+    --hash=sha256:24079818acc46e99aae0d65b8d511fafe965970d9cbd060c7b9f7275ded520fb \
+    --hash=sha256:8bb17e208fb22ebc11e4eaf6d765955db1903eefd21a3f0ed5518fc3fb186e84
     # via
     #   anyio
     #   cachetools
@@ -952,7 +921,6 @@ setuptools-scm==10.0.5 \
     #   pluggy
     #   pyarrow
     #   pybindgen
-    #   pymilvus
     #   setuptools-rust
     #   sqlglot
     #   tabulate
@@ -1039,9 +1007,9 @@ 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
+vcs-versioning==2.1.0 \
+    --hash=sha256:118bf4b9f86f92e9ec33a94ec24aca0eed8f880fc88736697914d3a876758551 \
+    --hash=sha256:66d9e2c2afd792090bc381aec985d6cd82cb935be35910a742e0af31ca4be61e
     # via setuptools-scm
 versioneer==0.29 \
     --hash=sha256:0f1a137bb5d6811e96a79bb0486798aeae9b9c6efc24b389659cebb0ee396cb9 \
diff --git a/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt b/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
index 651bdb1d313..47f21287fd2 100644
--- a/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
+++ b/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
@@ -1,5 +1,5 @@
 # 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
+#    uv pip compile -p 3.12 --no-strip-extras pyproject.toml --extra minimal-sdist-build --no-emit-package milvus-lite --no-emit-package pymilvus --generate-hashes --output-file sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
 aiobotocore==3.7.0 \
     --hash=sha256:680bde7c64679a821a9312641b759d9497f790ba8b2e88c6959e6273ee765b8e \
     --hash=sha256:c64d871ed5491a6571948dd48eabd185b46c6c23b64e3afd0c059fc7593ada30
@@ -8,126 +8,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.14.0 \
-    --hash=sha256:02cb2ffbb7da32f82e21ad9952669c45bd88a80e0878264c2f59fe1c6fb2badd \
-    --hash=sha256:0746d9fb0ac4fdef643a84494efe3f06d50335dd8c7a530228b86448aae0a803 \
-    --hash=sha256:076cb014191ae2e65d949e1ad01f1dcfe33e32789b5172510f3e79c79fc04d50 \
-    --hash=sha256:0fc2b75ae8d169d853be2862d960be8550da6c5c65711d5476407eb3fdb006bd \
-    --hash=sha256:101df7779c80c0636014a6b2c6642acd3efb5b355d48347c9d7dfb720aee9430 \
-    --hash=sha256:106ed074a856f3e21d186b8579e2c8afb6da598e267cdaab01059e13db2fc44d \
-    --hash=sha256:1210d4c87cc00128160c7384ab41877a701295b97cffa6362f908a49b6e8a7ca \
-    --hash=sha256:1394dce36e0f0d260ac0b555a654de19cb989f3c1b8bdd24f505314dfea18a00 \
-    --hash=sha256:145262119b07d7f95abc1839add35ba2bfc84551d4b4660ca11542c0b215455b \
-    --hash=sha256:16eee56bcc72d04600bc56c1759982c2385ec0b41d3fd3521f836bf64a0957ef \
-    --hash=sha256:198cfe61bf253b19da1fb3e0fa122249dc4f14c12709493fed8054aa0411cc76 \
-    --hash=sha256:19ca5fc84130675ba11c6ca5c7da5cb65f7bf8a32cdd2b616bf49cd334688aae \
-    --hash=sha256:1a4a9f17e85b80878c176695c1998c790e83731d8271881e5d356488652a1f9e \
-    --hash=sha256:1a78a77366ed158a0a54b076990e575d7b7cdb728cbfd02711eadab150f2269f \
-    --hash=sha256:20144819e99db593e22bbd2f3f2691a5e149f879142d6b8670254708853ff4fb \
-    --hash=sha256:22a8d06f204e0518a586d770032db3c7043c9ba3693081b3e3ad425e1458d594 \
-    --hash=sha256:23e8314e7aed8576fbe33314d218bd81447a3adbc91dc36f1163bf583cd3084c \
-    --hash=sha256:23f094a1ef64823fd35854ddf5c7a80a078162f37f9d2f7c6142b51a6affa456 \
-    --hash=sha256:25400d710641a8040bf022a8a99f579e581ffa1c5bd42c33255d7d6f3957c127 \
-    --hash=sha256:25d2326a4967bf705a9f9913a13005e93b6020ad8a9f6bd6bd78850d5171332e \
-    --hash=sha256:25e9f1d2465a210d60edb64d7b204a147e85d4c194eecef3d1604fb5ace678ce \
-    --hash=sha256:26b6d79aa54cb4ed50cc7d41ed14e99e0f1fc8e7c2d42f2e05b37aea897b2b52 \
-    --hash=sha256:26d9224c6dd7f5c749aba4f61315a894601448b28d94d12f4dea0903e26d2096 \
-    --hash=sha256:2882de819734c715fd1b9c11c97e09fa020d14438203d1d354d8ed1702791c9b \
-    --hash=sha256:28eee8de1d69711c53116df8202f1c2aa0e3f80ef912a88fc18d159d53e7110b \
-    --hash=sha256:2c2c7e05dd5335b298085abf45ddf98673934c3ee1c083d0b9ea13d4186ad500 \
-    --hash=sha256:2cc736a9c9fc2bc4dd71fd404815741b6573df27c3f985948ec4076989ac57de \
-    --hash=sha256:2d2ffe9b614f50f069068b3b52e73414e4107fc10b7efc939a76acff9251fdd2 \
-    --hash=sha256:2e2514cb7195f6d7c219339635bea71ae47d1569b051300d32df9dcfabcdb869 \
-    --hash=sha256:2f3fc37054564dee64a855b5b092d87ec35dcddfaabf7dacb1c8a2b1f83dc0a9 \
-    --hash=sha256:30e8b7eeb42d02c120ca90d6c6e076a221a16b70a6dac9ae44c7ab5104cc7fe4 \
-    --hash=sha256:32e735c3182de7b64f6941a4ede48b38c7f47d9437bd615dd30b5bda8fa1bc93 \
-    --hash=sha256:3366751d68d237c621264233a32f3078bbc21b7904ab90a77e03d21390c742c6 \
-    --hash=sha256:363ef9e91014e7891679bfb2ac0a7c6ea93435dbbfd10ecf41b9f06fcf506c5f \
-    --hash=sha256:3b54fbff46127aeafdd764cecd0d99fa2f24a0e37ea5c18a7c3a4ac450df1db3 \
-    --hash=sha256:3c7139100fbaae76515b73051d8f0aa3a3ff02e415eec8a8eee8e2223d9ba955 \
-    --hash=sha256:3cdf534aa455593e589302990c5097aa5c92c06c4262a20da22934f9186a5fff \
-    --hash=sha256:3ea81eb518a2ecb319d8ec6d1424a37c773f6634bd87d6985eb606b2faac419f \
-    --hash=sha256:40ae7b0642c25632c7eabc4a04754012691864d2a1b93becf7cddb76027b838a \
-    --hash=sha256:40af7ebe53c7990e110dc4ad03566b12c3ac996254298a3d39046dd69cfcb2c2 \
-    --hash=sha256:44eca38755d0105bb32f47d085f5dd449846a449e1245fc105889e3279dcf8e3 \
-    --hash=sha256:46fbbec4e4fab7428d4396a3823f9320e4560aa3113b89eeebce712c27c9ed5a \
-    --hash=sha256:4714c70067a08b604d0bf3bc4dfdf82e52944afab41d0428d460862763d2f79b \
-    --hash=sha256:49a33ded29b0b2fa7a367a02cf0fb89af602bb87542a16177ec8ce1c9c51d12a \
-    --hash=sha256:4acfc34bd4d3c58754fc9f22ff1b5e92aabce68f3d4bf7b71a0b732d9bceb78a \
-    --hash=sha256:4d6a998191f5ebe3b8c28463ff72bc030250008b3193c402464efadd08b5ca02 \
-    --hash=sha256:4f770846edae8f00ecc57af825bce811f787f87a7dcf0e90d191790efe5b31f7 \
-    --hash=sha256:514db9a79337068981ee2137310283a07b4b885c584991097a91a4da419bcb81 \
-    --hash=sha256:540632bf882ff8fc88f2e1697be0761578e89e0d79fb4a8a6d65dc5da7e729d4 \
-    --hash=sha256:54bf3522d6f7351e55f89a62d5c2bf138ad557b031670266c5df604ae88e0b5a \
-    --hash=sha256:57ea07d28695a7a40304d42251892a8df765e5588c10ee32afeddcd5df33c0a2 \
-    --hash=sha256:5a2e7ca615c3ddc15b82687e05a624e5f5cba3f1d6c20cb81172d70ea498451e \
-    --hash=sha256:5ba10966d4f03dd96a14365be4b8e37c327c76f11c3ca867116966cdd9f98066 \
-    --hash=sha256:5cbd50e6a50d6b99283a826b18cbdebf65b0797689a7535cb0e9dd37be0f63c3 \
-    --hash=sha256:5e4646e9a6af29af354204011bf5769cb0276ec5b64653e42f90b3e13845169f \
-    --hash=sha256:5f1c5be60add78fabb4aacd13c5a348ae79d2fcbfc7fa78da8f1eb192273b370 \
-    --hash=sha256:610d68800435903e303ca0542b9d3e4eb72a12ff33a6d471a070c1d81eebd3c2 \
-    --hash=sha256:6199707cc40e0e9cd39c36fbc97bec416c704e1d0ddce03412bb3b3e6a90ccd0 \
-    --hash=sha256:6281aecdf2732940f4fe06bd6adec5ae4d59b78b080b8e3a6b81467301010988 \
-    --hash=sha256:63e38be0d75a654deaa06be32fb4cab883a4222940be1d05861b6717679cbadb \
-    --hash=sha256:666c7c5036df57b693026398b69b41874a1931ac5b3485fd910e57bfac253869 \
-    --hash=sha256:667b881d083ccae3900ea5a241e17e5007ca78844c53ed389bb63d48f729d9c7 \
-    --hash=sha256:692e409052e7436029bbb32977cd7c5bf806ac5fa4085b973996785ffadad33c \
-    --hash=sha256:6a5f3532125233c261cf61f32df4059cfcf482eb793c7d3db8452e3142028b86 \
-    --hash=sha256:6aa1a40f9cbb3da9f80714c5966b8946c21e6a2530d809b9498b33161e3c8733 \
-    --hash=sha256:6c79a044cacf360ec46738d863d2f41c9300d2a06ef4a7402ea0df306a350e61 \
-    --hash=sha256:6eb63b1417efaf7d1002a6ad034a40d44376afcc16508a57f8e74b49ad26a095 \
-    --hash=sha256:70ea956f6cc4a37620966b56c2e205d88ca3e6d85ec063277e414b1035cddad3 \
-    --hash=sha256:71b2604c9bfc1b115547d63a094d5244b3f02799833513a99a68aaa7b167c4cb \
-    --hash=sha256:78d6f9286a629ce52728430afe18f8ed2b6c39a1fddb3802d7244b9983910ad2 \
-    --hash=sha256:7a3fc4358e65826c515350f199c210de747cf669998211b1ee6c2e46de364b24 \
-    --hash=sha256:7b33e751cab03fdc960095b1e326cb5a03f5ee577d6ded59f3d1c100f8668882 \
-    --hash=sha256:85e0675f47be4eff0636bf88c02140ea89168ae0df3ff1f3f464e9de9610d277 \
-    --hash=sha256:860a86bc2c80237f5dff52edcf427e10a8d8352271fd84845429a3e60199e02c \
-    --hash=sha256:884a4edbdad77be9d0ef36142c8b504351b170df0bf62b51e784fadabf311c42 \
-    --hash=sha256:89ed35666c95d3efe1955056afcde09e62a57a34e2a4398b17f9f6c1564f0b25 \
-    --hash=sha256:8b93618102caf12801638a01a2b478a55410ddd71bd41cfaf6f707953a49ac43 \
-    --hash=sha256:8fcaef74d2ab0f607d7ff85a0d15e21bb5a258c4a58df1908396eb50d7f4ed3c \
-    --hash=sha256:95f5217e76a046b9f228a101717ef8d42b1eb3d9d196d15202db5bf41df88936 \
-    --hash=sha256:9dc203d6ce6b9106d54e2a93f41dfdfebfbca2d99962ba503bfd3e5921a6549e \
-    --hash=sha256:9e19d17ab02bf16832a2c8c0d55a486792c5b1645665652ee9531aebcc30cb72 \
-    --hash=sha256:9f3a96b6d39a4872222beee72e1df41d2ff886ae96152cf3e757ef8c5673ef0e \
-    --hash=sha256:a071be341c2bd9b0188e62d173509f024e0a35b1c342c53c50f8daaeda8c3bd8 \
-    --hash=sha256:a150c0875ac8fd87f1c398650841308a30d65facf7416b12dbdb9cfdcbe5a48c \
-    --hash=sha256:a1d209375c503472b3c0a340cdf3c55fcd82e84b46dda7caeaced59faba373ec \
-    --hash=sha256:a8d93334d4961c9d566b1f046c81dee475b7c21eb730728d38237bfa70d1c8e6 \
-    --hash=sha256:acdb400538cf4769543548bb5d1eb23d39bed4f96554a6078cb728c7cb2c268b \
-    --hash=sha256:acf1581c4f21ed4b80a2dded504d87b055a071a84d5737ea966435f768275ac6 \
-    --hash=sha256:b0a5747586d4467efd1f932710b269131c9717a872dce082cd92a00c1c13123a \
-    --hash=sha256:b27d89af91a555f58e08e4902dbcbc48862fd40095720ca705990476bd93b7ac \
-    --hash=sha256:b29518c9c2ec7e373e68259206a137c7f4f5439c58baaec4b5ab3ab799850a4e \
-    --hash=sha256:b4141a3e5342ee3053a9cab54d25b64ed28289c1041e4c54b3d99839314d90ce \
-    --hash=sha256:b5314743ebe926c2fda35d0a298c565c885505f6635c2a30936363404cf274a7 \
-    --hash=sha256:b584dfe615d151e9b8f0a8ecb3aee6147f2927ec5b95ba25fe621f5377510928 \
-    --hash=sha256:b62af5a8cc96a194eaa01a9ed7b34a3ffa58d3d8daaa1a0d7a749353ad12d228 \
-    --hash=sha256:c20b9ad156a79eb97be5cf9e069eec01d2f0dc8472ffbd75299a8b2d4c2cbbde \
-    --hash=sha256:c21ca9a1c63d4509158f478aeb9d02914dcc52adc68d1bc9dee2452284ee5996 \
-    --hash=sha256:c452d17eeb95d563fc8b936f3050301dbd1d268126c4632d8b70ede9696202ee \
-    --hash=sha256:c5492b9929826e07cc3fcb9739ae87aab05dff6b5e67a9b73fd1700c6d008981 \
-    --hash=sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108 \
-    --hash=sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159 \
-    --hash=sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026 \
-    --hash=sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903 \
-    --hash=sha256:d33e61021222ce7f9792bcac870d6f58d8adfceda33ab857b01264f4560f2c5f \
-    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
-    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
-    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
-    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
-    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
-    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
-    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
-    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
-    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
-    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
-    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
-    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
-    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
-    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
-    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
+aiohttp==3.14.1 \
+    --hash=sha256:03ab4530fdcb3a543a122ba4b65ac9919da9fe9f78a03d328a6e38ff962f7aa5 \
+    --hash=sha256:07eabb979d236335fed927e137a928c9adfb7df3b9ec7aa31726f133a62be983 \
+    --hash=sha256:092e4ce3619a7c6dee52a6bdabda973d9b34b66781f840ce93c7e0cec30cf521 \
+    --hash=sha256:10ee9c1753a8f706345b22496c79fbddb5be0599e0823f3738b1534058e25340 \
+    --hash=sha256:1601cc37baf5750ccacae618ec2daf020769581695550e3b654a911f859c563d \
+    --hash=sha256:1ac8531b638959718e18c2207fbfe297819875da46a740b29dfa29beba64355a \
+    --hash=sha256:1b9748363260121d2927704f5d4fc498150669ca3ae93625986ee89c8f80dcd4 \
+    --hash=sha256:1c1421eb01d4fd608d88cc8290211d177a58532b55ad94076fb349c5bf467f0a \
+    --hash=sha256:1c1af67559445498b502030c35c59db59966f47041ca9de5b4e707f86bd10b5f \
+    --hash=sha256:1d459b98a932296c6f0e94f87511a0b1b90a8a02c30a50e60a297619cd5a58ee \
+    --hash=sha256:20205f7f5ade7aaec9f4b500549bbc071b046453aed72f9c06dcab87896a83e8 \
+    --hash=sha256:23119f8fd4f5d16902ed459b63b100bcd269628075162bddac56cc7b5273b3fb \
+    --hash=sha256:237651caadc3a59badd39319c54642b5299e9cc98a3a194310e55d5bb9f5e397 \
+    --hash=sha256:24ba13339fed9251d9b1a1bec8c7ab84c0d1675d79d33501e11f94f8b9a84e05 \
+    --hash=sha256:250d14af67f6b6a1a4a811049b1afa69d61d617fca6bf33149b3ab1a6dbcf7b8 \
+    --hash=sha256:269b76ac5394092b95bc4a098f4fc6c191c083c3bd12775d1e30e663132f6a09 \
+    --hash=sha256:27fd7c91e51729b4f7e1577865fa6d34c9adccbc39aabe9000285b48af9f0ec2 \
+    --hash=sha256:2964cbf553df4d7a57348da44d961d871895fc1ee4e8c322b2a95612c7b17fba \
+    --hash=sha256:2a73f487ab8ef5abbb24b7aa9b73e98eaba9e9e031804ff2416f02eca315ccaf \
+    --hash=sha256:2aa92c87868cd13674989f9ee83e5f9f7ea4237589b728048e1f0c8f6caa3271 \
+    --hash=sha256:2b7edd08e0a5deb1e8564a2fcd8f4561014a3f05252334671bbf55ddd47db0e5 \
+    --hash=sha256:2c840c90759922cb5e6dda94596e079a30fb5a5ba548e7e0dc00574703940847 \
+    --hash=sha256:2f73e01dc37122325caf079982621262f96d74823c179038a82fddfc50359264 \
+    --hash=sha256:2fbc3ed048b3475b9f0cbcb9978e9d2d3511acd91ead203af26ed9f0056004cf \
+    --hash=sha256:2fe3607e71acc6ebb0ec8e492a247bf7a291226192dc0084236dfc12478916f6 \
+    --hash=sha256:30099eda75a53c32efb0920e9c33c195314d2cc1c680fbfd30894932ac5f27df \
+    --hash=sha256:307f2cff90a764d329e77040603fa032db89c5c24fdad50c4c15334cba744035 \
+    --hash=sha256:313701e488100074ce99850404ee36e741abf6330179fec908a1944ecf570126 \
+    --hash=sha256:317acd9f8602858dc7d59679812c376c7f0b97bcbbf16e0d6237f54141d8a8a6 \
+    --hash=sha256:335c0cc3e3545ce98dcb9cfcb836f40c3411f43fa03dab757597d80c89af8a35 \
+    --hash=sha256:34b257ec41345c1e8f2df68fa908a7952f5de932723871eb633ecbbff396c9a4 \
+    --hash=sha256:367a9314fdc79dab0fac96e216cb41dd73c85bdca85306ce8999118ba7e0f333 \
+    --hash=sha256:38e1e7daaea81df51c952e18483f323d878499a1e2bfe564790e0f9701d6f203 \
+    --hash=sha256:3e6fc1a85fa7194a1a7d19f44e8609180f4a8eb5fa4c7ed8b4355f080fad235c \
+    --hash=sha256:4132e72c608fe9fecb8f409113567605915b83e9bdd3ea56538d2f9cd35002f1 \
+    --hash=sha256:4691802dda97be727f79d86818acaad7eb8e9252626a1d6b519fedbb92d5e251 \
+    --hash=sha256:47ddf841cdecc810749921d25606dee45857d12d2ad5ddb7b5bd7eab12e4b365 \
+    --hash=sha256:486f7d16ed54c39c2cbd7ca71fd8ba2b8bb7860df65bd7b6ed640bab96a38a8b \
+    --hash=sha256:4cd96b5ba05d67ed0cf00b5b405c8cd99586d8e3481e8ee0a831057591af7621 \
+    --hash=sha256:4d6e0ac9da31c9c04c84e1c0182ad8d6df35965a85cae29cd71d089621b3ae94 \
+    --hash=sha256:4dfd6e47d3c44c2279907607f73a4240b88c69eb8b90da7e2441a8045dfd21da \
+    --hash=sha256:4f7215cb3933784f79ed20e5f050e15984f390424339b22375d5a53c933a0491 \
+    --hash=sha256:4fe1f1087cbadb280b5e1bb054a4f00d1423c74d6626c5e48400d871d34ecefe \
+    --hash=sha256:52cdac9432d8b4a719f35094a818d95adcae0f0b4fe9b9b921909e0c87de9e7d \
+    --hash=sha256:5663ee9257cfa1add7253a7da3035a02f31b6600ec48261585e1800a81533080 \
+    --hash=sha256:57fc6745a4b7d0f5a9eb4f40a69718be6c0bc1b8368cc9fe89e90118719f4f42 \
+    --hash=sha256:5a837f49d901f9e368651b676912bff1104ed8c1a83b280bcd7b29adccef5c9c \
+    --hash=sha256:5c0b3e614340c889d575451696374c9d17affd54cd607ca0babed8f8c37b9397 \
+    --hash=sha256:5e78b522b7a6e27e0b25d19b247b75039ac4c94f99823e3c9e53ae1603a9f7e9 \
+    --hash=sha256:5f2504bc0322437c9a1ff6d3333ca56c7477b727c995f036b976ae17b98372c8 \
+    --hash=sha256:603a2c834142172ffddc054067f5ec0ca65d57a0aa98a71bc81952573208e345 \
+    --hash=sha256:62a759436b29e677181a9e76bab8b8f689a29cb9c535f45f7c48c9c830d3f8c3 \
+    --hash=sha256:634e385930fb6d2d479cf3aa66515955863b77a5e3c2b5894ca259a25b308602 \
+    --hash=sha256:64c567bf9eaf664280116a8688f63016e6b32db2505908e2bdaca1b6438142f2 \
+    --hash=sha256:672ac254412a24d0d0cf00a9e6c238877e4be5e5fa2d188832c1244f45f31966 \
+    --hash=sha256:672b9d65f42eb877f5c3f234a4547e4e1a226ca8c2eed879bb34670a0ce51192 \
+    --hash=sha256:686b6c0d3911ec387b444ddf5dc62fb7f7c0a7d5186a7861626496a5ab4aff95 \
+    --hash=sha256:6f71173be42d3241d428f760122febb748de0623f44308a6f120d0dd9ec572e3 \
+    --hash=sha256:6fd35beba67c4183b09375c5fff9accb47524191a244a99f95fd4472f5402c2b \
+    --hash=sha256:6ffbb2f4ec1ceaff7e07d43922954da26b223d188bf30658e561b98e23089444 \
+    --hash=sha256:73f05ea02013e02512c3bf42714f1208c57168c779cc6fe23516e4543089d0a6 \
+    --hash=sha256:764457a7be60825fb770a644852ff717bcbb5042f189f2bd16df61a81b3f6573 \
+    --hash=sha256:797457503c2d426bee06eef808d07b31ede30b65e054444e7de64cad0061b7af \
+    --hash=sha256:7c106c26852ca1c2047c6b80384f17100b4e439af276f21ef3d4e2f450ae7e15 \
+    --hash=sha256:7fb4bdf95b0561a79f259f9d28fbc109728c5ee7f27aff6391f0ca703a329abe \
+    --hash=sha256:819c054312f1af92947e6a55883d1b66feefab11531a7fc45e0fb9b63880b5c2 \
+    --hash=sha256:8560b4d712474335d08907db7973f71912d3a9a8f1dee992ec06b5d2fe359496 \
+    --hash=sha256:86a6dab78b0e43e2897a3bbe15745aa60dc5423ca437b7b0b164c069bf91b876 \
+    --hash=sha256:87a5eea1b2a5e21e1ebdbb33ad4165359189327e63fc4e4894693e7f821ac817 \
+    --hash=sha256:896e12dfdbbab9d8f7e16d2b28c6769a60126fa92095d1ebf9473d02593a2448 \
+    --hash=sha256:8f6bb621e5863cfe8fe5ff5468002d200ec31f30f1280b259dc505b02595099e \
+    --hash=sha256:90d53f1609c29ccc2193945ef732428382a28f78d0456ae4d3daf0d48b74f0f6 \
+    --hash=sha256:915fbb7b41b115192259f8c9ae58f3ddc444d2b5579917270211858e606a4afd \
+    --hash=sha256:93b032b5ec3255473c143627d21a69ac74ae12f7f33974cb587c564d11b1066f \
+    --hash=sha256:94da27378da0610e341c4d30de29a191672683cc82b8f9556e8f7c7212a020fe \
+    --hash=sha256:979ed4717f59b8bb12e3963378fa285d93d367e15bcd66c721311826d3c44a6c \
+    --hash=sha256:97e704dcd26271f5bda3fa07c3ce0fb76d6d3f8659f4baa1a24442cc9ba177ca \
+    --hash=sha256:99abd37084b82f5830c635fddd0b4993b9742a66eb746dacf433c8590e8f9e3c \
+    --hash=sha256:9af6779bfb46abf124068327abcdf9ce95c9ef8287a3e8da76ccf2d0f16c28fa \
+    --hash=sha256:9e8f2d660c350b3d0e259c7a7e3d9b7fc8b41210cbcc3d4a7076ff0a5e5c2fdc \
+    --hash=sha256:a24f677ebe83749039e7bdf862ff0bbb16818ae4193d4ef96505e269375bcce0 \
+    --hash=sha256:a9875b46d910cff3ea2f5962f9d266b465459fe634e22556ab9bd6fc1192eea0 \
+    --hash=sha256:aa00140699487bd435fde4342d85c94cb256b7cd3a5b9c3396c67f19922afda2 \
+    --hash=sha256:ae6be797afdef264e8a84864a85b196ca06045586481b3df8a967322fd2fa844 \
+    --hash=sha256:af8b4b81a960eeaf1234971ac3cd0ba5901f3cd42eae42a46b4d089a8b492719 \
+    --hash=sha256:b165790117eea512d7f3fb22f1f6dad3d55a7189571993eb015591c1401276d1 \
+    --hash=sha256:b238af795833d5731d049d82bc84b768ae6f8f97f0495963b3ed9935c5901cc3 \
+    --hash=sha256:b3a03285a7f9c7b016324574a6d92a1c895da6b978cb8f1deee3ac72bc6da178 \
+    --hash=sha256:b6feea921016eb3d4e04d65fc4e9ca402d1a3801f562aef94989f54694917af3 \
+    --hash=sha256:b6ff7fcee63287ae57b5df3e4f5957ce032122802509246dec1a5bcc55904c95 \
+    --hash=sha256:b821a1f7dedf7e37450654e620038ac3b2e81e8fa6ea269337e97101978ec730 \
+    --hash=sha256:bb2c0c80d431c0d03f2c7dbf125150fedd4f0de17366a7ca33f7ccb822391842 \
+    --hash=sha256:bb33777ea21e8b7ecde0e6fc84f598be0a1192eab1a63bc746d75aa75d38e7bd \
+    --hash=sha256:bcfb80a2cc36fba2534e5e5b5264dc7ae6fcd9bf15256da3e53d2f499e6fa29d \
+    --hash=sha256:bd869c427324e5cb15195793de951295710db28be7d818247f3097b4ab5d4b96 \
+    --hash=sha256:bedb0cd073cc2dc035e30aeb99444389d3cd2113afe4ef9fcd23d439f5bade85 \
+    --hash=sha256:c389c482a7e9b9dc3ee2701ac46c4125297a3818875b9c305ddb603c04828fd1 \
+    --hash=sha256:c6fa4dc7ad6f8109c70bb1499e589f76b0b792baf39f9b017eb92c8a81d0a199 \
+    --hash=sha256:c83afe0ba876be7e943d2e0ba645809ad441575d2840c895c21ee5de93b9377a \
+    --hash=sha256:cb21957bb8aca671c1765e32f58164cf0c50e6bf41c0bbbd16da20732ecaf588 \
+    --hash=sha256:cf4491381b1b57425c315a56a439251b1bdac07b2275f19a8c44bc57744532ec \
+    --hash=sha256:d03f281ed22579314ba00821ce20115a7c0ac430660b4cc05704a3f818b3e004 \
+    --hash=sha256:d35143e27778b4bb0fb189562d7f275bff79c62ab8e98459717c0ea617ff2480 \
+    --hash=sha256:d3b1a184a9a8f548a6b73f1e26b96b052193e4b3175ed7342aaf1151a1f00a04 \
+    --hash=sha256:d44ec478e713ee7f29b439f7eb8dc2b9d4079e11ae114d2c2ac3d5daf30516c8 \
+    --hash=sha256:d9d4e294455b23a68c9b8f042d0e8e377a265bcb15332753695f6e5b6819e0ce \
+    --hash=sha256:de538791a80e5d862addbc183f70f0158ac9b9bb872bb147f1fd2a683691e087 \
+    --hash=sha256:e4e5e0ae56914ecdbf446493addefc0159053dd53962cef37d7839f37f73d505 \
+    --hash=sha256:e509a55f681e6158c20f70f102f9cf61fb20fbc382272bc6d94b7343f2582780 \
+    --hash=sha256:ec8dc383ee57ea3e883477dcca3f11b65d58199f1080acaf4cd6ad9a99698be4 \
+    --hash=sha256:ed09c7eb1c391271c2ed0314a51903e72a3acb653d5ccfc264cdf3ef11f8269d \
+    --hash=sha256:eeea07c4397bbc57719c4eed8f9c284874d4f175f9b6d57f7a1546b976d455ca \
+    --hash=sha256:eefd9cc9b6d4a2db5f00a26bc3e4f9acf71926a6ec557cd56c9c6f27c290b665 \
+    --hash=sha256:f234b4deb12f3ad59127e037bc57c40c21e45b45282df7d3a55a0f409f595296 \
+    --hash=sha256:f380468b09d2a81633ee863b0ec5648d364bd17bb8ecfb8c2f387f7ac1faf42c \
+    --hash=sha256:f5e6ff2bdbb8f4cd3fbe41f99e25bbcd58e3bf9f13d3dd31a11e7917251cc77a \
+    --hash=sha256:f7a16ef45b081454ef844502d87a848876c490c4cb5c650c230f6ec79ed2c1e7 \
+    --hash=sha256:faccab372e66bc76d5731525e7f1143c922271725b9d38c9f97edcc66266b451 \
+    --hash=sha256:fc0cacab7ba4e56f0f81c82a98c09bed2f39c940107b03a34b168bdf7597edd3
     # via
     #   aiobotocore
     #   kubernetes
@@ -153,9 +153,9 @@ annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
     --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.0 \
+    --hash=sha256:b47c1f9ccf73e67021df785332508f99379c68fa7d0684e8e3492cb1d4b23f89 \
+    --hash=sha256:dd9b7a2a9799ed6552fde617b2c5df02b7fdd7d88392fc48101e51bae46164d9
     # via
     #   httpx
     #   mcp
@@ -209,6 +209,7 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonschema
     #   referencing
@@ -216,9 +217,9 @@ babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
     --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
     # via sphinx
-bigtree==1.4.1 \
-    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
-    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
+bigtree==1.5.0 \
+    --hash=sha256:1917d90a8bd464289a56e34842cb04d3a8131e6d532352afd33fa822fa397fcb \
+    --hash=sha256:8b0c99b8088b33087f6e16ba71af72480b7543d1b8544a66b10d160a2e1160f3
     # via feast (pyproject.toml)
 boto3==1.43.0 \
     --hash=sha256:80d44a943ef90aba7958ab31d30c155c198acc8a9581b5846b3878b2c8951086 \
@@ -242,9 +243,9 @@ calver==2025.3.31 \
     --hash=sha256:07511edf5e7fa75ae97445c8c5921240e0fe62937289a3ebe6963eddd3c691b6 \
     --hash=sha256:255d1a70bba8f97dc1eee3af4240ed35980508da69257feef94c79e5c6545fc7
     # via feast (pyproject.toml)
-certifi==2026.5.20 \
-    --hash=sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897 \
-    --hash=sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d
+certifi==2026.6.17 \
+    --hash=sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432 \
+    --hash=sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db
     # via
     #   httpcore
     #   httpx
@@ -487,56 +488,53 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==48.0.0 \
-    --hash=sha256:0890f502ddf7d9c6426129c3f49f5c0a39278ed7cd6322c8755ffca6ee675a13 \
-    --hash=sha256:0c558d2cdffd8f4bbb30fc7134c74d2ca9a476f830bb053074498fbc86f41ed6 \
-    --hash=sha256:16cd65b9330583e4619939b3a3843eec1e6e789744bb01e7c7e2e62e33c239c8 \
-    --hash=sha256:18349bbc56f4743c8b12dc32e2bccb2cf83ee8b69a3bba74ef8ae857e26b3d25 \
-    --hash=sha256:1e2d54c8be6152856a36f0882ab231e70f8ec7f14e93cf87db8a2ed056bf160c \
-    --hash=sha256:22a5cb272895dce158b2cacdfdc3debd299019659f42947dbdac6f32d68fe832 \
-    --hash=sha256:27241b1dc9962e056062a8eef1991d02c3a24569c95975bd2322a8a52c6e5e12 \
-    --hash=sha256:2b4d59804e8408e2fea7d1fbaf218e5ec984325221db76e6a241a9abd6cdd95c \
-    --hash=sha256:2eb992bbd4661238c5a397594c83f5b4dc2bc5b848c365c8f991b6780efcc5c7 \
-    --hash=sha256:369a6348999f94bbd53435c894377b20ab95f25a9065c283570e70150d8abc3c \
-    --hash=sha256:3cb07a3ed6431663cd321ea8a000a1314c74211f823e4177fefa2255e057d1ec \
-    --hash=sha256:40ba1f85eaa6959837b1d51c9767e230e14612eea4ef110ee8854ada22da1bf5 \
-    --hash=sha256:4defde8685ae324a9eb9d818717e93b4638ef67070ac9bc15b8ca85f63048355 \
-    --hash=sha256:55b7718303bf06a5753dcdccf2f3945cf18ad7bffde41b61226e4db31ab89a9c \
-    --hash=sha256:561215ea3879cb1cbbf272867e2efda62476f240fb58c64de6b393ae19246741 \
-    --hash=sha256:58d00498e8933e4a194f3076aee1b4a97dfec1a6da444535755822fe5d8b0b86 \
-    --hash=sha256:59baa2cb386c4f0b9905bd6eb4c2a79a69a128408fd31d32ca4d7102d4156321 \
-    --hash=sha256:5a5ed8fde7a1d09376ca0b40e68cd59c69fe23b1f9768bd5824f54681626032a \
-    --hash=sha256:5b012212e08b8dd5edc78ef54da83dd9892fd9105323b3993eff6bea65dc21d7 \
-    --hash=sha256:5c3932f4436d1cccb036cb0eaef46e6e2db91035166f1ad6505c3c9d5a635920 \
-    --hash=sha256:614d0949f4790582d2cc25553abd09dd723025f0c0e7c67376a1d77196743d6e \
-    --hash=sha256:76341972e1eff8b4bea859f09c0d3e64b96ce931b084f9b9b7db8ef364c30eff \
-    --hash=sha256:77a2ccbbe917f6710e05ba9adaa25fb5075620bf3ea6fb751997875aff4ae4bd \
-    --hash=sha256:7995ef305d7165c3f11ae07f2517e5a4f1d5c18da1376a0a9ed496336b69e5f3 \
-    --hash=sha256:7ce4bfae76319a532a2dc68f82cc32f5676ee792a983187dac07183690e5c66f \
-    --hash=sha256:7e8eac43dfca5c4cccc6dad9a80504436fca53bb9bc3100a2386d730fbe6b602 \
-    --hash=sha256:84cf79f0dc8b36ac5da873481716e87aef31fcfa0444f9e1d8b4b2cece142855 \
-    --hash=sha256:8c7378637d7d88016fa6791c159f698b3d3eed28ebf844ac36b9dc04a14dae18 \
-    --hash=sha256:8cd666227ef7af430aa5914a9910e0ddd703e75f039cef0825cd0da71b6b711a \
-    --hash=sha256:906cbf0670286c6e0044156bc7d4af9cbb0ef6db9f73e52c3ec56ba6bdde5336 \
-    --hash=sha256:9071196d81abc88b3516ac8cdfad32e2b66dd4a5393a8e68a961e9161ddc6239 \
-    --hash=sha256:9249e3cd978541d665967ac2cb2787fd6a62bddf1e75b3e347a594d7dacf4f74 \
-    --hash=sha256:984a20b0f62a26f48a3396c72e4bc34c66e356d356bf370053066b3b6d54634a \
-    --hash=sha256:9be5aafa5736574f8f15f262adc81b2a9869e2cfe9014d52a44633905b40d52c \
-    --hash=sha256:9c459db21422be75e2809370b829a87eb37f74cd785fc4aa9ea1e5f43b47cda4 \
-    --hash=sha256:9ccdac7d40688ecb5a3b4a604b8a88c8002e3442d6c60aead1db2a89a041560c \
-    --hash=sha256:a0e692c683f4df67815a2d258b324e66f4738bd7a96a218c826dce4f4bd05d8f \
-    --hash=sha256:a5da777e32ffed6f85a7b2b3f7c5cbc88c146bfcd0a1d7baf5fcc6c52ee35dd4 \
-    --hash=sha256:a64697c641c7b1b2178e573cbc31c7c6684cd56883a478d75143dbb7118036db \
-    --hash=sha256:ad64688338ed4bc1a6618076ba75fd7194a5f1797ac60b47afe926285adb3166 \
-    --hash=sha256:bd72e68b06bb1e96913f97dd4901119bc17f39d4586a5adf2d3e47bc2b9d58b5 \
-    --hash=sha256:c17dfe85494deaeddc5ce251aebd1d60bbe6afc8b62071bb0b469431a000124f \
-    --hash=sha256:c18684a7f0cc9a3cb60328f496b8e3372def7c5d2df39ac267878b05565aaaae \
-    --hash=sha256:cc90c0b39b2e3c65ef52c804b72e3c58f8a04ab2a1871272798e5f9572c17d20 \
-    --hash=sha256:db63bf618e5dea46c07de12e900fe1cdd2541e6dc9dbae772a70b7d4d4765f6a \
-    --hash=sha256:ea8990436d914540a40ab24b6a77c0969695ed52f4a4874c5137ccf7045a7057 \
-    --hash=sha256:ecde28a596bead48b0cfd2a1b4416c3d43074c2d785e3a398d7ec1fc4d0f7fbb \
-    --hash=sha256:f5333311663ea94f75dd408665686aaf426563556bb5283554a3539177e03b8c \
-    --hash=sha256:fdfef35d751d510fcef5252703621574364fec16418c4a1e5e1055248401054b
+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
@@ -608,9 +606,9 @@ 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]==2026.6.0 \
+    --hash=sha256:1539859071065dca379ca592ff76e911cd7965dc466da0040354ab466179189b \
+    --hash=sha256:ae3436bd31ebce2be75edf952bd1fc687a1f11ec03fe8b1bec2903d222344a45
     # via feast (pyproject.toml)
 db-dtypes==1.7.0 \
     --hash=sha256:30951c7cda9e5455e43636eebe041c9a637ff28bc49a95d82cb68759d7625467 \
@@ -626,50 +624,63 @@ docutils==0.22.4 \
     --hash=sha256:4db53b1fde9abecbb74d91230d32ab626d94f6badfc575d6db9194a49df29968 \
     --hash=sha256:d0013f540772d1420576855455d050a2180186c91c15779301ac2ccb3eeb68de
     # via sphinx
-duckdb==1.5.3 \
-    --hash=sha256:0b0b4f088a65d77e1217ce5d7eff889e63fedc44281200d899ff47c84d8ff836 \
-    --hash=sha256:0ce80aed7a538422129a57eaca9141e3afb51f8bf562b1908b1576c9725b5b22 \
-    --hash=sha256:10960400ed60cdf0fe05bab2086fa8eb733889cb0ceca18d07ff9a00c0e0be7b \
-    --hash=sha256:2fa17ecdd5d3db122836cb71bb93601c2106a3be883c17dffddc02fbf3fa7888 \
-    --hash=sha256:3248b49cd835ea322574bc6aac0ae7a83be85547f49d4f5f5777cb380ee6627f \
-    --hash=sha256:33ae08b3e818d7613d8936744b67718c2062c2f530376895bfd89efb51b81538 \
-    --hash=sha256:341a2672e2551ba51c95c1898f0ade983e76675e79038ccb16342c3d6cfb82d7 \
-    --hash=sha256:3d5db8c0b55e072cf437948ebb5d7e23d7b9d03d905fa5f9145583e65aa447f7 \
-    --hash=sha256:4bfa9a4dadf71e83e2c4eaca2f9421c82a54defecc1b0b4c0be95e2389dec4fe \
-    --hash=sha256:50379b85f3a0a169478d54880ef8bf971ecaa85772d05eeaa617d720c7704741 \
-    --hash=sha256:5fd25f533cb1b6b2c84cc767a9a9bab7769bb1aa44571a2a0bfc91ac3e4a38ac \
-    --hash=sha256:6d2835e39bb6af73891f73c0f8d4324f98afe00d0b00c6d34b2a582c2256cbb0 \
-    --hash=sha256:6ef8faf121d7b3ad95aab1c3ce31169a28be49da75abfa6099a1bec2e9a70189 \
-    --hash=sha256:70a18f932cf6d87bd0e554613657a515c1443a1724aacfc7ec5137dd28698b03 \
-    --hash=sha256:746433e49bbc667b4df283153415fbe37e9083e0eff6c3cd6e54de7536869cd4 \
-    --hash=sha256:75d13308c9da3ee431d1e72b8ab720aa74a1b3e9159d4124cb62435924496334 \
-    --hash=sha256:787df63824f07bf18022dbc3b8ca4b2bfab0ebe616464f55c6e8cd0f59ea762e \
-    --hash=sha256:8001eccbc28be244dfd04d708526f34ddd6460b47a8aeb5d0e39d6f7f9e3fe15 \
-    --hash=sha256:9fb7516255a8764545e30f7efacea408cc847764a3027b3b0b3e7d1a7bebbc5c \
-    --hash=sha256:a3fb3bad9bc1a3e101d66d33269142ce075dc3d75202ba74ba97d7e44c50b9cd \
-    --hash=sha256:aea7baf67ad7e1829ac76f67d7dcbd7fb1f57c3eb179d55ac30952df4709ae30 \
-    --hash=sha256:bb5bb5dcdd09d62ee60f0ddbbef918e71cce304ffe28428b1131949d39ffaabf \
-    --hash=sha256:c5f18e7561403054433706c187589e86629a7af09a7efc23a06a8b308e6acc68 \
-    --hash=sha256:c9e8fa408705081160ede7ead238d16e73a36b8561b700f2bf2d650ae48e7b92 \
-    --hash=sha256:d0405eae18ec6e8210a471c97dbfe87a7e4d605274b7fe572a1f276e92158f13 \
-    --hash=sha256:d37650ec3ec8a951400ea12dc77edaea88e0baeda34801792776f95f2f922f4f \
-    --hash=sha256:dd00f70231951a619908471b7b6397232ff3be8ccd1f49a47f1a2ccac59eaba1 \
-    --hash=sha256:df39428eb130faa35ae96fd35245bdeae6ecf43936250b116b5fead568eb9f16 \
-    --hash=sha256:e75a6122c12579a99848517f6f00a4e342aebda3590c30fe9b5cc5f39d5e6afc \
-    --hash=sha256:e80eb4d0fb59869cb2c7d7ef494c07fb92014fe8e77d96c170cd1ebc1488a708 \
-    --hash=sha256:f4eff89c12c3a362efa012262e57b7b4ab904a7f79bad9178fe365510077abe8 \
-    --hash=sha256:fd3963c1cb9d9567777f4a898a9dbe388a2fe9724681801b1e7d6d93eecf1b76 \
-    --hash=sha256:fdc65233f0fcf9022e4c6a8ba2ba751a79deb291501073d660afb1aa9874051f \
-    --hash=sha256:fe8d0c1f6a120aa03fa6e0d03897c71a1842e6cf7afd31d181348391f7108fe1 \
-    --hash=sha256:ff11a457258148337ef9a392148a8cdbd1069b6c27c21958816c7b67fe6c542d
+duckdb==1.5.4 \
+    --hash=sha256:02dd9f9a6124069213f13e3a474c208028c472fe1acdae12b38761f954fe4fc6 \
+    --hash=sha256:0cda263d8c20addb8d4f95464787cbe0af1144f7ab7e21db3709fb826ee01725 \
+    --hash=sha256:0cf932055061e544d3fa27cc6c147da25f3f681ee5980157fb55e77d6c2d9c63 \
+    --hash=sha256:0f32ad7e0286c1c29ab6c73b29118c86101f8eee46aae54f54d0b50916f542f6 \
+    --hash=sha256:0f8722346024e5d9f02b58bf7b0491a629f97fdc8a04a10e432940f471ee387a \
+    --hash=sha256:136cea7f886b78caf4035485b4b1e766e8b309e999f9e83a966f81ebb8122844 \
+    --hash=sha256:262f068158beb5943f2c618f4e54b46db8306b959f90dce956f90a89f613673d \
+    --hash=sha256:266c7c909558ce7377f57d082cee408aadebdd9111be017558ca54e44a031037 \
+    --hash=sha256:291a9e7502551170af989ff63139a7a49e99d68edbc5ef5017ac27541fe54c65 \
+    --hash=sha256:3565550adbf160ef7a2ee3395470570182f11233983ad818bd7d5f9e349f92b2 \
+    --hash=sha256:360f2542d09759c3739400f8b787e29b43ba0da665c21756216291458bf6fc59 \
+    --hash=sha256:3ddd9533ce80f9b851bdd6276960a9286166514a9ceca43d5bc2f0d5842c490d \
+    --hash=sha256:3fb41d9cfccb7e44511eeeed263ae98143ca63bdb1ef84631ba637c314efa1b5 \
+    --hash=sha256:3fb6f07d54ecf4d0d3c5179a2361fdddfafa14de4fc42696de4632479b703421 \
+    --hash=sha256:42a612e67d64450b446eb69695290d460713eef46e0f64467ab9dfe96264ee05 \
+    --hash=sha256:4647968629d0677bbcc2416c7aeda8685eb84e4ca15a6dbd4f82a66cfc91a532 \
+    --hash=sha256:4c430e788d99b50854209bf2833ba36a45df75e57f86efb477046cd408bbd077 \
+    --hash=sha256:4d2307a76d199077b0055b354e90e857479461a0d875437535dd4833172c8b6d \
+    --hash=sha256:698ec90bd5d5538bd5f6d212a4b61af443d240703cf45f134738535026556ea5 \
+    --hash=sha256:6dcbb81a1276bc48deb4d562bce4f8895e4fc6348750a096e30052345c6d6552 \
+    --hash=sha256:73f4878a3012283024a64a1909e440aac12091ef336f671fc142f7e87449ce0c \
+    --hash=sha256:83e8c089bbb756ca4471d8b05943b80a106058697cf00615e70423106bb783bc \
+    --hash=sha256:8ba7b666bc9c78d6a930ee9f469024149f0c6a23fb7d2c3418aad6774339bec0 \
+    --hash=sha256:8f935ef210ab00bc94bb1e3052697adaa36bb0ce7bdfeda8b0f34e2ff1643870 \
+    --hash=sha256:9d9e6817fcbc09d2605a2c8c041ac7824d738d917c35a4d427e977647e1d7944 \
+    --hash=sha256:a9a10dc40469b9c0e458625d2a8359461a982c6151bb53ff259fea00c4695ad4 \
+    --hash=sha256:bd6777e8ddd74fb603a6d09766bfcff28638189f8aaa61fc0dffd9e9a4baa8e5 \
+    --hash=sha256:c2d58d39f5e65419cdc27e3875cba4a729a3bbf6bf4016aefb4a2a65335a1d42 \
+    --hash=sha256:ccc7f2694d02b4763fee61021d45e12f7bc5743993686563957df0cef799fbae \
+    --hash=sha256:e2dc8340cfb6006025a798c50f40126d6e945a1d2487be94667bb4166556ce7b \
+    --hash=sha256:e8fcef301cf68d3951ea1eb8ac4d76cea0a6f6a08f4c78fe4026fc96d217bebc \
+    --hash=sha256:f14e79a006341f29ee5a2692a24dac5114e77533d579c57ec39124adf0135033 \
+    --hash=sha256:f6f39cd0dc6948dee17fd130aec55114f97a8ef6e1db519b9774087962bc5c8c \
+    --hash=sha256:f9e32f1cdd106793d79d190186bed9e75289d51e68bd9174e47c04bffedeab6f \
+    --hash=sha256:ff96d2a342b200e1ec6f1f19986c77f4ac16a49b6112f71c5b763989203a9d60
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
     --hash=sha256:3b41e1b601234296b4fb368338fdcd3e13e0b4fb5b67345948f4f2bf9868b286
     # via kubernetes
-fastapi==0.136.3 \
-    --hash=sha256:3d2a69bdf04b7e9f3afa292c3bc7a98816bbfafa10bc9b45f3f3700d2f761620 \
-    --hash=sha256:e487fae93ad408e6f47641ee4dfe389864fd7bec92e547ea8498fc13f43e83ab
+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==0.138.0 \
+    --hash=sha256:b6f54fd1bd72c80b0f899f172c61a600f6f7af9b43d4d772a018f35624048cb0 \
+    --hash=sha256:d445a4877636ad191e7053e08c9bf98cb921a6756776848400bb773d1740c061
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -677,9 +688,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.29.1 \
-    --hash=sha256:85199dfd706869641b72b2e8955d5416a4b2b7dc4b0e8e6d97b4cc1299a6983b \
-    --hash=sha256:d97e6b1b9757569626c58caa07dc4beb1613f4a2938b1e8cc81afca398906c9e
+filelock==3.29.4 \
+    --hash=sha256:10cdb3656fc44541cdf30652a93fb10ec6b05325620eb316bd26893e4201538a \
+    --hash=sha256:dac1648087d5115554850d113e7dd8c83ab2d38e3435dde2d4f163847e57b767
     # via snowflake-connector-python
 flit-core==3.12.0 \
     --hash=sha256:18f63100d6f94385c6ed57a72073443e1a71a4acb4339491615d0f16d6ff01b2 \
@@ -819,9 +830,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-fsspec==2026.4.0 \
-    --hash=sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2 \
-    --hash=sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4
+fsspec==2026.6.0 \
+    --hash=sha256:02e0b71817df9b2169dc30a16832045764def1191b43dcff5bb85bdee212d2a1 \
+    --hash=sha256:f5bac145310fe30e16e1471bd6840b2d990d609e872251d7e674241822abf01a
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -837,9 +848,9 @@ google-api-core[grpc]==2.31.0 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.53.0 \
-    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
-    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
+google-auth[pyopenssl]==2.55.0 \
+    --hash=sha256:a17cef9dedf98c4ebae2fb0c48c8f75952c877cbc2efe09f329ef16c2783d88a \
+    --hash=sha256:fcd3a130f575fa36403d38774af1c64a4fbfbca09215f0589d2372b5119697cb
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -857,9 +868,9 @@ google-auth-oauthlib==1.4.0 \
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.1 \
+    --hash=sha256:159143c1b7248858f35549c09efea5d031c2883145623419ea7c505a50c0899a \
+    --hash=sha256:3c6878f424fc2b21f0bb414ca7262abd008465575a7b7c44c552105278a18914
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
@@ -867,9 +878,9 @@ google-cloud-bigquery-storage==2.39.0 \
     --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
     --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.38.0 \
-    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
-    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
+google-cloud-bigtable==2.39.0 \
+    --hash=sha256:4af2dd1babb799ee2509f9c7eb02904fdd841abc360a09f4ec3bc414dba7d2cc \
+    --hash=sha256:7f6ce53cc18beba84bdfc6eff4c3367bdaed16d46c5821e3189eb27cddeb6be6
     # via feast (pyproject.toml)
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -939,143 +950,143 @@ googleapis-common-protos[grpc]==1.75.0 \
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
-greenlet==3.5.1 \
-    --hash=sha256:001775efe7b8e758861294c7a27c28af87f3f3f1c20468a2bc618c45b346c061 \
-    --hash=sha256:00929c98ec525fd9bf075875d8c5f6a983a90906cdf78a66e6de2d8e466c2a19 \
-    --hash=sha256:017a544f0385d441e88714160d089d6900ef46c9eff9d99b6715a5ef2d127747 \
-    --hash=sha256:089fff7a6ce8d9316d1f65ebc00273a56be258c1725b32b94de90a3a979557e1 \
-    --hash=sha256:1072b4f9edcc1e192d9283a66a3e68d6b84c561de33a83d7858beb9ba1effe10 \
-    --hash=sha256:10a9a1c0bfbc93d41156ffcb90c75fbc05544054faf15dcc1fdf9765f8b607f0 \
-    --hash=sha256:110a1ca7b49b014b097f6078272c3f4ed31af45b254de5228b79adba879f6af9 \
-    --hash=sha256:111e2390ffffc47d5840b01711dd7fac07d4c09283d0283e7f3264b14e284c64 \
-    --hash=sha256:17d86354f0ae6b61bf9be5148d0dd34e06c3cb7c602c671f79f29ac3b150e659 \
-    --hash=sha256:1ffdb3c0bb002c99cd8f298957e046c3dbf6006b5b7cdf11a4e19194624a0a0a \
-    --hash=sha256:2baee5ca02031757ffe8cc3d69f0cc0aec7065ce362622da74f32d3bcab1c541 \
-    --hash=sha256:2c18ef16bf6d4dd410e4dd52996888ea1497be26892fe5bbc73580aba4287b8e \
-    --hash=sha256:2f82b3597e9d83b63408affed0b48fd0f54935edac4302237b9a837be0dae33c \
-    --hash=sha256:3bfbd69cc349e43bf3a8ae1c85548ff0718efc887615c2db16c3833d7b0b072d \
-    --hash=sha256:3c8bb982ad117d29478ef8f5533e97df21f1e2befd17a299257b0c96d1371c0b \
-    --hash=sha256:3d955c89b75eeca4723d7cc14135f393cd47c32e2a6cb4a8e4c6e760a26b0986 \
-    --hash=sha256:4378720dd888136c27215a0214d32a4d37c3852765d45bc37aad0623423cfd78 \
-    --hash=sha256:45718441607f9325d948db98cbc691276059316d0358c188c246da4e1d4d23d2 \
-    --hash=sha256:5028648bf2253ec4745add746129d3904121fa7fe871a76bed23c5720573ce0a \
-    --hash=sha256:50ae25a67bea74ea41fb14b960bc532df73eb713417b2d61892dced82fe8d3bc \
-    --hash=sha256:51518ff74664078fc51bffcc6fc529b0df5ae58da192691cee765d45ce944a2b \
-    --hash=sha256:540dae7b956209af4d70a3be35927b4055f617763771e5e84a5255bea934d2f5 \
-    --hash=sha256:5a56aeb7d5d9cc4b3a735efb5095bd4b4f6f0e4f93e5ca876d0e2315137b7829 \
-    --hash=sha256:5e300185139abc337ade480c327183adf42a875ac7181bfe66d7d4efea31fbea \
-    --hash=sha256:67821bb03e4e98664490edb787ff6af501194c29bbee0f5c1dfdcf1dc3d9d436 \
-    --hash=sha256:6c09df69dc1712d131332054a858a3e5cca400967fa3a672e2324fbb0971448c \
-    --hash=sha256:6ebeb75c81211f5c702576cf81f315e77e23cfdb2c7c6fcb9dd143e6de35c360 \
-    --hash=sha256:73f78f9b9f0a5c06e5c946ba1e8e36f5114923b6be109ee618c54f079c3ea14f \
-    --hash=sha256:7546556f0d649f99f6a361098a55f761181bb2ea12ff150bb16d26092ad88244 \
-    --hash=sha256:7715a5a2c3378ba602c3a440558261e13a820bb53a82693aacd7b7f6d964e283 \
-    --hash=sha256:7b5f5fae05b8ac6d176a61b60c394a8cbdc2b5b91b81793066e68745cf165e54 \
-    --hash=sha256:7eacb17a9d41538a2bc4912eba5ef13823c83cb69e4d141d0813debe7163187f \
-    --hash=sha256:7ffdb990dcaa0234cf9845aead5df2e3c3a8b6507d409274dd87e0d5ab05ffc2 \
-    --hash=sha256:80eb4b04dadc4e67df3fae179a32c4706a3f495bc7f22fc8a81115d5f5512188 \
-    --hash=sha256:88e300d136eac057b2397aa1cfd7328b4c87c7eb66a09c7bc6a1292234db474e \
-    --hash=sha256:89101bfd5011e069be974903cb3a4e4523845e4ece2d62dcd8d358933c0ef249 \
-    --hash=sha256:8a17c42330e261299766b75ac1ea32caa437a9453c8f65d16a13140db378ecd3 \
-    --hash=sha256:8a271fcd66c74615cda6a964fda3f304267a12e50a084472218a39bb0376f563 \
-    --hash=sha256:8d8a23250ea3ec7b36de8fa4b541e9e2db3ee82915cc060ab0631609ad8b28de \
-    --hash=sha256:92fd6d44ac5e5a887c8a5dc4a8ba0ba908527c31c12f78c6bc7dcfe8aab279f6 \
-    --hash=sha256:975eac34b44a7077ca4d421348455b94f0f518246a7f14bc6d2fdcfe5b584368 \
-    --hash=sha256:9ab3c3a0b2ae6198e67c898dad5215a49f9ae0d0081b3c3ec59f333e39eeca26 \
-    --hash=sha256:9b1ec3274918a81d3ea778b9e75b56b72b33f300edb6cf7f3a7fe1dae56683de \
-    --hash=sha256:9d59e840387076a51016777a9328b3f2c427c6f9208a6e958bad251be50a648d \
-    --hash=sha256:a0cbed8bb44e23c5b199f888f4e4ce096b45ad9f25ff74a7ad0213875e936bb2 \
-    --hash=sha256:a19570c52a21420dcbc94e661994bc325c0b5b11304540fed514586da5dc8f2e \
-    --hash=sha256:a203a8bd0acb0701653d3bbb26e404854a68674139ed5cbb778830f42b09bb33 \
-    --hash=sha256:a4764e0bfc6a4d114c865b32520805c16a990ef5f286a514413b05d5ecd6a23d \
-    --hash=sha256:a57b0d05a0448eed231d59c0ceb287dde984551e54cbc51ac2d4865712838e9c \
-    --hash=sha256:a5c81f74d204d3edd136ebfd50dce53acbb776995d721a0fe801626cfc93b8cd \
-    --hash=sha256:a5ea42a752d47a145eae922b605cd1634665ac3d5ec1e72402d5048e8d60d207 \
-    --hash=sha256:a6fdf2433a5441ef9a95464f7c3e674775da1c8c1177fff311cee1acad4626ed \
-    --hash=sha256:add5217d68b31130f0beca584d7fef4878327d2e31642b66618a14eef312b63b \
-    --hash=sha256:b0703c2cef53e01baec47f7a3868009913ad71ec678bbecb42a6f40895e4ce62 \
-    --hash=sha256:b9152fca4a6466e114aaec745ae61cba739903a109754a9d4e1262f01e9259b1 \
-    --hash=sha256:c0141e37414c10164e702b8fb1473304221ad98f71600850c6ef7ff4880feba0 \
-    --hash=sha256:c3d35f87c7253b715d13d679e0783d845910144f282cb939fe1ba4ac8616269c \
-    --hash=sha256:c5551170cf4f5ff5623e9af81323751979fee2c731e2287b61f73cd27257b823 \
-    --hash=sha256:cbfc69be86e10dcfef5b1e6269d1d6926552aa89ee39e1de3353360c1b6989ab \
-    --hash=sha256:cc6ab7e555c8a112ad3a76e368e86e12a2754bcae1652a5602e133ec7b635523 \
-    --hash=sha256:cd443683db272ebaaca03af98c0b063ab30db70ea8a31a1559f35e3f7b744ccd \
-    --hash=sha256:d0932b81d72f552ded9d810d00021b64d89f2195a91ce115b893f943b7a4ab3c \
-    --hash=sha256:d40a890035c0058cadbdc4af7569800fd28a0e527a0fdbb7b5f9418f176846ce \
-    --hash=sha256:d5ee3ea898009fa898f85f9982255d35278c477bebe185beca249cab42d4526c \
-    --hash=sha256:d8ab31c9de8651a2facdd5c5bb0011f2380dd1a7af78ce2adf4b56095294fc07 \
-    --hash=sha256:dc71ff466927a201b08305acac451ebe1aedfcea002f62f1f2f2ac2ac1e6a135 \
-    --hash=sha256:de2daaaebd1a5aa88c49045b6baf9310b3263796bd88db713edf37cf53e7bb4e \
-    --hash=sha256:ded7b068c7c31c1a8657d4fd42d886b3e051ae29f88b80c5ff9d502257b0f071 \
-    --hash=sha256:e5cc9606aa5f4e0bde0d3bd502b44f743864c3ffa5cfa1011b1e30f5aa02366f \
-    --hash=sha256:e630136e905fe5ff43e86945ae41220b6d1470956a39220e708110ac48d01ea5 \
-    --hash=sha256:e6cd99ea59dd5d89f0c956606571d79bfe6f68c9eb7f4a4083a41a7f1587edee \
-    --hash=sha256:e7516cf6ae6b8a582c2770a0caed47b8a48373ed732c33d69a72913ae6ac923e \
-    --hash=sha256:ea37d5a157eb9493820d3792ac4ece28619a394391d2b9f2f78057d396ff0f0f \
-    --hash=sha256:ea8da1e900d758d078810d4255d8c6aa572181896a31ec79d779eb79c3adc9ad \
-    --hash=sha256:ed8cdb691169715a9a492844a83246f090182247d1a5031dc78a403f68ba1e97 \
-    --hash=sha256:ef08c1567c78074b22d1a200183d52d04a14df447bf70bcbb6a3507a48e776fc \
-    --hash=sha256:f16ba1efc0715b680a18b8123d90dad887c6112ae3555b4b5c32c149540c6b4e \
-    --hash=sha256:fa4f98af3a528f0c3fd592a26df7f376f93329c8f4d987f6bb979057af8bf5e2 \
-    --hash=sha256:ffea73584b216150eab159b6d12348fb253e68757974de1e2c40d8a318ac89ed
+greenlet==3.5.2 \
+    --hash=sha256:01e32e9d2b1714a2b06184cb3071ff2a2fd9bc7d065e39198ab21f7253dad421 \
+    --hash=sha256:0488ca77c94da5e09d1d9958f98b58cebba1b8fd9664c24898499133de927574 \
+    --hash=sha256:049827baab63dda8ab8ec5a6d07fc6eb0f418319cfc757fc8737a605e99ca1ad \
+    --hash=sha256:0629377725977252159de1ebd3c6e49c170a63856e585446797bb3d66d4d9c34 \
+    --hash=sha256:09201fa698768db245920b00fdc86ee3e73540f01ca6db162be9632642e1a473 \
+    --hash=sha256:0977af2df83136f81c1f76e76d4e2fe7d0dc56ea9c101a86af26a95190b9ca32 \
+    --hash=sha256:120b77c2a18ebf629c3a7886f68c6d01e065654844ad468f15bb93ace66f2094 \
+    --hash=sha256:1587ff8b58fdf806993ed1490a06ac19c22d47b219c68b30954380029045d8d4 \
+    --hash=sha256:1724499fc08388208408681c53c5062e9803c334e5a0bdaeb616228ba882aac8 \
+    --hash=sha256:1adc23c50f22b0f5979521909a8360ab4a3d3bef8b641ce633a04cf1b1c967ea \
+    --hash=sha256:1c31219badba285858ba8ed117f403dea7fafee6bade9a1991875aae530c3ceb \
+    --hash=sha256:1d554cd96841a68d464d75a3736f8e87408a7b02b1930a75fa32feb408ad62f8 \
+    --hash=sha256:1f052fff492c52fdfa99bd3b3c1389a53de37dae76a0562741417f0d018f02b3 \
+    --hash=sha256:24c59cb7db9d5c694cb8fd0c76eef8e456b2123afdfa7e4b8f2a67a0860d7682 \
+    --hash=sha256:26aed8d9503ca78889141a9739d71b383efea5f472a7c522b5410f7eb2a1b163 \
+    --hash=sha256:2c3b3311af72b3d3b03cc0f1ffd11f072e834be5d0444105cf715fc44434e39c \
+    --hash=sha256:2c6d6bfa4fdd7c39a0dbf112cdf28edbd19c517c810eefb6e4e71b0d55933a4c \
+    --hash=sha256:2debcd0ef9455b7d4879589903efc8e497d4b8fb8c0ae772309e44d1ca5e957f \
+    --hash=sha256:2ee6288f1933d698b4f098127ed17bda2910a75d2807915bd16294a972055d6c \
+    --hash=sha256:30252d191d6959df1d040b559a38fc017139606c5ecc2ad00416557c0355d742 \
+    --hash=sha256:36cfea2aa075d544617176b2e84450480f0797070ad8799a8c41ada2fe449d32 \
+    --hash=sha256:3be00501fb4a8c37f6b4b3c4773808ceb26ea65c7ea64fd5735d0f330b3786de \
+    --hash=sha256:3c2315045f9983e2e50d7e89d95405c21bddb8745f2da4487bc080ab3525f904 \
+    --hash=sha256:3c417cd6c593bbbef6f7aa31a79f37d3db7d18832fc56b694a2150130bde784e \
+    --hash=sha256:3dff6cd3aac35f6cd3fc23460105acf576f5faf6c378de0bc088bf37c913864a \
+    --hash=sha256:423167363c510a75b649f5cd58d873c29498ea03598b9e4b1c3b73e0f899f3d5 \
+    --hash=sha256:4e554809538bd4867f24421b43abde170f9c9b8192149b30df5e164bcac6124f \
+    --hash=sha256:537c5c4f30395020bb9f48f53146070e3b997c3c75da14011ab732aaa19ce3ef \
+    --hash=sha256:561dd919c02236a613fbf226791cbd77ee5002cbd5cb7e838869aa3ac7a71e16 \
+    --hash=sha256:5795e883e915333c0d5648faaa691857fbc7180136883edc377f50f0d509c2a8 \
+    --hash=sha256:5930d3946ecae99fa7fc0e3f3ae515426ad85058ebd9bfc6c00cca8016e6206b \
+    --hash=sha256:5eba55076d79e8a5176e6925295cfb901ebc95dae493342ede22230f75d8bee2 \
+    --hash=sha256:6d78b5c1c178dad90447f1b8452262709d3eef4c98f825569e74c9d0b2260ac9 \
+    --hash=sha256:6d9e19257794e28821c9ebd5e23f86d7c267cd9d390089374f068d2049f949e3 \
+    --hash=sha256:6e9e49d732ee92a189bb7035e293029244aeba648297a9b856dc733d17ca7f0d \
+    --hash=sha256:6f1e473c06ae8be00c9034c2bb10fa277b08a93287e3111c395b839f01d27e1f \
+    --hash=sha256:6f96ed6f4adc1066954ae95f45717657cb67468ef3b89e9a3632e14a625a8f39 \
+    --hash=sha256:711028c953cd6ce5dc01bbb5a1747e3ad6bd8b2f7ded73778bb936e8dab9e3b6 \
+    --hash=sha256:76dae33e97b52743a19210931ee3e78a88fe1438bc2fc4ee5e7512d289bfad4f \
+    --hash=sha256:7a7bfc200be40d04961d7e80e8337d726c0c1a50777e588123c3ed8ba731dcb9 \
+    --hash=sha256:7bb811753703739ad318112f16eccfaabdac050037b6d092debaa8b23566b4ce \
+    --hash=sha256:7fe6062b1f35534e1e8fb28dfed406cf4eeff3e0bca3a0d9f8ff69f20a4abb00 \
+    --hash=sha256:87359c23eb4e8f1b16da68faad29bf5aeb80e3628d7d8e4aa2e41c36879ddedd \
+    --hash=sha256:89da99ee8345b458ea2f16831dad31c88ddcdec454b48704d569a0b8fb28f146 \
+    --hash=sha256:9558cae989faeab6fbb425cd98a0cfa4190a47fba6443973fbee0a1eb0b0b6c3 \
+    --hash=sha256:98a52d6a50d4deaba304331d83ee3e10ebbdc1517fcca40b2715d1de4534065c \
+    --hash=sha256:9dc23f0e5ad76415457212a4b947d22ebe4dc80baf02adf7dd5647a90f38bb4e \
+    --hash=sha256:9df9daae96848508450011d0d86ed7c95f8829a354ce438284a77b24896fd1f8 \
+    --hash=sha256:9e194b996aa1b89d933cfe136e5eb39b22a8b72ba59d376ef39a55bca4dbf47f \
+    --hash=sha256:a0314aa832c94633355dc6f3ee54f195159533355a323f26926fc63b98b2ccbb \
+    --hash=sha256:a1759fa4f14c398508cf20dc8037de55cc23ae8bd14c185c2718257837195ca5 \
+    --hash=sha256:a1789a6244ea1ba61fd4386c9a6a31873e9b0234762103364be98ef87dcb19f3 \
+    --hash=sha256:a207023f1cf8695fd82580b8099c09c5809be18bc2282362cdfb965dd884a317 \
+    --hash=sha256:a2ddf9eddc617681108dd071b3feabf3f4a4cd64846254aec4d4ceda098b639a \
+    --hash=sha256:a3f76a94e2d6e1fee8f302265679d8cc47d71a203936dd03c6e2ace0f9cfd46d \
+    --hash=sha256:a850f6224088ef7dcc70f1a545cb6b3d119c35d6dca63b925b9f35da0635cdad \
+    --hash=sha256:a9476cbead736dc48ce89e3cd97acff95ecc48cbf21273603a438f9870c4a014 \
+    --hash=sha256:a96457a30384de52d9c5d2fd33abf6c1daae3db392cd556738f408b1a79a1cf0 \
+    --hash=sha256:b4ac902af825cbac8e9b2fccab8122236fd2ba6c8b71a080116d2c2ec72671b1 \
+    --hash=sha256:b4cad42662c796334c2d24607c411e3ed82481c1fb4e1e8ec3a5a8416060092e \
+    --hash=sha256:b9318cdeb9abdbfdd8bc8464ee4a06dffde2c7846e1def138365a6240ab2c9a5 \
+    --hash=sha256:bc18b8d33e6976804b9b792fe11cb3b1fee8b646e8a9e20bf521a429ddf73520 \
+    --hash=sha256:bf493b3c1c0a2324c49b0472e2280ba4665f3510d8115f6f807759a6163b15f7 \
+    --hash=sha256:c0ea4eb3de23f0bac1d75205e10ccfa9b418b17b01a2d7bf19e3b69dda08900a \
+    --hash=sha256:c1b906220d83c140361cdd12eef970fb5881a168b98ee58a43786426173da14c \
+    --hash=sha256:c1c1e5ad80f1f38ea479b83b39dccb20874cfe9ad5e52f87225fa294ba4d39a1 \
+    --hash=sha256:c674a1dd4fe41f6a93febe7ab366ceabf15080ea31a9307811c56dac5f435f73 \
+    --hash=sha256:ca92411942154023c65851e6077d8ca0d00f19de5fa80bb2c6f196ff6c920ba9 \
+    --hash=sha256:d7792398872f89466c6671d5d193537eff163ecf7fac78d82e6ddc25017fb4f5 \
+    --hash=sha256:db548d5ab6c2a8ead82c013f875090d79b5d7d2b67fc513934ce6cf66492ad7f \
+    --hash=sha256:dbebc038fcdda8f8f21cce985fd04e34e0f42007e7fc7ab7ad285caf77974b95 \
+    --hash=sha256:e063263ce9047878480d7e536012fc8b7c8e1922989eb5f03b9ab998a2ee7b7e \
+    --hash=sha256:e4af5d4961818ab651d09c1448a03b1ba2a1726a076266ebb62330bab9f3238c \
+    --hash=sha256:e976f9f6941f57d87a194c91868622c8b22a142a741d2fde31655c319133ade6 \
+    --hash=sha256:f41feb9f2b59e2e61ac9bea4e344ddd9396bf3cacb2583f73a3595ed7df6f8e7 \
+    --hash=sha256:f4d67c1684db3f9782c37ee4bade3f86f5a23a8fcf3f8359224106018ca40728 \
+    --hash=sha256:f9bbd6216c45a563c2a61e478e038b439d9f248bde44f775ea37d339da643af4 \
+    --hash=sha256:f9ed777c6891d8253e54468576f55e27f8fc1a662a664f946a191003574c0a74 \
+    --hash=sha256:feb721811d2754bfd16b48de151dd6b1f222c048e625151f2ca44cfdfd69f59c
     # via feast (pyproject.toml)
 grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.81.0 \
-    --hash=sha256:0fba53cb96004b2b7fb758b46b2288cb49d0b658316a4e73f3ef67230616ee65 \
-    --hash=sha256:194eddfacc84d80f50512e9fd4ee851d5f2499f18f299c95aa8fb4748f0537e0 \
-    --hash=sha256:19f201da7b4e5c0559198abe5a97157e726f3abe6e8f5e832d4a50740f6dcc22 \
-    --hash=sha256:21ec30b9ea320c8207ea7cd05873ad64aa69fdd0e81b6758b3347983ba20b50a \
-    --hash=sha256:275144b0115353339dbb8a6f28a9cf8997b5bf40e37f8f66ac0b0ea57e95b43f \
-    --hash=sha256:300f3337b6425fd16ead9a4f9b2ac25801acb64aa5bc0b99eb69901645b2b1d2 \
-    --hash=sha256:3755c9669307cad18e7e009860fdea98118978d2300451bd8530a53048e741e7 \
-    --hash=sha256:3d4e0ce5a40a998cf608c8ba60ecfe18fdf364a9aa193ae4ac3faeecd0e86757 \
-    --hash=sha256:40edffb4ec3689373825d367c4457727047a6e554f03245265ecc8cc03215f22 \
-    --hash=sha256:43c121e135ae44d1559b430db2b2dfad7421cbbe40e1deba506c7dc62b439719 \
-    --hash=sha256:4e032feb3bfb4e2749b140a2302a6baa8ead1b9781ff5cf7094e4402b5e9372e \
-    --hash=sha256:5192857589f223e5a98ff0e31f6e551b19040e647d17bfe10116c8a2ce3b8696 \
-    --hash=sha256:57b3b0e73a518fa286959b40c3eddd02703504ca186e8b7b2945954519bd8b2c \
-    --hash=sha256:5e925a70fe99fe5794f7beca0ea034c75f068afcc356d79047e73f99cdcca34c \
-    --hash=sha256:62bbe463c9f0f2ff24e31bd25f8dd8b4bae78900e315915a3195a0ef1471a855 \
-    --hash=sha256:638ccc1b86f7540170a169cb900799b9296a1381e47879ce60b0de9d3db73d33 \
-    --hash=sha256:725801c7086d7e4cd160e42bb2f54e0aeb976b9568df3cc6f843b15d29b79fb1 \
-    --hash=sha256:77eb4e9fe61486bd1198cc7236ebb0f70e66234e63c0348f40bc2553ed16a88b \
-    --hash=sha256:7915a2e63acdc05264a206e1bddfd8e1fb8a29e406c18d72d30f8c124e021374 \
-    --hash=sha256:794e6aa648e8df47d8f908dc8c3b42347d04ec58438f1dcd4e445f09b4f6b0ce \
-    --hash=sha256:8226ba097eed660ef14d36c6a69b85038552bb8b6d17b44a5aa6f9abf48b8e08 \
-    --hash=sha256:87e33b7afcfb3585121b5f007d2c52b8c534104d18f556e840d35193ca2a9141 \
-    --hash=sha256:8bb1789c94322a13336a2b6c58d9c14d68f8628b6e24205a799c69f5bf8516ce \
-    --hash=sha256:8c0855a350886f713b9e458e2a10d208009dcaa849f574e39cd6067db1fe1279 \
-    --hash=sha256:909bb3222b53235498d2c5817a0596d82b0aaea490ba93fdf1b060e2938a543c \
-    --hash=sha256:97bbd623f7ded558fd4f7cb5a4f600c4d4de65c5dd364c83a5b14b2a10a2d3b5 \
-    --hash=sha256:98c6240f563178fc5877bd50e6ff274463e53e1472128f4110742450739659fa \
-    --hash=sha256:9f355384e5543ab77a755a7085225ecc19f32b76032e851cbd8145715d79dec8 \
-    --hash=sha256:a524cd530900bd24511fcb7f2ed144da4ea37711c4b094475d0bceca7a93a170 \
-    --hash=sha256:a5acd7efd3b1fe9b4eb0bcaaa1507eed68a0ad0678b654c3f7b464df9ba9dca5 \
-    --hash=sha256:a9351055f52660b58f3d4890ea66188b5134399f82b11aa0c55bd4b99eff5390 \
-    --hash=sha256:aa948712c8e5fa40ec250870bda14bc7578e1bb832a8912d9d2a0f720518edbe \
-    --hash=sha256:aaaa4f7f2057d795952e4eacf3f342be8b5b156992f6ac85023c8b98794ebd47 \
-    --hash=sha256:b4108e5d9d0f651b7eea749116181fe6c315b145661a80ec31f05ec2dbe21af7 \
-    --hash=sha256:b76ea9d55cd08fcdbda25d28e0f76679536710acb7fbd5b1f70cb4ac49317265 \
-    --hash=sha256:b8b025b6af43ee0ad4a70307025d77bcab5adde7c4597786010d802c203e9fc5 \
-    --hash=sha256:b93cee313cae4e113fbb3a0ce1ea5633db6f63cfde2b2dc1d817429026b2a50b \
-    --hash=sha256:c197e2ef75a442528072b29e9755da299110e8610e8bcbb59a6b4cf55384f005 \
-    --hash=sha256:c36f5d5e97944cbda2d4096b4ae262e6e68506246b61582acf1b8591607f3ccc \
-    --hash=sha256:c4fe218c5a35e1d87a5a26544237f1fa41dfd9cbd3c856b0810a30061f8b0aaf \
-    --hash=sha256:c6ff087cb1f563f47b504b4e29e684129fc5ae4863faf3ebca08a327764ee6cb \
-    --hash=sha256:cd78145b7f7784661c524624f3526c9c6f891b30a4b54cb93a40806d0d0d61e9 \
-    --hash=sha256:db217c2e52931719f9937bd12082cd4d7b495b35803d5760686975c285924bf8 \
-    --hash=sha256:dbdb99986548a7e87f8343805ef315fd4eb50ffaabf4fb1206e42f2542bb805d \
-    --hash=sha256:e4d053900a0d24b75d7521139a3872150301b3d6bde3bed5e12318fb25791e4d \
-    --hash=sha256:e7746ba3e6efc9e2b748eff59470a2b8684d5a9ec607c6580bcaa5be175820bc \
-    --hash=sha256:f345de40ef2e65f63645d53d251824e6070e07804827c5b00ec2e44555f9f901 \
-    --hash=sha256:f750a091fff3a3991731abc1f818bdc64874bb3528162732cb4d45f2e07821a6 \
-    --hash=sha256:f85570a016d794c29b1e76cf22f67af4486ddbe779e0f30674f138fa4e1769ec \
-    --hash=sha256:fbbe81314a9d92156abce8b62c09364eb8bafc0ca2a19919a45ec64b5c6cb664 \
-    --hash=sha256:ff83d889e3ebf6341c8c7864ad8031591ad5ca61599072fc511644d1eb962d2b
+grpcio==1.81.1 \
+    --hash=sha256:0490c30c261eded63f3f354979f9dc4502a9fb944cccb60cd9dc85f5a7349854 \
+    --hash=sha256:0a37165cc80b1a368384b383e63a4c38116a10467ae44c904d2d7468c4470ec2 \
+    --hash=sha256:12b7524c88d4026d3dcb7b0ebe16b6714f3b4af402ddd0f0639ab064a00c87c3 \
+    --hash=sha256:15641444eca4a29358107b3dceb74c1c6305c55c822fd199b458aaea4068a7fb \
+    --hash=sha256:1b22c80559854b789a01fd89e8929b3798a156c0829b5282a8939f33ad4115ad \
+    --hash=sha256:1e123f9b37edb8375fd74130d1f69c944bbf0a7b06761ae7211154b8759e94d2 \
+    --hash=sha256:24c8e57504c8f45b237e40b99262d181071e5099a07053695b75d97bb53053a0 \
+    --hash=sha256:2c2e2ae6867c2966b8daccc836d54a13218e0007e9a490aeb81dd05be64d22d7 \
+    --hash=sha256:30e825f6848d9f18bba350ed6c75c1b02a0b5184474a31db9a32b1fa66fd8c79 \
+    --hash=sha256:3768a5ff1b2125e6f552e561b6b2dca0e64982d8949689b4df145cf8b98d7821 \
+    --hash=sha256:3ad74f8bb1a18963914c5452d289422830b39459e8776ebbcd207be1fbfb1d94 \
+    --hash=sha256:410482da976329fe5f4067270401b12cf2bd552ff8020f054ecfaddb5475f9d6 \
+    --hash=sha256:428bec0161b48d8cf583c068591bc0016d0d9cfff52462b72b3884861ea768c5 \
+    --hash=sha256:506f48f2f9c29b143fca3dad7b0d518c188b6c9648c75a2ae6e2d9f2c13a060b \
+    --hash=sha256:58ad1131c300d3c9b933802b3cc4dc69d380822935ba50b28703156ea826fbf7 \
+    --hash=sha256:592b5fee597faa91cce2dd294dd7d9a1c83d76c4dbf877e33ec1adb866b2fbed \
+    --hash=sha256:61233fe8951e5c85dff81c2458b6528624760166946b5b47ea150a589168411f \
+    --hash=sha256:62481553b1793a27e9b9c3cf9e5bd483ef045ca72462592074b46d42b0c4d9b9 \
+    --hash=sha256:6282caffb41ec326d4cb67ca9cf53b739d1b2f975a2acb498c7418e9f7d9a416 \
+    --hash=sha256:69ef28e54fc85397f91b8c19592b8ef3d81952080366914823bd8572a2958120 \
+    --hash=sha256:6f9a0c9c1cc15c112d1c053064fd032b64917062292c3d70aea280e02ae10b77 \
+    --hash=sha256:6fa10a767143a5e82e8eaab53918af0cd8909a57a27f8cb2288b80a613ac671b \
+    --hash=sha256:766bc7c9a9c340342f4c864ccbda8e78111e4751f13b895812b9c148fb79e9d0 \
+    --hash=sha256:78e29211f26da2fdd0e9c6d2b79f489476140cf7029b6a64808ade7ca4156a42 \
+    --hash=sha256:819edbdcb42ab8598b494bcf0222684bbb7a3c772bd1b1f0be7e029a6063c28e \
+    --hash=sha256:85b10a45b8993d195c4f3ff57025b8d1e11834909ee475c403bfa60cb4caefaf \
+    --hash=sha256:88268ca418cacea64cecb0d1d600d3c6b3a8038fcba02e1e205178c5b1f47661 \
+    --hash=sha256:8b39472beafc0bdcafc4c8c73ad082ebfdb449d566897a61e7acb4fa88089115 \
+    --hash=sha256:8ea1936c26b99999b27479853039a7f34713f56c49375ad52b38535ec93a796c \
+    --hash=sha256:98a07f9bf591e3a8919797bee1c53f026ba4acd587e5a4404c8e57c9ec36b2a5 \
+    --hash=sha256:a185a04039df6cae8648bc8ab6d6fde7bf94f7188ecf7828e76ac52eef1e41d6 \
+    --hash=sha256:a35009284d0d3d5c2c9601c164a911b8b4331608d98a9a66d47d97bb2f522b70 \
+    --hash=sha256:a3acb384427816dd5d470f47e62137b87f74da694faa8a50147012cf40df276a \
+    --hash=sha256:aa2ba7d2ad6df4d80127cea65e5b8d5e2c3adbf153ff4804452836328aca7c54 \
+    --hash=sha256:b10e1ff4756ed27d5a29d7fc79cfce7ef1ff56ad20025b89bac7cf79e09abbbe \
+    --hash=sha256:b137f4bf3ada9dc44d411478decc6ff09a79ed30b306cd2abaa98408c3588137 \
+    --hash=sha256:b259a04a737cb3496be0901328eb8b7552ed8df4865d8c8f1cf1bffcfc0776a3 \
+    --hash=sha256:b427c19380991a4eaab2f6144b64b99b412043314c6bf4ab544f97bb31ee4190 \
+    --hash=sha256:bb693b1e3d9a2f3fd228e2110daf4b5aeedb36761ca1e4282f74725f6d89f611 \
+    --hash=sha256:c261d74b1a945cf895a9d6eccd1685a8e837531beaab782da4d630a8d12deffb \
+    --hash=sha256:c5bf2dc311127d91230cc79b92188c082634a06cf66c5234db49a43b910183b0 \
+    --hash=sha256:ca1cc11d82677b9662082e5478b7528e2b7db7beaa6bdff42bd62789d81be399 \
+    --hash=sha256:d4b2dddfc219f54f956ccd53cf76a1d338ffe68fc7f2849ec9c7feb9927ff692 \
+    --hash=sha256:d71d30f2d92f67d944631c523713934fee37292469e182ebcd2c1dd8a64ce53f \
+    --hash=sha256:d865db4a6318e1c1bea83292e0ed231090538fc4ca45425b0f0480eb338bbc6e \
+    --hash=sha256:e2aa72e3ce1770317ef534f63d397b55e130725f5149bd36077c3b539019db27 \
+    --hash=sha256:e3657301562ac3cb8018d30d0d3ebfa39932239f7b5703422057ef14b69949f5 \
+    --hash=sha256:e64dd101d380a115cc5a0c7856788adb535f1a4e21fc543775602f8be95180ae \
+    --hash=sha256:e8ca6a1fcdb2943c9cbc1804a1baf3acb6071d72a471591678ded84218006e14 \
+    --hash=sha256:edb59506291b647a30884b1d51a599d605f40b20af4a7dc3d33786a47a31de60 \
+    --hash=sha256:f9a0ebbe45c29b5e5866593c12b78bd9035f0f0f0d4bc8361680cd580d99db49
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -1088,18 +1099,19 @@ grpcio==1.81.0 \
     #   grpcio-health-checking
     #   grpcio-reflection
     #   grpcio-status
+    #   milvus-lite
     #   pymilvus
-grpcio-health-checking==1.81.0 \
-    --hash=sha256:09f31674f1acdcf214bc4e640ebbbbef165b077a1fd64834795196d52bfdce39 \
-    --hash=sha256:1024304a85eecddb7a08cb16e157a36dd1c5b08bdabba09f844a71d7e47c994f
+grpcio-health-checking==1.81.1 \
+    --hash=sha256:cbc6a4171825ec64389de2f062d296ba129a5c27eefd0dd55fa837909184bdf9 \
+    --hash=sha256:ecc61480e25058a4a04e11e4ab6900ad7439b32e60a8ce4ece7d9f219221c85d
     # via feast (pyproject.toml)
-grpcio-reflection==1.81.0 \
-    --hash=sha256:5191db7aa6cab1b6981b0879fa44fdcdd43ba644f0301c40b976f813eb4eff06 \
-    --hash=sha256:85322a9c1ab62d9823b1262a9d78d653b1710b99b5764cdcef2673cfe352b9c1
+grpcio-reflection==1.81.1 \
+    --hash=sha256:3d7160000f5fdd0e241f9b1a3d402f15ebcd5f281be105b374a025f38c6434a8 \
+    --hash=sha256:d82fc4ac39dd5dcfd63e577075f6a68eac4a765e66a453914bbf57caf35665d0
     # via feast (pyproject.toml)
-grpcio-status==1.81.0 \
-    --hash=sha256:10eb4c2309db902dc26c1873e80a821bf794be772c10dfd83030f7f59f165fab \
-    --hash=sha256:b6fe9788cfdd1f0f63c0528a1e0bfdb41e8ff0583e920d2d8e8888598c01bb69
+grpcio-status==1.81.1 \
+    --hash=sha256:08072fa9995f4a95c647fc6f4f85e2411573d00087bcabdf30f260114338f232 \
+    --hash=sha256:9389a03e746017b10f0630c064289201458f3ce01f5d7ef4b0bebc1ef6cf82ad
     # via google-api-core
 gunicorn==26.0.0 \
     --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
@@ -1341,9 +1353,7 @@ 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
@@ -1543,9 +1553,9 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.2 \
-    --hash=sha256:8e02db104096d1c25b28e64bde29a5c32b31bc241710213e12fd4d84985bdfef \
-    --hash=sha256:d6ff5160c6ca65d93013626efb3fc249de683c30b2d8570755ceddd490344de5
+mcp==1.28.0 \
+    --hash=sha256:559d3f9943674cafbe5744c5d3794f3237e8b47f9bbc58e20c0fad680d8487c2 \
+    --hash=sha256:9c1e7cf3a9125557e418ecd4fed8e9adddce81b0dfdae4d6601d700f5beb71a4
     # via fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
@@ -1871,84 +1881,58 @@ mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-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
+numpy==2.5.0 \
+    --hash=sha256:016623417bb330d719d579daf2d6b9a01ddc52e41a9ed61a47f39fde46dcd865 \
+    --hash=sha256:0b525be4744b60bb0557ac872d53ef07d085b5f39622bc579c98d3809d05b988 \
+    --hash=sha256:126b88d95e8ff9b00c9e717aa540469f21d6180162f84c0caec51b16215d49cd \
+    --hash=sha256:146b81cdd3967fdb6beca8ba25f00c58741d8f3cbd797f55af0fbe0bfec3469c \
+    --hash=sha256:1a7569a7b53c77716f036bb28cb1c91f166a26ec7d9502cd1e4bdfe502fdec22 \
+    --hash=sha256:1c0121101093d2bd74981b10f8837d78e794a8ff57834eb27179f49e1ba11ac6 \
+    --hash=sha256:22f3d43e362d650bc39db1f17851302874a148ca95ba6981c1dfb5fa6862f35b \
+    --hash=sha256:243563efb4cd7528a264567e9fd206c87826457322521d06206a00bfa316c927 \
+    --hash=sha256:28e7137057d551e4a83c4ae414e3451f50568409db7569aacc7f9811ee06a446 \
+    --hash=sha256:3893adc2dc7c0412ba76777db55a049215d99c9aa3113003be8f49f4f1290ab9 \
+    --hash=sha256:39a0433bd4086ebd462960cf375e19195bb07b53dc1d87dd5fcf47ad78576f03 \
+    --hash=sha256:3b94d0d0deceebfad3e67ae5c0e5eb87371e8f7a0581cd04a779928c2450cf1e \
+    --hash=sha256:44353e2878930039db472b99dc353d749826e4010bd4d2a7f835e94a97a5c748 \
+    --hash=sha256:489780423903667933b4ed6197b6ec3b75ea5dd17d1d8f0f38d798feb6921561 \
+    --hash=sha256:48f54b00711f83a5f796b70c518e8c2b3c5848dda03a54911f23eb68519b9b60 \
+    --hash=sha256:520e6b8be0a4b65840ac8090d4f51cef4bed66e2b0894d5a520f099adc24a9b2 \
+    --hash=sha256:5a129578019311b6e56bdd714250f19b518f7dceeeb8d1af5490f4942d3f891c \
+    --hash=sha256:5dc71423499fab3f46f7a7201155ade1669ea101f2f429d332df9e72f8161731 \
+    --hash=sha256:6206db0af545d73d068add6d992279145f158428d1da6cc49adc4b630c5d6ee5 \
+    --hash=sha256:694d8f74e156f7fd01179f1aa8faa2f648ab6ae0f70b6c3fe57a03249aea2303 \
+    --hash=sha256:6f2d6873e2940c860a309d21e25b1e69af6aaffdd80aa056b04c16380db1c4f2 \
+    --hash=sha256:6f9836778081a0a3c02a6a21493f3e9f5b311f8d2541934f31f05583dc999ea4 \
+    --hash=sha256:7174ce8265fc7f7417d171c9ea8fe905220748893ea67a2a7abe726ec331c4b0 \
+    --hash=sha256:750fb097caf26fa878746d9d119f6f9da12dedcbff1eea966c3e3447647c4a9e \
+    --hash=sha256:835e454dd99b238cdc5a3f63bce2371296f5ebc53ca1e0f8e6ddbb6d92a29aab \
+    --hash=sha256:84881d825ca75249b189bbee875fcfe3238aa5c479e6100893cda566e8e86826 \
+    --hash=sha256:929f0c79ac38bcbd7154fe631dc907abfeddbcc5027a896bd1f7767323271e7a \
+    --hash=sha256:9990713e9c38154c6861e7547f1e3fc7a87e75ff09bab24ef1cc81d81c2835e9 \
+    --hash=sha256:a1a4874217b36d5ac8fc876f52e39df56f8182c88463e9e2dceabf7ca8b7efb8 \
+    --hash=sha256:a55e1eb2bca2cfd17a16b213c99dfc8502d47b0d494224d2122277d0400935ca \
+    --hash=sha256:aaa760137137e8d3c920d27927748215b56014f92667dc9b6c27dfc61249255a \
+    --hash=sha256:b8c3daaf99de52415d20b42f8e8155c78642cb04207d02f9d317a0dcf1b3fb54 \
+    --hash=sha256:bf80333980bf37f523341ddd72c783f39d6829ec7736b9eb99086388a2d52cc2 \
+    --hash=sha256:c83b664b0e6eee9594fa920cf0639d8af796606d3fad6cc70180c87e4b97c7be \
+    --hash=sha256:cc4f247a47bbf070bfd70be53ccdcf47b800af563535e7bbe172322197c30e21 \
+    --hash=sha256:cda12aa4779d42b8771180aba759c96f527d43446d8f380ab59e2b35e8489efd \
+    --hash=sha256:d371c92cfa09da00022f501ab67fafaea813d752eb30ac44336d45b1e5b0268a \
+    --hash=sha256:d4313cef1594c5ce46c31b6e54e918338f63f16ee9322304e8c9114d6d81c8bd \
+    --hash=sha256:e1da54b53e75cd9fcfc23efcc7edab2c6aecf97b6037566d8a0fe804af8ec57c \
+    --hash=sha256:ebb81d9d5443e0309d6c54894c3fbed74ad7da0714352a67b6d773cd189eae73 \
+    --hash=sha256:ece55976ced6bca95a03ae2839e2e5ccffe8eb6a3e7022415645eb154a81e4e6 \
+    --hash=sha256:edadfbd4794b1086c0d822f81863e8a68fc129d132fd0bb9e31e955d7fbbbdb7 \
+    --hash=sha256:f27582c55ba4c750b7c58c8faf021d2cd9324a662b466229db8a417b41368af9 \
+    --hash=sha256:f7e5fa4382967ae6548bd2f174219afb908e294b0d5f625af01166edd5f7d9aa
     # via
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   ibis-framework
+    #   milvus-lite
     #   pandas
     #   pandas-gbq
 oauthlib==3.3.1 \
@@ -2037,6 +2021,7 @@ packaging==26.2 \
     # via
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   google-cloud-bigquery
     #   gunicorn
     #   hatchling
@@ -2405,6 +2390,7 @@ pyarrow==24.0.0 \
     #   db-dtypes
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
     #   pandas-gbq
     #   snowflake-connector-python
 pyarrow-hotfix==0.7 \
@@ -2558,9 +2544,9 @@ pydantic-core==2.46.4 \
     --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
     --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.1 \
-    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
-    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
     # via
     #   fastapi-mcp
     #   mcp
@@ -2582,18 +2568,16 @@ pyjwt[crypto]==2.13.0 \
     #   feast (pyproject.toml)
     #   mcp
     #   snowflake-connector-python
-pymilvus==2.6.15 \
-    --hash=sha256:329a20fed7eb78607306ec80289f55151d9238bcfd3ecc61605b653c268326aa \
-    --hash=sha256:c9e67810b40973d917010c176c6c07d3221a8c65b577bd924ae74fb222da8500
-    # via feast (pyproject.toml)
 pymysql==1.2.0 \
     --hash=sha256:62169ce6d5510f08e140c5e7990ee884a9764024e4a9a27b2cc11f1099322ae0 \
     --hash=sha256:6c7b17ca686988104d7426c27895b455cdeea3e9d3ceb1270f0c3704fead8c33
     # via feast (pyproject.toml)
-pyopenssl==26.2.0 \
-    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
-    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
-    # via snowflake-connector-python
+pyopenssl==26.3.0 \
+    --hash=sha256:46367f8f66b92271e6d218da9c87607e1ef5a0bc5c8dea5bb3db82f395c385a3 \
+    --hash=sha256:589de7fae1c9ea670d18422ed00fc04da787bbde8e1454aea872aa57b49ad341
+    # via
+    #   google-auth
+    #   snowflake-connector-python
 pyproject-metadata==0.11.0 \
     --hash=sha256:85bbecca8694e2c00f63b492c96921d6c228454057c88e7c352b2077fcaa4096 \
     --hash=sha256:c72fa49418bb7c5a10f25e050c418009898d1c051721d19f98a6fb6da59a66cf
@@ -2894,10 +2878,11 @@ 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==10.1.2 \
+    --hash=sha256:24079818acc46e99aae0d65b8d511fafe965970d9cbd060c7b9f7275ded520fb \
+    --hash=sha256:8bb17e208fb22ebc11e4eaf6d765955db1903eefd21a3f0ed5518fc3fb186e84
     # via hatch-vcs
 shellingham==1.5.4 \
     --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
@@ -2973,77 +2958,77 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.50 \
-    --hash=sha256:03f4323c980ad0e918cc9e5369b015f759f4e534db5bbaf4dc36832c10d05064 \
-    --hash=sha256:06a9210bdc5f4298cff0781087e2ff45683922252dacc452846373a58761f093 \
-    --hash=sha256:0a31c5963d58d3e3d11c5b97709e248305705de1fdf51ec3bf396674c5898b7e \
-    --hash=sha256:0e104e196f457ec608eb8af736c5eb4c6bc58f481b546f485a7f9c628ee532be \
-    --hash=sha256:0f5e4ac70e9e757f6b3e87c0491ff034442ecd8dfd36d041a50564c322dafc0e \
-    --hash=sha256:0fe7822866f3a9fc5f3db21a290ce8961a53050115f05edf9402b6a5feb92a9f \
-    --hash=sha256:0fec460e18cdbb4c7773531122ce9a27e96c6ca17af3933941d94da475ad2c86 \
-    --hash=sha256:110fdac56ace278949f00de805edacbd6141e382d992f9ba28238b3a0827a600 \
-    --hash=sha256:1208050441471d003b7c8cb4054fb084f185cf35ac3f0ea270803865bca9939a \
-    --hash=sha256:13b85b20f9ab714a666df9d8e72e253ec33c16c7e1e375c877e5bf6367a3e917 \
-    --hash=sha256:15708c613cd5005b7dffe1f66ee6a63ee8f5e46799f71c70ebad74178c676a39 \
-    --hash=sha256:1918a3cf564d16d95bca7301005f41ab2ad50b07cd3b9da50d3ed986db148d6a \
-    --hash=sha256:1aa6e403663a9c43c8fef7ce4bdb4cf48bcd8d352e91deda2a99f963270bd508 \
-    --hash=sha256:1c5f858fe79c9f5d8fda065c06186356acb7f8df3cd52dbd5ee3f200e4b144f5 \
-    --hash=sha256:1fbd55a969d7ac44a98e3dec75016074f809fa08f871585ace58dde110d1bf3e \
-    --hash=sha256:23ae23d8b9d344d30d0a92f06d45825024a5790f1c1dd4cf452636a50d3e58cb \
-    --hash=sha256:27b7062af702c61994e8806ad87e42d0a2c879e0a8e5c61c7f69d81dabe24fdf \
-    --hash=sha256:287086e67275a212c4582d166a6fb03a65ccc5551d80866270ce0dd9f34eccd3 \
-    --hash=sha256:2b9dcc43afef8ac157cd92fce96985d6b8b0cfbd3df4d666f66b4d55a75d202f \
-    --hash=sha256:2c1920cde9d741ba3dda9b1aa5acd8c23ea17780ccfb2252d01878d5d0d628d3 \
-    --hash=sha256:2dab927761d9108550f0cf8e66ff21af56f907a0ce0a689793db615e2b55f62c \
-    --hash=sha256:31648fa14460537e768a7303b078e4344d208e0d23e06867c1f376a227ed82db \
-    --hash=sha256:3699dac4be410e97049a1658e9480da9cde956594aa0f3aebc60b88f21c5ba70 \
-    --hash=sha256:3d10700bd519573f6ce5badbabbfe7f5baea84cdf370f2cbbfb4be28dfddbf1d \
-    --hash=sha256:409a8121b917116b035bedc5e532ad470c74a2d279f6c302100985b6304e9f9e \
-    --hash=sha256:47b71b933e7b4ebad407c8fdfd70d2c4f08b78b3238bb30eebdd6eb32ca51b89 \
-    --hash=sha256:4a8e8af330cbb3a1931d3d6c91b239fc2ef135f7dd471dfa34c575028e0b1fa8 \
-    --hash=sha256:51b637a84f9fa35ae1f9017e786cb142974a25305085e1b378b3647a67f65ad3 \
-    --hash=sha256:545eae198d37bcf837a10ede3684e2af32458d6f35c597c35c2de7502dc38fc4 \
-    --hash=sha256:60922d6599065ddca2c6f376b9aa2f41a6b85a271725e0909490bbc50b1998a5 \
-    --hash=sha256:66e374271ecb7101273f57af1a62446a953d327eec4f8089147de57c591bbacc \
-    --hash=sha256:68b154b08088b4ec32bb4d2958bfbb50e57549f91a4cd3e7f928e3553ed69031 \
-    --hash=sha256:6c206aec519a2e7bd08abbfb33436e325fd22c632d9c21a9047e376ce241646e \
-    --hash=sha256:724f3dcbe53dd0151e3cb5e7ec4ba4c620bede579caacd16275dc35ce06e8615 \
-    --hash=sha256:7af6eeb84985bf840ba779018ff9424d61ff69b52e66b8789d3c8da7bf5341b2 \
-    --hash=sha256:7b1ddb7b5fc60dfa9df6a487f06a143c77def47c0351849da2bcea59b244a56c \
-    --hash=sha256:7e36efdcc5493f8024ec873a4ee3855bfd2de0c5b19eba16f920e9d2a0d28622 \
-    --hash=sha256:83a9fce296b7e052316d8c6943237b31b9c00f58ca9c253f2d165df52637a293 \
-    --hash=sha256:8b53784972ade4f8174b9aa661f31a06f8a936d2cfdd602913ff3c6dd40ae873 \
-    --hash=sha256:8f00e3eb43ba30eb1b238ee03a8a62309486d1321eda3328bb611e0340033ad8 \
-    --hash=sha256:92064363517a3ff8212b5a93b8c62876579d8dfd1ca5b561335f30152d884fa9 \
-    --hash=sha256:9602c07b03e1449747ecb69f9998a7194a589124475788b370adce57c9e9a56e \
-    --hash=sha256:96fbee6b19c19cd1556c8bf9419447cf2ec149ffcab7ab64348c23e54ef8547f \
-    --hash=sha256:9d1af51558029a156a70986b7df88f042b3d158d7c8d8fb5072912d4b32d89c7 \
-    --hash=sha256:adc0fe7d38d8c8058f7421c25508fcbc74df38233a42aa8324409844122dce8f \
-    --hash=sha256:af5607d11ef90fd6a5c0549fe0045dce1663d427426bcfb506dcb5346a85a3b9 \
-    --hash=sha256:b00098cdbdbd38c7be3d568b0c9c3122b8c0ec62b911b57cd5e6e0254d60a76d \
-    --hash=sha256:bef4ac756363227ef6402a75fee025a4bc690f92328e825868939b3b3a446a6d \
-    --hash=sha256:c4e70c46fad30c3bcc6a4708bc0130a3173e11a5b25f0ea4a9d8911b450f1f52 \
-    --hash=sha256:c5c3cdb753a9004183e1ccb634b41611654c989e61bc68617ce878e46d6f1e51 \
-    --hash=sha256:c966932507a4d7d0a37314927dbfcd89720e3f37d2a1e3352e7ae7939fa8e8a0 \
-    --hash=sha256:e195687f1af431c9515416288373b323b6eb599f774409814e89e9d603a56e39 \
-    --hash=sha256:e6e814658818fd165e749e3d8490ef16cc7f379a118c37ada8b0589ffbaaac22 \
-    --hash=sha256:e8e1b0f6a4dcd9b4839e2320afb5df37a6981cbc20ff9c423ae11c5537bdbd21 \
-    --hash=sha256:ea1a8a2db4b2217d456c8d7a873bfc605f06fe3584d315264ea18c2a17585d0b \
-    --hash=sha256:eefd9a03cc0047b14153872d228499d048bd7deaf926109c9ec25b15157b8e23 \
-    --hash=sha256:f96233858e3df43932ac11589e22520da6e8aeb624b03fedfeebb0e8ea213086 \
-    --hash=sha256:faffef4bcc20a1892e65e155293d99d60855bbbc79250ab712819cfd56a8e6bb
+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==30.9.0 \
-    --hash=sha256:20bed04b6482bf13560206cae517f451f46c321e04956ad71271ed1f12ce8802 \
-    --hash=sha256:59b5f74f4d391e32e6980e8cd23cca8d47beac3c0140b711ead9ed05a824a8b5
+sqlglot==30.11.0 \
+    --hash=sha256:1a23c6e2adb41da61fda46b1848d2fa26341d447fc0f0cd5ca21160362100991 \
+    --hash=sha256:cffdee57d1f2f5472dc9f13087e618cf795841172b7d5ef78b63a051a52d2710
     # via ibis-framework
-sse-starlette==3.4.4 \
-    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
-    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
+sse-starlette==3.4.5 \
+    --hash=sha256:83072538bc211a2f68b7b0422226c4af3e9b62e106e07034664b832ca019842a \
+    --hash=sha256:e71bad53323f65573c3864a6c3bd0c1eb6e5f092b2e48082b0c35927d19ca296
     # via mcp
-starlette==1.2.1 \
-    --hash=sha256:4de0082d08c8f6764a85a54cf1120d6939507a19905c7768acad2a9f875d2b89 \
-    --hash=sha256:9b9b5ebb992e67d6093741e63c2f59e4f6fff986f81163c087867bd7b924b3f6
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
     #   feast (pyproject.toml)
     #   fastapi
@@ -3121,12 +3106,10 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-tqdm==4.68.0 \
-    --hash=sha256:b79a3ae57db4c870a55352e43abb33b329557cd75b1483028909286ff22a2c03 \
-    --hash=sha256:c627124266fe7904cabb70e88a940d75a06b889a0b11680307a67c18ce094f19
-    # via
-    #   feast (pyproject.toml)
-    #   milvus-lite
+tqdm==4.68.3 \
+    --hash=sha256:00dfa48452b6b6cfae3dd9885636c23d3422d1ec97c66d96818cbd5e0821d482 \
+    --hash=sha256:39832cc2def2789a6f29df83f172db7416cea70052c0907a57801c5f2fdccb03
+    # via feast (pyproject.toml)
 trove-classifiers==2026.6.1.19 \
     --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3 \
     --hash=sha256:c5132b4b61a829d11cfbd2d72e97f20a45ed6edb95e45c5efdeb5e00836b2745
@@ -3254,9 +3237,9 @@ 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==2.1.0 \
+    --hash=sha256:118bf4b9f86f92e9ec33a94ec24aca0eed8f880fc88736697914d3a876758551 \
+    --hash=sha256:66d9e2c2afd792090bc381aec985d6cd82cb935be35910a742e0af31ca4be61e
     # via setuptools-scm
 watchfiles==1.2.0 \
     --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
@@ -3434,97 +3417,97 @@ websockets==16.0 \
     --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
     --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
     # via uvicorn
-wrapt==2.2.1 \
-    --hash=sha256:036dfb40128819a751c6f451c6b9c10172c49e4c401aebcdb8ecf2aec1683598 \
-    --hash=sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624 \
-    --hash=sha256:05d5cb74d1b232ec8cfa130a8f900708699ff2491d97b8f85a4cdc5996294b85 \
-    --hash=sha256:07be671fa8875971222b0ba9059ed8b4dc738631122feba17c93aa36b4213e9a \
-    --hash=sha256:09ac16c081bebfd15d8e4dfa5bdc805990bbd52249ecff22530da7a129d6120b \
-    --hash=sha256:0d9ff006f420b2ec8296aa56ade43ea7da3e997e85769f0aafc5e0661aacb710 \
-    --hash=sha256:0f68f478004475d97906686e702ddbddeaf717c0b68ad2794384308f2dc713ae \
-    --hash=sha256:17de18fc12cea55b8a9587314cb830573e37fb33b247a7515696350863714188 \
-    --hash=sha256:1ae574d65c9fa8e86f64f6a7c2668f9fcd507b183e0e577619f504b883cb0a6c \
-    --hash=sha256:1c9934ea5d92957e3cd0adbc0845539dccfd62710ebe16195a8c66c53954db36 \
-    --hash=sha256:1d676ee388bc42a04d56dd7deb5605244dac2e35cc2fadbb43c9fa25bbd93508 \
-    --hash=sha256:1ffa9cfd4bdb581539951b14ae661ff20ed0c3599b3e911a131ee0ec5ac11337 \
-    --hash=sha256:2076d2335085eb09b9547e7688656fa8f5cf0183eab589d33499cd353489d797 \
-    --hash=sha256:211f595f8e7faae5c5930fcc64708f2ba36849e0ba0fd653a843de9fa8d7db77 \
-    --hash=sha256:24c52546acf2ab82412f2ab6fc5948a7fe958d3b4f070202e8dcdd865489eaf9 \
-    --hash=sha256:2d83966dc7f4f45e8b97b5933685ac2e6e67fc0e19246ea314bceb9a8970c956 \
-    --hash=sha256:2de9e20769fe9c1f6dcdc893c6a89287c5ccf8537c90b5de78aed8017697aad5 \
-    --hash=sha256:2e08688ab16525897da6589d56d0aebaf417bbe91c2d8e3b96203b1efa596e85 \
-    --hash=sha256:2f8c90c8afde51969487be4e1343ae049b268854877d415c2510baf833775052 \
-    --hash=sha256:368eac1e20fd0bb03dd3cc42bf9887154c3861b60989389ccb5fac032617d215 \
-    --hash=sha256:3aafea2975caef8ca49400640dde02cc7426e798f24870ed01f490bc3cffd32f \
-    --hash=sha256:3e2f02472a1cbbf3884b365714a810b5947134a95ad6952b554cb8cce9d492b0 \
-    --hash=sha256:3ffad790d9d11d8ecf9f17c4bb671a5b4089e4d8b575c46c5129597f41f836b0 \
-    --hash=sha256:401229e9d63ca09f9b8891ecf83798d26c11bbb445d11ed9f1836b6d4585b38a \
-    --hash=sha256:436addbc4bb4fc0a88c702577f51195d7d73683a7f3e0e5b253d8404d7847243 \
-    --hash=sha256:44255c84bc57554fed822e83e70036b51afa9edb56fc7ca56c54410ece7898c9 \
-    --hash=sha256:50972a1d974ea07725a7f6b1cec5f8759008afd030a0024843ebe7d52de47f2b \
-    --hash=sha256:5590d63f5243251641cf543009b4c9314a79d0598fdb8a8e4cfc918494536c53 \
-    --hash=sha256:585916e210db57b23543342c2f298e42331b617fd0c934caf5c64df44de8640e \
-    --hash=sha256:5f1845c2a8cc1180ccccfa45785dd06f562730d19ef75be180334254012b6283 \
-    --hash=sha256:5fa9bf3b9e66336589d03f42abce2da1055ad5c69b0c2b764852a8471c9b9114 \
-    --hash=sha256:61a0013344674d2b648bc6e6fe9828dd4fc1d3b4eb7523809792f8cb952e2f16 \
-    --hash=sha256:61acce4257a9883669703c525447c5b4c392edf0f987ae77ec32668440158f0e \
-    --hash=sha256:628f5220c7a904d5fc78f7075c8d7871433eb6d035c94728a22fdf85f193d2a8 \
-    --hash=sha256:64b7deeda4b70408e382328d8bbe52a256fe9bc63ae3db86d804608367e5422c \
-    --hash=sha256:6744f504375775d7609c82c8d3d94af1c9a6f05586984536905908ba905277b9 \
-    --hash=sha256:67a97e5b6c457f0cd3cfc19ebb2d84463e60c3ece754cc831e4281a3ca29bb18 \
-    --hash=sha256:69f2e9244542cb34dd59c7f073445b9e54ad9f3fce8d93606c368a1b499fc413 \
-    --hash=sha256:6ce32763ac31ce94fe9aada947e479b1975012bff166da409b4b9e4e376cf7e5 \
-    --hash=sha256:6f56a647e4eaf5f0ca40330fb070f566bdf9f7b0db89a1af20d71c28dcd7a0ab \
-    --hash=sha256:727ab4244622cd6ad2390f322642090c877d2e83a608d2653a7643ae5368d926 \
-    --hash=sha256:74d6a0c31472fe5d814917266b9f46495d7c61ed890af08b468acea92fb89a8d \
-    --hash=sha256:78b0aa6bfb7be8deed0ab23e7aa028cc5210c29bc2d32a04d52b50e517a7307e \
-    --hash=sha256:7975bc88ab4b0f72ef2a2d5ae9d77d87efb5ef95e8f8046242fa9afdaaf2030b \
-    --hash=sha256:7a4fdb9326aab4a5a477a1640e5ad786a8495901009d7e7b038371edd23a9d2b \
-    --hash=sha256:844c858fc3bb7eacc0ba8efa904935d16aac6a4470948ad1e7e55c9f5a2a665f \
-    --hash=sha256:87bacdaf225117a342a20d9c03438d701c02112f6e3f351ce9b7f32354f14797 \
-    --hash=sha256:8a983a603a18c8708f024f7f6991b2e66159219abbf894634c5056243c55f3cd \
-    --hash=sha256:8d1b4d0e0c2119587a31f5c029abd547e0c81d93b89d394566fe1588659eb579 \
-    --hash=sha256:9011395be8db1827d106c6449b4bb6dd17e331ff6ec521f227e4588f1c78e46f \
-    --hash=sha256:93fc2bf40cd7f4a0256010dce073d44eeb4a351b9bca94d0477ce2b6e62532b3 \
-    --hash=sha256:95821352042722cd9f1108874579a47989d0a7e12a37d87d2fc4af20fd99ab8a \
-    --hash=sha256:9907a4402ab6db12b7077a0ea5d7a4d028ecb22c8eee2b53527080d347cd1562 \
-    --hash=sha256:9a04c28c10ba7fd12842b109d2edb0678872a2fe65277ca4ff06a0d61edee245 \
-    --hash=sha256:9a5934eaea872e17936b5f45501eba5ab0bce9a74122e172b663d7c28c459c4a \
-    --hash=sha256:9b984d1eb252145d6302c1dbd5e87fc6d404d45531447c84eadec04bf1fcb027 \
-    --hash=sha256:9c210a6994b21aa9b29e81c8d11560e8fdab54c117e9cff37870d0a27bde1343 \
-    --hash=sha256:9d8f204c8e3a8bf9ece17e0a83d137fd807440977f8a5e762d59306795011440 \
-    --hash=sha256:a8f7176b83664af44567e9cc06e0d3827823fcc1a5e52307ebb8ac3aa95860b9 \
-    --hash=sha256:a9dec1aca52dddde7df94818310fa2fe79739c8f385b2014c4cb1035f5508199 \
-    --hash=sha256:ab5be648d5a0b86b7438864f8df3c705a65cef35a2fd3e5561e3e203167e0f27 \
-    --hash=sha256:abd621552ede77c4c69be7fac44ba911225b0c812b6ba604e5964cf98085b474 \
-    --hash=sha256:ac2745950b2bff80219c15ebf2fa9d8427eba7e249739f97e55c9d169e47e9e1 \
-    --hash=sha256:aed9658797d0b45d6c49adcfc6b41f66e6f2d0c6de3ec79e16cf4b1855df240f \
-    --hash=sha256:b6c0febfe38f22df2eb565c0ce8a092bb80411e56861ca382c443da83105423f \
-    --hash=sha256:b9cf53ba90717db2e292401de290776c498d4bbfb0d4a559ca2895db8b9dcb5c \
-    --hash=sha256:ba519b2d765df9871a25879e6f7fa78948ea59a2a31f9c1a257e34b651994afc \
-    --hash=sha256:c318a64b53d97b841d7b5e637517e50a27be64bc695128422953d4b21710954e \
-    --hash=sha256:c3723ff8eb8721f4daac98bc0256f15158e05316d5e52648ce9cebee434fbdd5 \
-    --hash=sha256:c754dafdf5aaf0b401b644a90a30046929a0dd1a536e0ff0ec959a59155d9c7f \
-    --hash=sha256:c803a3d331796255af51ba2c79ed0ac8275865b516c09e61f248d1e7aff31ce9 \
-    --hash=sha256:c8cc5094b08abeae52da9c73c8a32003623be691a5193df2f4e3eac3d557c394 \
-    --hash=sha256:cf3638274ab9d9b724c9baa0b4c04e132cd6faefb78b4dd3dd1a02a4bdaad41e \
-    --hash=sha256:d047f6498c973874ba08ac3f97c69a2c4b2211c8de6f4c205f75cb1c9522596e \
-    --hash=sha256:d2beb1c7cab10603aecdc42f8edd6ff013f9a32e4543474e38e6b77ce9975aeb \
-    --hash=sha256:d7f513d3185e6fec82d0c3518f2e6365d8b4e49f5f45f29640d5162d56a23b54 \
-    --hash=sha256:dd57607acc85678925940bd5df0385ff8332083a32fa8d7a43f8767f4997263c \
-    --hash=sha256:e0cb7e4dd71f4c32e5e84843cd3c4cd65dda034314004bbe1d7f99af2426ab80 \
-    --hash=sha256:e3677c7146ce694874941ba82b57092cc4875445aadf29d72807351023105143 \
-    --hash=sha256:e395f7bc31851ef9b612050368cb446e9bc14cd7454b025018980349caf25ae5 \
-    --hash=sha256:e422b2d647a65d6b080cad5accd09055d3809bdff00c76fba8dca00ca935572a \
-    --hash=sha256:ed55af48b3eb28f43228ca2306788892bcb629eb2b5c4876e2a3659872c2f17a \
-    --hash=sha256:ed928d0fda15fc0adc8d13305c8b3c0f2fba5b0669950c9e6d019d9162a3b3e8 \
-    --hash=sha256:f4e1a92032a39cd5e3c647ca57dbf33b6a1938fd975623175793f9dbb63236de \
-    --hash=sha256:f53ac9f3ef573326d009ed809beff4efcac6451931c2b8132586da4b9e53ff31 \
-    --hash=sha256:f5b9daf6b629fce418e0cc3dd0436eac045188fa35deadb7a7f3941d5b8203f9 \
-    --hash=sha256:f6518b94edb9150452e9aba08027d4cc293433753ec1fbefb4629a21cbc74181 \
-    --hash=sha256:f70db64e8266d7c45d3b735f2e08eeb434b5e03da9a479ae42b2e2e486a21a00 \
-    --hash=sha256:fafb4e739e43544d12cb4abd1605fd4683b6ca6a9ad682b7fd8f4d21973eafa8 \
-    --hash=sha256:fd0135d34387f5fd087d9be368ea77ea89cf2451dc1cd1c622d35021bcb3ab50
+wrapt==2.2.2 \
+    --hash=sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9 \
+    --hash=sha256:055e6fcfaa28e58c6a8c247d48b92be9d56f818b7068aa4f22b15b3343a09931 \
+    --hash=sha256:0788e321027c999bf221b667bd4a54aaefd1a36283749a860ac3eb77daed0302 \
+    --hash=sha256:07fdcb012821859168641acf68afad61ef9783cf37100af85f152550e9677194 \
+    --hash=sha256:09f811d43f6f33ec7515f0be76b159569f4057ab54d3e079c3204dddb90afa2a \
+    --hash=sha256:0abfd648dac9ac9c5b3aa9b523d27f1789046640b58dcd5652a720ddb325e1fc \
+    --hash=sha256:0ad520e6daa9bbf136f14de735474dbec7dcc0891f718e1d274ce8dc92e645af \
+    --hash=sha256:0e64826f920c42d9d9f87e8cc09ffae66c51ede12d59061a5a426deb9aa71745 \
+    --hash=sha256:0e7070c7472582e31af3dfc2622b2381a0df7435110a9388ed8db5ffbce67efb \
+    --hash=sha256:10adb01371408c6de504a6658b9886480f1a4919a83752748a387a504a21df79 \
+    --hash=sha256:11d95fc2fbad3163596c39d440e6f21ca9fccece74b56e30a37ac2fca786a07c \
+    --hash=sha256:173e5bb5ca350a6e0abab60b7ec7cdd7992a814cb14b4de670a28f067f105663 \
+    --hash=sha256:1fc7691f070220215cccb2a20836b9adbaecb8ff22ad47abe63de5f110994fac \
+    --hash=sha256:209112cafd963710a05d199aae431d79a28bc76eb8e6d1bbbb8ad24340722cae \
+    --hash=sha256:2252f77663651b89255895f58cc6ac08fcb206d4371813e5af61bb62d4f7689c \
+    --hash=sha256:25904acb9475f46c24fe0423dbc8fda8cc5fbc282ab3dc6e72e919748c53f4e9 \
+    --hash=sha256:26fc73a1b15e0946d2942b9a4426d162b51676338327dc067ccd8d2d76385f94 \
+    --hash=sha256:2cb07f414fab25dbe6b5c7398e1491423a5c81a6209533639969a6c928d474a4 \
+    --hash=sha256:2cd7181ab1c31192ff5219269830744b5a62020b3a6d433588c4f1c95b8f8bff \
+    --hash=sha256:2e096c9d39a59b35b63c9aacfbbbec2088ff51ff1fc31051acc60a07f42f273a \
+    --hash=sha256:305d4c247d61c4115794a169141823c62f719525ddb90b23aa332741c77d2c28 \
+    --hash=sha256:30f7424af5c5c345b7f26490e097f74a2ef45b3d08b664dc33571aee3bd3b56c \
+    --hash=sha256:3179a4db066b53d40562e368b12895440c8f0953b6543b89d6acc41c0273996e \
+    --hash=sha256:3442eee2a5798f9b451f1b2cd7518ce8b7e28a2a364696c414460a0e295c012a \
+    --hash=sha256:385cb1866f20479e83299af585375bfa0a4b0c6c9907a981483ea782ea8ae406 \
+    --hash=sha256:3a4eb7964ff4643d333c84f880bcf554652b2a1050aebc54ae696327f61acfaf \
+    --hash=sha256:3b686cfc008776a3952d6213cb296ed7f45d782a8453936406faa89eac0835ab \
+    --hash=sha256:3c4095803491f6ef72128914c28ec05bbad9758433bb35f6715a3e9c8e46fb2d \
+    --hash=sha256:3dc3dcfc2da95d501905f10dc11a0dc622e91d8cdd8bbfcb63ca54afd131e556 \
+    --hash=sha256:4250b43d1a129d947e083c4dc6baf333c9bb34edd26f912d5b0457841fc858ab \
+    --hash=sha256:4402f57c5f0d0579599858ffbdd9bf4e3f0972f51096f2bd6cc7dab6b76ee49e \
+    --hash=sha256:45c2f2768e790c9f8db90f239ef23a2af8e7570f25a35619ef902df4a738447f \
+    --hash=sha256:4b481fb0c40d9fd90a5809911208da700987d373a20a4709dc9e3944af7a6bec \
+    --hash=sha256:4bccea5cdecffa9dd70e343741f0e41e0a16619313d04b72f78bb525162ebcd0 \
+    --hash=sha256:518b0c5e323511ec56a38894802ddd5e1222626484e68efe63f201854ad788e5 \
+    --hash=sha256:5499236ad1dc116012e2a5dd943f3f31af12fce452128e2bbcbd55a7d3d4d14c \
+    --hash=sha256:55b9a899e6fff5444f229d30aa6e9ac92d2216d9d60f33c771b5d76a760d5f8e \
+    --hash=sha256:58f9f8d637c9a6e245c6ef5b109b67ec187d2faed23d1405656b51d96e0a5b56 \
+    --hash=sha256:5bad217350f19ce99ca5b5e71d406765ea86fe541628426772b657375ee1c048 \
+    --hash=sha256:5d0a142f7af07caeb5e5da87493162a7b8efa19ba919e550a746f7446e13fb30 \
+    --hash=sha256:62415fd095bc590b842b6d092f2b5d9ccbaeb7e0b28535c03dcea2718b48636b \
+    --hash=sha256:656593bb3f5529f03d27af4136c4d7b11990e470bcbc6fefa5ef218695bece55 \
+    --hash=sha256:6c99012a22f735a85eed7c4b86a3e99c30fdd57d9e115b2b45f796264b58d0bf \
+    --hash=sha256:6d1a6050405bf334be33bf66296f113563622972a34900ae6fa60fd283a1a900 \
+    --hash=sha256:6e7e45b43d3c774d244fe7264378f5a3f0f383bc55a54a9866434e524540110f \
+    --hash=sha256:6fe35fd51b74867d8b80174c277bd6bbf6a73e443f908129dc531c4b688a20d5 \
+    --hash=sha256:7d2f6573561fa05002e5ee71529f4ab0a7dffed3e45b51013fe6298fe2723c02 \
+    --hash=sha256:814f1bf3e0a7035f67a1db0cdaf5e2bbcaa4d7092db96673cfa467adeaab8591 \
+    --hash=sha256:8374eb6b1a58809211e84ff835a182bb17ab2807a5bfef23204c8cff38178a00 \
+    --hash=sha256:8417fd3c674d3c8023d080292d29301531a12daf8bd938dd419710dd2f464f2b \
+    --hash=sha256:8636809939152be6ae20a6cef0fed9fe60f411b47847d0426a826884b469e971 \
+    --hash=sha256:8ffbeaea6771a6eba6e6eeb09767864995726bc8240bb54baf88a9bb1db34d5c \
+    --hash=sha256:94b00b00f806eb3ef2abe9049ed45994a81ee9284884d96e6b8314927c6cea3d \
+    --hash=sha256:955f1d6e72a352e478de8d8b503abe301c5e139a141b62eb0923bd694995025f \
+    --hash=sha256:9e8b648270c613720a202d9a45ebabc33261b22c3a839b115ac5bce8c0bb0d69 \
+    --hash=sha256:9ee098171b07edba66ab69a9bf0251d3cbef654107e800feb24c0c6f30592728 \
+    --hash=sha256:a28287413351cb198b8c5ddd045c56fac1d195808642cd264d1ab50426146650 \
+    --hash=sha256:a2d78c363f97d8bd718ee40432c66395685e9e98528ccaa423c3355d1715a26d \
+    --hash=sha256:a41e758d80dc0ab8c210f641ac892009d356cf1f955d97db544c8dd317b4d14c \
+    --hash=sha256:a795d3c06e5fbf9ea2f13196180b77aeab1b4685917256ee0d014cc163d90063 \
+    --hash=sha256:aa14b01804bce36c6d63d7b6a4f55df390f29f8648cc13a1f40b166f4d54680d \
+    --hash=sha256:abf033b7e4542357659cd83ed6cd5033c43aaa1887044045ceb571528837f72f \
+    --hash=sha256:abf8c20a2d72ee69e16328b3c91342c446e723bfe48bfcc4dded3b9722ac027f \
+    --hash=sha256:b84cd4058001c9727b0e9980b7a9e66325b5ca748b1b578e822cade1bc6b304f \
+    --hash=sha256:b89d8d73c82db2bb7e6090b3afd7973f980d24e905cc34394eab60b884b3bf67 \
+    --hash=sha256:bbf00ee0cb55ec24e2b0995a71942b85b21a066db8f3f46e1dbfdb9433ffba81 \
+    --hash=sha256:c20279cd1a29800815d7b2d6338b60a6c6e78263f9d6e62e0eda251ba9cae2d0 \
+    --hash=sha256:c38510a21d5b9cf3e84c460d909e9f2a098667439fd42841bb081cab45835d68 \
+    --hash=sha256:c427c9d06d859848a69f0d928fe28b5c33a941b2265d10a0e1f15cd244f1ee33 \
+    --hash=sha256:c5d7825491bfa2d08b97e9557768987952c7b9ae687d06c3320b40a37ccb7f20 \
+    --hash=sha256:c6c64c5d02578bc4c4bca4f0aef1504de933c1d5b4ac2710b9131111459506c8 \
+    --hash=sha256:cd385a48b055bdc3630ab30e0c7fd8514a36904ec23f9cee7a65d887334a3cea \
+    --hash=sha256:d01d8e0afc55823245a3b97a79c7c77464e31ea7a7b629a4bf26f9441dc1f18e \
+    --hash=sha256:d09db0f7e8357060d3c38fc22a018aba683a796bf184360fd1a58f6fc180dc77 \
+    --hash=sha256:d619e1eed9bd4f6ed9f24cd61971aa086fa86505289628d464bcf8a2c2e3f328 \
+    --hash=sha256:d8a15813215f33fa83667bfc978b300e35669ea8bb424e970a1426bcb7bc6cca \
+    --hash=sha256:dcaa5e1451bd8751d7bd1568dfa3321c78092a52a7ecb5d1a0f18a5791e1fd00 \
+    --hash=sha256:dfb00cb7bb22099e2f64b7340fb96113639aa7260c0972af3797ace2297b936c \
+    --hash=sha256:e542b7c5af91e2123a8aabf19894319d5ec4268d2a9ffd2f239386133fc47746 \
+    --hash=sha256:e5a5290e4bf2f332fc29ce72ffb9a2fff678aaac047e2e9f5f7165cd7792e099 \
+    --hash=sha256:e6fb7e94e8fe3e4c3067bb1653a91cce7c5e83acc119fdd41501b1bf74654617 \
+    --hash=sha256:e7f10ee0bd53673bfd52b67cbce83336fe6cad90d2377b03baf66491d2bbfb91 \
+    --hash=sha256:ec8f83949028366531383603139403cac7a826e4011955813cdd640017845ce5 \
+    --hash=sha256:ef2cce266b5b0b07e19fa82e59673b81142b7a3607c8ed1254113d048ed668da \
+    --hash=sha256:f1a2ff355ece6a111ca7a20dc86df6659c9205d3fcee674ca34f2a2854fd4e73 \
+    --hash=sha256:f32fe639c39561ccc187bcae17e9271be0eb45f1c2952510d2f29b33ab577347 \
+    --hash=sha256:f4bfd8d1eb438153eff8b8cfe87f032ba65731e1ce06138b5090f745a33f6f95 \
+    --hash=sha256:f90038ab58fafb584801ca62d72384d7d5225d93c76f7b773c22fae545bd8066 \
+    --hash=sha256:fa81c5b5fe8cd6c41e3a798533b81288279e5fdbde2128f21071922764281c99 \
+    --hash=sha256:fb18fc51e813df0d9c98049e3bf2298a5495a648602040e21fa3c7329371159e
     # via aiobotocore
 yarl==1.24.2 \
     --hash=sha256:0063adad533e57171b79db3943b229d40dfafeeee579767f96541f106bac5f1b \
@@ -3635,3 +3618,4 @@ yarl==1.24.2 \
 
 # The following packages were excluded from the output:
 # milvus-lite
+# pymilvus
diff --git a/sdk/python/requirements/py3.12-requirements.txt b/sdk/python/requirements/py3.12-requirements.txt
index 4606cef5b92..5b14feb4cfa 100644
--- a/sdk/python/requirements/py3.12-requirements.txt
+++ b/sdk/python/requirements/py3.12-requirements.txt
@@ -8,9 +8,9 @@ annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
     --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.0 \
+    --hash=sha256:b47c1f9ccf73e67021df785332508f99379c68fa7d0684e8e3492cb1d4b23f89 \
+    --hash=sha256:dd9b7a2a9799ed6552fde617b2c5df02b7fdd7d88392fc48101e51bae46164d9
     # via
     #   starlette
     #   watchfiles
@@ -52,16 +52,14 @@ ast-serialize==0.5.0 \
 attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
-    # via
-    #   jsonschema
-    #   referencing
-bigtree==1.4.1 \
-    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
-    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
     # via feast (pyproject.toml)
-certifi==2026.5.20 \
-    --hash=sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897 \
-    --hash=sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d
+bigtree==1.5.0 \
+    --hash=sha256:1917d90a8bd464289a56e34842cb04d3a8131e6d532352afd33fa822fa397fcb \
+    --hash=sha256:8b0c99b8088b33087f6e16ba71af72480b7543d1b8544a66b10d160a2e1160f3
+    # via feast (pyproject.toml)
+certifi==2026.6.17 \
+    --hash=sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432 \
+    --hash=sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db
     # via requests
 charset-normalizer==3.4.7 \
     --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
@@ -209,21 +207,21 @@ 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]==2026.6.0 \
+    --hash=sha256:1539859071065dca379ca592ff76e911cd7965dc466da0040354ab466179189b \
+    --hash=sha256:ae3436bd31ebce2be75edf952bd1fc687a1f11ec03fe8b1bec2903d222344a45
     # via feast (pyproject.toml)
 dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
     --hash=sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c
     # via feast (pyproject.toml)
-fastapi==0.136.3 \
-    --hash=sha256:3d2a69bdf04b7e9f3afa292c3bc7a98816bbfafa10bc9b45f3f3700d2f761620 \
-    --hash=sha256:e487fae93ad408e6f47641ee4dfe389864fd7bec92e547ea8498fc13f43e83ab
+fastapi==0.138.0 \
+    --hash=sha256:b6f54fd1bd72c80b0f899f172c61a600f6f7af9b43d4d772a018f35624048cb0 \
+    --hash=sha256:d445a4877636ad191e7053e08c9bf98cb921a6756776848400bb773d1740c061
     # via feast (pyproject.toml)
-fsspec==2026.4.0 \
-    --hash=sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2 \
-    --hash=sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4
+fsspec==2026.6.0 \
+    --hash=sha256:02e0b71817df9b2169dc30a16832045764def1191b43dcff5bb85bdee212d2a1 \
+    --hash=sha256:f5bac145310fe30e16e1471bd6840b2d990d609e872251d7e674241822abf01a
     # via dask
 gunicorn==26.0.0 \
     --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
@@ -297,14 +295,6 @@ 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==0.11.0 \
     --hash=sha256:05fb8fb2ab90e21c8d12ea240d744ad514da9baf381ebfa70d91d20d21713175 \
     --hash=sha256:070aa8c26c0a74774317a72df8851facc7f0f012a5b406557ac56992d92e1ec8 \
@@ -651,79 +641,51 @@ mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-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
+numpy==2.5.0 \
+    --hash=sha256:016623417bb330d719d579daf2d6b9a01ddc52e41a9ed61a47f39fde46dcd865 \
+    --hash=sha256:0b525be4744b60bb0557ac872d53ef07d085b5f39622bc579c98d3809d05b988 \
+    --hash=sha256:126b88d95e8ff9b00c9e717aa540469f21d6180162f84c0caec51b16215d49cd \
+    --hash=sha256:146b81cdd3967fdb6beca8ba25f00c58741d8f3cbd797f55af0fbe0bfec3469c \
+    --hash=sha256:1a7569a7b53c77716f036bb28cb1c91f166a26ec7d9502cd1e4bdfe502fdec22 \
+    --hash=sha256:1c0121101093d2bd74981b10f8837d78e794a8ff57834eb27179f49e1ba11ac6 \
+    --hash=sha256:22f3d43e362d650bc39db1f17851302874a148ca95ba6981c1dfb5fa6862f35b \
+    --hash=sha256:243563efb4cd7528a264567e9fd206c87826457322521d06206a00bfa316c927 \
+    --hash=sha256:28e7137057d551e4a83c4ae414e3451f50568409db7569aacc7f9811ee06a446 \
+    --hash=sha256:3893adc2dc7c0412ba76777db55a049215d99c9aa3113003be8f49f4f1290ab9 \
+    --hash=sha256:39a0433bd4086ebd462960cf375e19195bb07b53dc1d87dd5fcf47ad78576f03 \
+    --hash=sha256:3b94d0d0deceebfad3e67ae5c0e5eb87371e8f7a0581cd04a779928c2450cf1e \
+    --hash=sha256:44353e2878930039db472b99dc353d749826e4010bd4d2a7f835e94a97a5c748 \
+    --hash=sha256:489780423903667933b4ed6197b6ec3b75ea5dd17d1d8f0f38d798feb6921561 \
+    --hash=sha256:48f54b00711f83a5f796b70c518e8c2b3c5848dda03a54911f23eb68519b9b60 \
+    --hash=sha256:520e6b8be0a4b65840ac8090d4f51cef4bed66e2b0894d5a520f099adc24a9b2 \
+    --hash=sha256:5a129578019311b6e56bdd714250f19b518f7dceeeb8d1af5490f4942d3f891c \
+    --hash=sha256:5dc71423499fab3f46f7a7201155ade1669ea101f2f429d332df9e72f8161731 \
+    --hash=sha256:6206db0af545d73d068add6d992279145f158428d1da6cc49adc4b630c5d6ee5 \
+    --hash=sha256:694d8f74e156f7fd01179f1aa8faa2f648ab6ae0f70b6c3fe57a03249aea2303 \
+    --hash=sha256:6f2d6873e2940c860a309d21e25b1e69af6aaffdd80aa056b04c16380db1c4f2 \
+    --hash=sha256:6f9836778081a0a3c02a6a21493f3e9f5b311f8d2541934f31f05583dc999ea4 \
+    --hash=sha256:7174ce8265fc7f7417d171c9ea8fe905220748893ea67a2a7abe726ec331c4b0 \
+    --hash=sha256:750fb097caf26fa878746d9d119f6f9da12dedcbff1eea966c3e3447647c4a9e \
+    --hash=sha256:835e454dd99b238cdc5a3f63bce2371296f5ebc53ca1e0f8e6ddbb6d92a29aab \
+    --hash=sha256:84881d825ca75249b189bbee875fcfe3238aa5c479e6100893cda566e8e86826 \
+    --hash=sha256:929f0c79ac38bcbd7154fe631dc907abfeddbcc5027a896bd1f7767323271e7a \
+    --hash=sha256:9990713e9c38154c6861e7547f1e3fc7a87e75ff09bab24ef1cc81d81c2835e9 \
+    --hash=sha256:a1a4874217b36d5ac8fc876f52e39df56f8182c88463e9e2dceabf7ca8b7efb8 \
+    --hash=sha256:a55e1eb2bca2cfd17a16b213c99dfc8502d47b0d494224d2122277d0400935ca \
+    --hash=sha256:aaa760137137e8d3c920d27927748215b56014f92667dc9b6c27dfc61249255a \
+    --hash=sha256:b8c3daaf99de52415d20b42f8e8155c78642cb04207d02f9d317a0dcf1b3fb54 \
+    --hash=sha256:bf80333980bf37f523341ddd72c783f39d6829ec7736b9eb99086388a2d52cc2 \
+    --hash=sha256:c83b664b0e6eee9594fa920cf0639d8af796606d3fad6cc70180c87e4b97c7be \
+    --hash=sha256:cc4f247a47bbf070bfd70be53ccdcf47b800af563535e7bbe172322197c30e21 \
+    --hash=sha256:cda12aa4779d42b8771180aba759c96f527d43446d8f380ab59e2b35e8489efd \
+    --hash=sha256:d371c92cfa09da00022f501ab67fafaea813d752eb30ac44336d45b1e5b0268a \
+    --hash=sha256:d4313cef1594c5ce46c31b6e54e918338f63f16ee9322304e8c9114d6d81c8bd \
+    --hash=sha256:e1da54b53e75cd9fcfc23efcc7edab2c6aecf97b6037566d8a0fe804af8ec57c \
+    --hash=sha256:ebb81d9d5443e0309d6c54894c3fbed74ad7da0714352a67b6d773cd189eae73 \
+    --hash=sha256:ece55976ced6bca95a03ae2839e2e5ccffe8eb6a3e7022415645eb154a81e4e6 \
+    --hash=sha256:edadfbd4794b1086c0d822f81863e8a68fc129d132fd0bb9e31e955d7fbbbdb7 \
+    --hash=sha256:f27582c55ba4c750b7c58c8faf021d2cd9324a662b466229db8a417b41368af9 \
+    --hash=sha256:f7e5fa4382967ae6548bd2f174219afb908e294b0d5f625af01166edd5f7d9aa
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -805,15 +767,15 @@ prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
     --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-protobuf==7.35.0 \
-    --hash=sha256:4c4617b83ade0e279d1d2bfe04025a1adb87f9ed657de038620dc0ff959357f6 \
-    --hash=sha256:4cbf5cc286130e06a6c9bbefac442431173906dfcc979712183d4adcc01b37ee \
-    --hash=sha256:66be6c513931c794fa92c080ffee41671390da3d79da219cf9c0c0907f035dda \
-    --hash=sha256:6c0f98f10c8a05ea30f8993dfef2de093d27b490fdae78bb60c8343795d55011 \
-    --hash=sha256:a2efd84605f41e559f1881b0912b44099d0a2ac9bf46b3474823f10fb393b0e6 \
-    --hash=sha256:c13f325cf242bad135c350629eeb5d54b24228eb472fb3e2e9ebbd4c5dc20ca0 \
-    --hash=sha256:f05bcadf9a2a6b8dda047007075135fb7d08c73d9177aabc067e1be46881a201 \
-    --hash=sha256:fcbe42a4ac09d3ec9c987ddfcd956afd0b15f1ff613bd8371bde9405ffd5c8e5
+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 \
@@ -1118,217 +1080,77 @@ pyyaml==6.0.3 \
     #   feast (pyproject.toml)
     #   dask
     #   uvicorn
-referencing==0.37.0 \
-    --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
-    --hash=sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8
-    # via
-    #   jsonschema
-    #   jsonschema-specifications
 requests==2.34.2 \
     --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
     --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via feast (pyproject.toml)
-rpds-py==2026.5.1 \
-    --hash=sha256:01d17b29c0c23d82b1f4751147ec49cf451f1fc2554eb9ef5f957e55d2656ead \
-    --hash=sha256:036a36a87fb1cd3b214d11c4b3c4f7d2ddad933625dca1c900b56a057c07740a \
-    --hash=sha256:0408a24e44feb919423dc6d9da677cb5cddb894d2ca9e763967d156d9c60fab4 \
-    --hash=sha256:07b24fea40541e28570e5b795a4a38fbdcd12550c06bd0748005ecc8116ca256 \
-    --hash=sha256:0957cf3c2b8632ec7aaebffebea8005b353cc2a237b6e2ae3c2cac0820704cfb \
-    --hash=sha256:0a5ae4dbe43c1076983b72616496919872ae7bbe7a1e21cc48336bc3154d130b \
-    --hash=sha256:0a7d1eec967df0e9b22614a5e177622e0c89611d03727fa0cb48e45028907870 \
-    --hash=sha256:0b35217adefe87f2fe4db7e9766cabe84744bfe9616d9667be18988928c7f2dc \
-    --hash=sha256:0fa92420128dadce7f54bd73ba1825a273e9268fe9e35dbf7e6362890efa4e08 \
-    --hash=sha256:141c9498daf2ace9eda35d2b0e376f9ea8b058d84f2aef4f96fccfd449a2f251 \
-    --hash=sha256:1841d067089e117142d79b98aa0df2f08b52f2ecc1819dd2700636c0db74a473 \
-    --hash=sha256:19cb09fab7b7fc96b2a6e28f2e34b72a3705ff27b37edb77455316e5d3f3dc9b \
-    --hash=sha256:1c27c5f6102eac8c03e7595a00827a53b271ba40a53b59ff8709170e0855ea4a \
-    --hash=sha256:1ebb2f0ab7e16132995a72de805170e0203df0c3dd22e1ef1cd1fdd90bd7a131 \
-    --hash=sha256:1f2c391c3059798093b65df23aca2cac150460ae9c630d99dec83d703d9485b9 \
-    --hash=sha256:205dde846f24332ab0c1188699a043b8d165b79bb84529ce272c45048ff6be01 \
-    --hash=sha256:21846aac0ed2e0589f38c12dc44e77bb64e494b771eadbcf169cba00566ba7ba \
-    --hash=sha256:21942f52dbbd5f8758bf021213d28bd45c39e873e65e2407faf5f1846f5761ad \
-    --hash=sha256:277f6c82f0580848796c7ecc8a7173aa3bfb928e4ff831261c2f60a81dc270db \
-    --hash=sha256:27b74c10ed6a8f190f4287f53bcfea348b92a84a9c9f70d30183d1e6172d580d \
-    --hash=sha256:296c799becfa849c779c8725494fe9ed94959ed886787df4364b058465bad7f0 \
-    --hash=sha256:2c595a1d9255dce0599e13130d1440ab2506654f2b50294226ee06402f8fef63 \
-    --hash=sha256:2c817a189d4ee14290420e5ff051e4dd6baa13f3edf84685071dee07a6d538ee \
-    --hash=sha256:2d88621d6a7d4dfa633d21abe90f280bb205274e16b1d1e61c6ad4640b2453b7 \
-    --hash=sha256:3350ec808fb538fe71a1f94dfaa0e29c598dfad805ce49f0caec5ae3183c652b \
-    --hash=sha256:3397a5ed7174dc2786bb214030232fc36fe8e5584fec43a9952cc542b1a12036 \
-    --hash=sha256:3574b55c604b8f75dacb007136508bbc0db406e626301778096a133327e7f2fb \
-    --hash=sha256:3609e9939a8a76cd904cf98a3f1f13b5dc7e150adeaee89e0ea09652ea213e16 \
-    --hash=sha256:3684a59b158a7683aaeb8e25352e9a9dd2122cec78f2d8530266e4f91b4c7b3f \
-    --hash=sha256:3966b82dd563176396df030f3dd52a6e54cb69b718e95e78bd555ed3d1e0185d \
-    --hash=sha256:3abe24a66e57adcfa645d718063a5fa5103ecc71ddbf26d78af8f9368018ff1d \
-    --hash=sha256:40ff257542e04796880e011e15cd4dc21c2599975df2aaa8f2c8495ca574e1a5 \
-    --hash=sha256:413b424f7c4ee65ab5e5be91f5731be0f8b41a1ee2b12dfe810d716312e95a78 \
-    --hash=sha256:42d0f20e85e549c870749d0e247f0c10d318a45b7e9676d575d2dcb04a1b2e66 \
-    --hash=sha256:43bca78665423cabae77146f2fe7ce55272b6c8d55d82cca83effd42c7e13972 \
-    --hash=sha256:453895624ecf7db7063b1004e44037522bbaef9ff6a945e59bc71662d7a03abd \
-    --hash=sha256:4860b603ddda0475a8885499b3729e90229d480105b42651962a5397d995fa89 \
-    --hash=sha256:4be8b1d2a705cc37d08256004e1d07de143fa0075c8e85a3df020b776f62b732 \
-    --hash=sha256:4e237e139f94d3c036fd28eb9f564c99055476ff4ff05cd42be55ce349b5aa02 \
-    --hash=sha256:4fb8d2e7cb2f850b169806d61d1b991738acec96500a75c30f49caf064ce7cef \
-    --hash=sha256:55d8f9b7b78c9538fc9e04e82ec0e888ff0c3cffcfad152c77e57cd09351a98a \
-    --hash=sha256:58b1d94308ddf0b1982f61f2eb54bf92997c9ece8a8093ef014250f4a517906c \
-    --hash=sha256:5d333a7127d4b307601ac37792bee01bb95c867cbfacf21b6375b804d6bbd723 \
-    --hash=sha256:613fc4ee9eaef26dc5840666214dd6fbcebcf32f46e76f4abc473059f4e13dda \
-    --hash=sha256:6142dbd80c4df62a5d899f0d616d417f84e0bc8d32526c8e5589019d75d028a7 \
-    --hash=sha256:62ae3853454fe9ef283a03c96c2d835d39e84b14643a9d62c82ef0fb87d702ca \
-    --hash=sha256:63c2c4c213f1a4e3f3de28ecab029dbdee976324e729c0d7a55211be72576b02 \
-    --hash=sha256:656a042550878f12d45752452d47094b7cfe5ad1e9d7b87b5a22ad3ae5ff8015 \
-    --hash=sha256:66c93681c4729e4e3ecba31b8179fae083ff3118841672835140338b4b9867c1 \
-    --hash=sha256:6736718bd4fc49cbcb538ba30516fdbef161522acefb739657d48b97bd864fed \
-    --hash=sha256:68700371c5d7ae1412862ddfa719090925c93ecf351c566d66f09d04b136ea00 \
-    --hash=sha256:6c3d771a46ec18b12af06ce36243a9a80b07a5d0515236332d90863ca8bb326a \
-    --hash=sha256:6c7fcf61d44cacecaf3aea542b0e053db77972a4573e7ceda16fb2b399161195 \
-    --hash=sha256:6f249f8b860a200ad35193af961183ebe9132710484e6f6ce0cf89fd83c63a9a \
-    --hash=sha256:73c4bd4f70294737b5206a3e8e30ccadbf8a60301831c8ea23eec5dbeea1ecfa \
-    --hash=sha256:7559f72b94ae52659086c595dfa017cde03155f7832071d30959049052cb3ece \
-    --hash=sha256:75808f6c38ce7749bb68cc2770161aae5045e6c6f6781a9782e74b93304399df \
-    --hash=sha256:77c004fdc7b891967106f78ddfd7b076bfe6813c6139c6fff6aed3bcaa960b26 \
-    --hash=sha256:7818f8d0a415be74d2be3590b0a1c1f463a642f4d0217e7d10602dceef5b79aa \
-    --hash=sha256:7944270ae71383f6e2657dd7d5ce4eeb4ac2d0059a6738f0510583d462ab4842 \
-    --hash=sha256:7bd530e6a530bb3ea892f194fafa455f3516ac25ecf7143fd33c09be62b0470a \
-    --hash=sha256:8213afbe8a3a906fb9acb2014423fe3359ee783d0bf90995f70623a3217bfa6c \
-    --hash=sha256:83bcf894486c9d78dd290d3c0124ff6dd8875d3025e2090a8ec49fcc37c55fdd \
-    --hash=sha256:85264a90ff4c05c1568dd65f5921c837614b67c60358fb4c17df3b7f2e90690a \
-    --hash=sha256:88647f43a73c4e01be19b04ceef0c8d3a1958153604d13c773becd8016f2a0cf \
-    --hash=sha256:8895840ac4809e5f60c88fd07617cd71326e73d6e5a8aa783c5c0f7c24985de2 \
-    --hash=sha256:8ba264fa49be666cd9cc56bf34ec7002fb3d27a4aee5bcb4d43d0d18feb1bb6f \
-    --hash=sha256:8bff7073db3899158fff55ebf57b113a67030af26f80a18978f9f0aa60250ddf \
-    --hash=sha256:8c43a8a973270fd173bf48cdf80bbe66312421cba68d40845034f174f2389049 \
-    --hash=sha256:90bd6630002a1c7f09e7843dd79f0d24f3d2897cc25a753480917865d14f15b3 \
-    --hash=sha256:90f628283be835db980c941767d41c9a27b5239e54ba0a9c1335247e82406964 \
-    --hash=sha256:94068eb3ae6d43f5a786b7db96a406a34e6d5c24489feef32fd6e8946ea7b291 \
-    --hash=sha256:980450826cf22e133c57e0835070bdd0dd3f73b9b708c3ce223def2cb9469e14 \
-    --hash=sha256:99ab6ba7bfa2cb0f96a04e3652355bf04e3f51aceb1e943b8541dab7ba4828cc \
-    --hash=sha256:9af8905b8f854990e40d5206aa5ac58d9b0fe0b7f351ff2bb086c20f6c8c6a47 \
-    --hash=sha256:9baffb505aff33acc69b422a19f77806680f3c8632227d79f48de8a810d1c2c5 \
-    --hash=sha256:9cdddb6c1207d284d94fd1530adf57fbd797fe7c4b8704ba85f49414f2557e7d \
-    --hash=sha256:9e25b7088f9ccbfc0dfcaa52bf969300ca229e10ecf758974ebcbb080a4b37bb \
-    --hash=sha256:a04df86b3f0fade39ec8fd0e0aab089b1da9fbd2b48df778a57ef96f5e7d38df \
-    --hash=sha256:a05fa4f41f37ec97c9c260441a940450a192f78d774d2b097eee1379f1e1246a \
-    --hash=sha256:a2999883eedf72fdfb7520b92c7d4ec2572a71ff40239377aa604cc529eecafc \
-    --hash=sha256:aad1bff7f666b9598e573815affd666aac6a13a585dde336f843e33350c7fadc \
-    --hash=sha256:abe76bcdba31e576cb83eeb8797aa0d882b738fef6dc65d0601fc753806a5b46 \
-    --hash=sha256:ad3773236e95f7f33991eb125224b7da66f206504d032a253a02da7e134519fb \
-    --hash=sha256:af03e34e860047bc7a352b842856fcf78798fbb81132cc98bd2f907ab4eb9cd2 \
-    --hash=sha256:b1b964e3ab599e718dc46c018d104b1ebc007cbc6567d827c94a687fca56d77e \
-    --hash=sha256:b1be5c35683684d5331b93600c210e8367c254683d8a6df6bd21bd2da3a334fb \
-    --hash=sha256:b317c87a13f769a4e787819bd508aaa5d69aa09b0880de9af6d3a8a54571cdec \
-    --hash=sha256:b3cc20c0d800af78fd0fac68086e28c1856cec51ea528bb81ea851aa40d39325 \
-    --hash=sha256:b4e4bc98639ec915f512fde3aa7a95e0041d95d9c3cc86eea841fa63cb1e8600 \
-    --hash=sha256:b5c30f3f04eef4fbd362226a6f31d7c8895ca4fbb6e0b790f6890a98d8da8559 \
-    --hash=sha256:b5f077b44a4f7808520f66dae234988d867deb9aed9be5da057ce9ba831b2a41 \
-    --hash=sha256:b6825cc329b290e93c5f6a9be2393118a763f6ccf6abd83704e0c102ca583644 \
-    --hash=sha256:b8d2f912928d426e8cfa396f7f3f8d29a59e6689c86dcca3c420730c1096322b \
-    --hash=sha256:b95d5e11fc712b752081183a55a244c03cd00570489edd7014d8899f8ceb8162 \
-    --hash=sha256:b9a6528956191c48c52294a592dbd4a8386d7048bdb25c0efcb6b966466c6d83 \
-    --hash=sha256:ba05adbf15d994c38ec0b7ab32e858e5110c21e9009a00a86545fd220f84e038 \
-    --hash=sha256:c0f920015df2a504bebaba6d4c31ccf3fcf942f92655c086da30b671aad19aa6 \
-    --hash=sha256:c396c1304de421050b3681ea70f371874b54d41b0151e96109758144c231e30b \
-    --hash=sha256:c39f5b67a8a2e67179ada2a954227d670fe65fa9098457f698f56ddf248709b3 \
-    --hash=sha256:c3df104083952a0e0c6f10de33e440eabe98fb6317d23e1a58c68f6df08d01b9 \
-    --hash=sha256:c74005a7bb87752acf351c93897ec63ad77a07a0da7ecad9c050e32e7286ba34 \
-    --hash=sha256:c93c629be4636cf54337bd5f06c104d55e42ced54d681f6fe21ae510a65116f6 \
-    --hash=sha256:ca653c6546386227cd9800d1bef6a348099acf8db4250341da6d90f663d6dfcb \
-    --hash=sha256:cacedb7a6e167680acba45ad5716e89067d225dc80da0d7040cae8c81d4572fa \
-    --hash=sha256:cc68e231a77a5f0d774ae278a1f8e55c0456501820847c1e4efb3829f3441df6 \
-    --hash=sha256:ce87129d9f2c14fa6c4a8601fb80eb4488c80d38a20cd13758ef11123e14995d \
-    --hash=sha256:cea68bcd53467561ae2f96a6bdad1544299ba97b5b0ddcd5ac3d376e5c781c24 \
-    --hash=sha256:cef8ac28d26f4dda3533060c20fbf80a325458fa9fd23ea72a73cdfa8e978838 \
-    --hash=sha256:d0efbe45632665e53e3db8fe1e5692db58fc5cb9bab4459d570b83efefe11164 \
-    --hash=sha256:d3858b908218ee108d0bbfb2095ccc237648053c9bf98affad7cb079acaf1d97 \
-    --hash=sha256:de42116e69cb53b911cc34aee5ab98f36c597b822545045d49e938818b99e5e4 \
-    --hash=sha256:df1d2a1996755b24b9ecee92cb4d36c28f86f464a6a173349c26bab41e94b8c2 \
-    --hash=sha256:e07be2a9d7122bd6e82dea89814ef8dc893feb1aae97fec1630f3263bbb30e55 \
-    --hash=sha256:e0b360f316d966b048b085857630b3cc51f3db2f07b06f440eac8f695374d1e3 \
-    --hash=sha256:e10464d17df3b582745c25cec695cb9558bca2cb6ddb631aee1787fc72c767b2 \
-    --hash=sha256:e3a8ae58895ac107ed934a6bf51e5846f95c53b9b940c2c6d310838fd5846358 \
-    --hash=sha256:e4abbf391a70be864920858bf360f4fb380577c9a0f732438a1996726e2c195b \
-    --hash=sha256:eaaea962c68cdc68d4a533ba985ab8e9484277910bbfaa2ab3ef7732667bfed8 \
-    --hash=sha256:ed0954b524873214369184a9c82b0eaa45a3fbb9a798cd95b17e0d98499e7ea0 \
-    --hash=sha256:edf2765d84e42447f112ad877af8fe1db0089aaec5b28e88d6eab45e7fe99cea \
-    --hash=sha256:ef1013a8625c74043210190b246f5b1551e09757c1f356c6e4160ef96c5bc081 \
-    --hash=sha256:efef4ac29c6ff495531eb17ee705b62841ecaa291b7c7077e848ea03e237164d \
-    --hash=sha256:f3a5b10e8ce894825f380a8f1b6444cf73c294dfea62afbb2d13e3a9e630cec1 \
-    --hash=sha256:f3df3d16ded76f1f8c9cdebd0e1ea55fdf4c23b812de189814da7cf229c22a81 \
-    --hash=sha256:f414556f6e3958300ff941e40c9f97e3dc9774ddd1b3434c475d73dd354bbed3 \
-    --hash=sha256:fc09f82e63d4bcd58149572f857a431bae851dc747e313c3b5bdf7abb907fda8 \
-    --hash=sha256:fc0c0f878ea770a0a8a462456c5ad36fc9fe6358e6b76fdadc7f17575e0b8bf1 \
-    --hash=sha256:fe71bca7d547acb17027c7fd1624ff8aae623499c498d3e7011182c4de5c25e0 \
-    --hash=sha256:fea6e836d10abbe191d557d33bd58bd5987725fe63aa1eefe557d230209855bd
-    # via
-    #   jsonschema
-    #   referencing
 six==1.17.0 \
     --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
     --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
     # via python-dateutil
-sqlalchemy[mypy]==2.0.50 \
-    --hash=sha256:03f4323c980ad0e918cc9e5369b015f759f4e534db5bbaf4dc36832c10d05064 \
-    --hash=sha256:06a9210bdc5f4298cff0781087e2ff45683922252dacc452846373a58761f093 \
-    --hash=sha256:0a31c5963d58d3e3d11c5b97709e248305705de1fdf51ec3bf396674c5898b7e \
-    --hash=sha256:0e104e196f457ec608eb8af736c5eb4c6bc58f481b546f485a7f9c628ee532be \
-    --hash=sha256:0f5e4ac70e9e757f6b3e87c0491ff034442ecd8dfd36d041a50564c322dafc0e \
-    --hash=sha256:0fe7822866f3a9fc5f3db21a290ce8961a53050115f05edf9402b6a5feb92a9f \
-    --hash=sha256:0fec460e18cdbb4c7773531122ce9a27e96c6ca17af3933941d94da475ad2c86 \
-    --hash=sha256:110fdac56ace278949f00de805edacbd6141e382d992f9ba28238b3a0827a600 \
-    --hash=sha256:1208050441471d003b7c8cb4054fb084f185cf35ac3f0ea270803865bca9939a \
-    --hash=sha256:13b85b20f9ab714a666df9d8e72e253ec33c16c7e1e375c877e5bf6367a3e917 \
-    --hash=sha256:15708c613cd5005b7dffe1f66ee6a63ee8f5e46799f71c70ebad74178c676a39 \
-    --hash=sha256:1918a3cf564d16d95bca7301005f41ab2ad50b07cd3b9da50d3ed986db148d6a \
-    --hash=sha256:1aa6e403663a9c43c8fef7ce4bdb4cf48bcd8d352e91deda2a99f963270bd508 \
-    --hash=sha256:1c5f858fe79c9f5d8fda065c06186356acb7f8df3cd52dbd5ee3f200e4b144f5 \
-    --hash=sha256:1fbd55a969d7ac44a98e3dec75016074f809fa08f871585ace58dde110d1bf3e \
-    --hash=sha256:23ae23d8b9d344d30d0a92f06d45825024a5790f1c1dd4cf452636a50d3e58cb \
-    --hash=sha256:27b7062af702c61994e8806ad87e42d0a2c879e0a8e5c61c7f69d81dabe24fdf \
-    --hash=sha256:287086e67275a212c4582d166a6fb03a65ccc5551d80866270ce0dd9f34eccd3 \
-    --hash=sha256:2b9dcc43afef8ac157cd92fce96985d6b8b0cfbd3df4d666f66b4d55a75d202f \
-    --hash=sha256:2c1920cde9d741ba3dda9b1aa5acd8c23ea17780ccfb2252d01878d5d0d628d3 \
-    --hash=sha256:2dab927761d9108550f0cf8e66ff21af56f907a0ce0a689793db615e2b55f62c \
-    --hash=sha256:31648fa14460537e768a7303b078e4344d208e0d23e06867c1f376a227ed82db \
-    --hash=sha256:3699dac4be410e97049a1658e9480da9cde956594aa0f3aebc60b88f21c5ba70 \
-    --hash=sha256:3d10700bd519573f6ce5badbabbfe7f5baea84cdf370f2cbbfb4be28dfddbf1d \
-    --hash=sha256:409a8121b917116b035bedc5e532ad470c74a2d279f6c302100985b6304e9f9e \
-    --hash=sha256:47b71b933e7b4ebad407c8fdfd70d2c4f08b78b3238bb30eebdd6eb32ca51b89 \
-    --hash=sha256:4a8e8af330cbb3a1931d3d6c91b239fc2ef135f7dd471dfa34c575028e0b1fa8 \
-    --hash=sha256:51b637a84f9fa35ae1f9017e786cb142974a25305085e1b378b3647a67f65ad3 \
-    --hash=sha256:545eae198d37bcf837a10ede3684e2af32458d6f35c597c35c2de7502dc38fc4 \
-    --hash=sha256:60922d6599065ddca2c6f376b9aa2f41a6b85a271725e0909490bbc50b1998a5 \
-    --hash=sha256:66e374271ecb7101273f57af1a62446a953d327eec4f8089147de57c591bbacc \
-    --hash=sha256:68b154b08088b4ec32bb4d2958bfbb50e57549f91a4cd3e7f928e3553ed69031 \
-    --hash=sha256:6c206aec519a2e7bd08abbfb33436e325fd22c632d9c21a9047e376ce241646e \
-    --hash=sha256:724f3dcbe53dd0151e3cb5e7ec4ba4c620bede579caacd16275dc35ce06e8615 \
-    --hash=sha256:7af6eeb84985bf840ba779018ff9424d61ff69b52e66b8789d3c8da7bf5341b2 \
-    --hash=sha256:7b1ddb7b5fc60dfa9df6a487f06a143c77def47c0351849da2bcea59b244a56c \
-    --hash=sha256:7e36efdcc5493f8024ec873a4ee3855bfd2de0c5b19eba16f920e9d2a0d28622 \
-    --hash=sha256:83a9fce296b7e052316d8c6943237b31b9c00f58ca9c253f2d165df52637a293 \
-    --hash=sha256:8b53784972ade4f8174b9aa661f31a06f8a936d2cfdd602913ff3c6dd40ae873 \
-    --hash=sha256:8f00e3eb43ba30eb1b238ee03a8a62309486d1321eda3328bb611e0340033ad8 \
-    --hash=sha256:92064363517a3ff8212b5a93b8c62876579d8dfd1ca5b561335f30152d884fa9 \
-    --hash=sha256:9602c07b03e1449747ecb69f9998a7194a589124475788b370adce57c9e9a56e \
-    --hash=sha256:96fbee6b19c19cd1556c8bf9419447cf2ec149ffcab7ab64348c23e54ef8547f \
-    --hash=sha256:9d1af51558029a156a70986b7df88f042b3d158d7c8d8fb5072912d4b32d89c7 \
-    --hash=sha256:adc0fe7d38d8c8058f7421c25508fcbc74df38233a42aa8324409844122dce8f \
-    --hash=sha256:af5607d11ef90fd6a5c0549fe0045dce1663d427426bcfb506dcb5346a85a3b9 \
-    --hash=sha256:b00098cdbdbd38c7be3d568b0c9c3122b8c0ec62b911b57cd5e6e0254d60a76d \
-    --hash=sha256:bef4ac756363227ef6402a75fee025a4bc690f92328e825868939b3b3a446a6d \
-    --hash=sha256:c4e70c46fad30c3bcc6a4708bc0130a3173e11a5b25f0ea4a9d8911b450f1f52 \
-    --hash=sha256:c5c3cdb753a9004183e1ccb634b41611654c989e61bc68617ce878e46d6f1e51 \
-    --hash=sha256:c966932507a4d7d0a37314927dbfcd89720e3f37d2a1e3352e7ae7939fa8e8a0 \
-    --hash=sha256:e195687f1af431c9515416288373b323b6eb599f774409814e89e9d603a56e39 \
-    --hash=sha256:e6e814658818fd165e749e3d8490ef16cc7f379a118c37ada8b0589ffbaaac22 \
-    --hash=sha256:e8e1b0f6a4dcd9b4839e2320afb5df37a6981cbc20ff9c423ae11c5537bdbd21 \
-    --hash=sha256:ea1a8a2db4b2217d456c8d7a873bfc605f06fe3584d315264ea18c2a17585d0b \
-    --hash=sha256:eefd9a03cc0047b14153872d228499d048bd7deaf926109c9ec25b15157b8e23 \
-    --hash=sha256:f96233858e3df43932ac11589e22520da6e8aeb624b03fedfeebb0e8ea213086 \
-    --hash=sha256:faffef4bcc20a1892e65e155293d99d60855bbbc79250ab712819cfd56a8e6bb
+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==1.2.1 \
-    --hash=sha256:4de0082d08c8f6764a85a54cf1120d6939507a19905c7768acad2a9f875d2b89 \
-    --hash=sha256:9b9b5ebb992e67d6093741e63c2f59e4f6fff986f81163c087867bd7b924b3f6
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
     #   feast (pyproject.toml)
     #   fastapi
@@ -1350,9 +1172,9 @@ toolz==1.1.0 \
     # via
     #   dask
     #   partd
-tqdm==4.68.0 \
-    --hash=sha256:b79a3ae57db4c870a55352e43abb33b329557cd75b1483028909286ff22a2c03 \
-    --hash=sha256:c627124266fe7904cabb70e88a940d75a06b889a0b11680307a67c18ce094f19
+tqdm==4.68.3 \
+    --hash=sha256:00dfa48452b6b6cfae3dd9885636c23d3422d1ec97c66d96818cbd5e0821d482 \
+    --hash=sha256:39832cc2def2789a6f29df83f172db7416cea70052c0907a57801c5f2fdccb03
     # via feast (pyproject.toml)
 typeguard==4.5.2 \
     --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
@@ -1367,7 +1189,6 @@ typing-extensions==4.15.0 \
     #   mypy
     #   pydantic
     #   pydantic-core
-    #   referencing
     #   sqlalchemy
     #   starlette
     #   typeguard
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/integration/local_feast_tests/test_e2e_local.py b/sdk/python/tests/integration/local_feast_tests/test_e2e_local.py
index cee295775b1..878b6336aa0 100644
--- a/sdk/python/tests/integration/local_feast_tests/test_e2e_local.py
+++ b/sdk/python/tests/integration/local_feast_tests/test_e2e_local.py
@@ -45,15 +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(
@@ -62,8 +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(
@@ -72,8 +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(
@@ -83,7 +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/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/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/unit/api/test_api_rest_registry.py b/sdk/python/tests/unit/api/test_api_rest_registry.py
index b87f0476e15..bc1aedd1c7c 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
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..34e119d1b53 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
@@ -54,33 +54,12 @@ 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 == 14
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
index 7941c8ae405..95dea15759d 100644
--- 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
@@ -11,7 +11,6 @@
 import pandas as pd
 import pyarrow as pa
 import pytest
-import toml  # type: ignore[import-untyped]
 
 from feast import BatchFeatureView, Entity, Field, FileSource
 from feast.aggregation import Aggregation
@@ -50,20 +49,6 @@
 from feast.value_type import ValueType
 
 
-def test_flink_extra_does_not_downgrade_default_pyarrow_dependency() -> None:
-    pyproject_path = Path(__file__).resolve().parents[7] / "pyproject.toml"
-    pyproject = toml.loads(pyproject_path.read_text())
-
-    dependencies = pyproject["project"]["dependencies"]
-    assert "pyarrow>=21.0.0; extra != 'flink'" in dependencies
-    assert "pyarrow>=16.1.0,<21.0.0; extra == 'flink'" in dependencies
-    assert "pyarrow>=16.1.0" not in dependencies
-    assert (
-        "apache-flink>=2.2.1,<3"
-        in pyproject["project"]["optional-dependencies"]["flink"]
-    )
-
-
 class FakeFlinkTable:
     def __init__(self, df: pd.DataFrame, fail_on_to_pandas: bool = False) -> None:
         self._df = df.copy()
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/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..3b080bd8993
--- /dev/null
+++ b/sdk/python/tests/unit/infra/compute_engines/test_spark_application.py
@@ -0,0 +1,440 @@
+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.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"
+    )
+
+
+# ── 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"
+
+    parent_job = SparkApplicationMaterializationJob("job1", "default", MagicMock())
+    jobs = engine._build_per_fv_jobs(mock_registry, [task1, task2], "job1", parent_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"
+
+    parent_job = SparkApplicationMaterializationJob("job1", "default", MagicMock())
+    jobs = engine._build_per_fv_jobs(
+        mock_registry, [task_ok, task_fail], "job1", parent_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 task returns parent job directly ──
+
+
+def test_build_per_fv_jobs_single_task():
+    engine = _make_engine()
+    mock_registry = MagicMock()
+    task = MagicMock()
+    task.feature_view.name = "fv_1"
+    task.project = "test"
+
+    parent_job = SparkApplicationMaterializationJob("job1", "default", MagicMock())
+    jobs = engine._build_per_fv_jobs(mock_registry, [task], "job1", parent_job)
+
+    assert len(jobs) == 1
+    assert jobs[0] is parent_job
+    mock_registry.get_feature_view.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/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/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/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..d6b9bbc7fa0
--- /dev/null
+++ b/sdk/python/tests/unit/infra/registry/test_remote_registry.py
@@ -0,0 +1,85 @@
+# 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.registry.remote import RemoteRegistry
+from feast.protos.feast.registry import RegistryServer_pb2
+
+
+@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")
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 1a3ec92a4a6..9c21cfc85d0 100644
--- a/sdk/python/tests/unit/infra/registry/test_sql_registry.py
+++ b/sdk/python/tests/unit/infra/registry/test_sql_registry.py
@@ -12,10 +12,12 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+import logging
 import sys
 import tempfile
 import types
-from datetime import timedelta
+from datetime import datetime, timedelta, timezone
+from unittest.mock import MagicMock
 
 import dill
 import pytest
@@ -26,7 +28,12 @@
 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, feature_views
+from feast.infra.registry.sql import (
+    ProtoBytes,
+    SqlRegistry,
+    SqlRegistryConfig,
+    feature_views,
+)
 from feast.protos.feast.core.Transformation_pb2 import (
     FeatureTransformationV2,
     UserDefinedFunctionV2,
@@ -58,6 +65,195 @@ def shared_sqlite_db_path():
     yield path
 
 
+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
@@ -220,3 +416,106 @@ def test_shared_registry_cross_project_udf_does_not_crash(shared_sqlite_db_path)
     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)
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/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/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_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/test_openlineage_client.py b/sdk/python/tests/unit/openlineage/test_client.py
similarity index 92%
rename from sdk/python/tests/unit/test_openlineage_client.py
rename to sdk/python/tests/unit/openlineage/test_client.py
index 9be050ce473..a98420144af 100644
--- a/sdk/python/tests/unit/test_openlineage_client.py
+++ b/sdk/python/tests/unit/openlineage/test_client.py
@@ -54,13 +54,12 @@ class TestDefaultConsoleTransport:
     def test_default_config_uses_console_transport(
         self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch
     ) -> None:
-        # Ensure no openlineage.yml is found by changing cwd to an empty dir
         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)  # transport_type defaults to None
+        config = OpenLineageConfig(enabled=True)
         client = FeastOpenLineageClient(config=config)
 
         assert client.is_enabled
@@ -90,12 +89,11 @@ def test_transform_yml_is_respected(
         monkeypatch.delenv("OPENLINEAGE_URL", raising=False)
         monkeypatch.delenv("OPENLINEAGE_DISABLED", raising=False)
 
-        config = OpenLineageConfig(enabled=True)  # transport_type=None
+        config = OpenLineageConfig(enabled=True)
         client = FeastOpenLineageClient(config=config)
 
         assert client.is_enabled
         assert isinstance(client._client.transport, TransformTransport)
-        # The inner transport should be console
         assert isinstance(client._client.transport.transport, ConsoleTransport)
 
     def test_transform_yml_in_cwd_is_respected(
@@ -105,11 +103,10 @@ def test_transform_yml_in_cwd_is_respected(
         monkeypatch.delenv("OPENLINEAGE_URL", raising=False)
         monkeypatch.delenv("OPENLINEAGE_DISABLED", raising=False)
 
-        # Write openlineage.yml in the dir we'll chdir to
         _write_openlineage_yml(tmp_path)
         monkeypatch.chdir(tmp_path)
 
-        config = OpenLineageConfig(enabled=True)  # transport_type=None
+        config = OpenLineageConfig(enabled=True)
         client = FeastOpenLineageClient(config=config)
 
         assert client.is_enabled
@@ -129,7 +126,6 @@ def test_explicit_console_ignores_yml_env(
         client = FeastOpenLineageClient(config=config)
 
         assert client.is_enabled
-        # Must be plain ConsoleTransport, NOT TransformTransport
         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..1666063dcbf
--- /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/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/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/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/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/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/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/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/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/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/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/v1/lineage",
+            json=_make_run_event(job_ns="ns-keep", run_id="r1"),
+            headers={"X-API-Key": "secret-key"},
+        )
+        client.post(
+            "/api/v1/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/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/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_processor.py b/sdk/python/tests/unit/openlineage/test_processor.py
new file mode 100644
index 00000000000..e5ed9388132
--- /dev/null
+++ b/sdk/python/tests/unit/openlineage/test_processor.py
@@ -0,0 +1,655 @@
+"""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"] == "featureView"
+        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]
+        assert ds["feast_object_type"] == "unknown"
+
+    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..bf45765358d
--- /dev/null
+++ b/sdk/python/tests/unit/openlineage/test_store.py
@@ -0,0 +1,563 @@
+"""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
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..2f754c230b5
--- /dev/null
+++ b/sdk/python/tests/unit/openlineage/test_teardown.py
@@ -0,0 +1,84 @@
+"""Tests for FeatureStore._teardown_openlineage()."""
+
+from contextvars import ContextVar
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+
+class TestTeardownOpenlineage:
+    def _make_feature_store(
+        self, ol_enabled=True, consumer_enabled=True, conn_str="sqlite:///test.db"
+    ):
+        """Create a mock FeatureStore with configurable OL settings."""
+        from feast.feature_store import FeatureStore
+
+        fs = object.__new__(FeatureStore)
+        fs._current_project = ContextVar("current_project", default=None)
+
+        mock_ol_config = MagicMock()
+        mock_ol_config.enabled = ol_enabled
+
+        mock_consumer = MagicMock()
+        mock_consumer.enabled = consumer_enabled
+        mock_consumer.connection_string = conn_str
+
+        mock_full_config = MagicMock()
+        mock_full_config.consumer = mock_consumer
+
+        mock_ol_config.to_openlineage_config.return_value = mock_full_config
+
+        mock_config = MagicMock()
+        mock_config.project = "test_project"
+        mock_config.openlineage = mock_ol_config
+
+        fs.config = mock_config
+
+        return fs
+
+    def test_calls_purge_namespace(self):
+        """When OL consumer is configured, teardown should purge the project namespace."""
+        fs = self._make_feature_store()
+
+        with patch("feast.openlineage.store.OpenLineageStore") as mock_store_cls:
+            mock_instance = mock_store_cls.return_value
+            fs._teardown_openlineage()
+            mock_store_cls.assert_called_once_with(
+                connection_string="sqlite:///test.db"
+            )
+            mock_instance.purge_namespace.assert_called_once_with(
+                "test_project/test_project"
+            )
+
+    def test_no_crash_when_ol_not_configured(self):
+        """When OL is not configured, teardown should silently succeed."""
+        from feast.feature_store import FeatureStore
+
+        fs = object.__new__(FeatureStore)
+        fs._current_project = ContextVar("current_project", default=None)
+        mock_config = MagicMock()
+        mock_config.openlineage = None
+        fs.config = mock_config
+
+        fs._teardown_openlineage()
+
+    def test_no_crash_when_consumer_disabled(self):
+        """When consumer is disabled, teardown should not attempt purge."""
+        fs = self._make_feature_store(consumer_enabled=False)
+        fs._teardown_openlineage()
+
+    def test_no_crash_when_ol_disabled(self):
+        """When OL is disabled entirely, teardown should not attempt purge."""
+        fs = self._make_feature_store(ol_enabled=False)
+        fs._teardown_openlineage()
+
+    def test_exception_is_warning_not_error(self):
+        """If purge fails, it should warn, not raise."""
+        fs = self._make_feature_store()
+
+        with patch(
+            "feast.openlineage.store.OpenLineageStore",
+            side_effect=Exception("DB error"),
+        ):
+            with pytest.warns(match="Failed to clean up OpenLineage"):
+                fs._teardown_openlineage()
diff --git a/sdk/python/tests/unit/test_feature_server_utils.py b/sdk/python/tests/unit/test_feature_server_utils.py
index 1642a19f488..85dc38db2ce 100644
--- a/sdk/python/tests/unit/test_feature_server_utils.py
+++ b/sdk/python/tests/unit/test_feature_server_utils.py
@@ -55,6 +55,7 @@
     StringList,
     StringSet,
     Value,
+    ZonedTimestamp,
 )
 
 
@@ -204,6 +205,27 @@ def test_json_val(self):
         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."""
@@ -655,7 +677,7 @@ def test_faster_than_message_to_dict(self):
         print(f"\nPerformance: fast={fast_time:.3f}s, standard={standard_time:.3f}s")
         print(f"Speedup: {speedup:.2f}x")
 
-        assert speedup >= 1.5, f"Expected at least 1.5x speedup, got {speedup:.2f}x"
+        assert speedup >= 1.2, f"Expected at least 1.2x speedup, got {speedup:.2f}x"
 
 
 class TestStatusNames:
diff --git a/sdk/python/tests/unit/test_offline_server.py b/sdk/python/tests/unit/test_offline_server.py
index 3e25e5c2061..6ff93d02282 100644
--- a/sdk/python/tests/unit/test_offline_server.py
+++ b/sdk/python/tests/unit/test_offline_server.py
@@ -1,4 +1,5 @@
-from unittest.mock import MagicMock, patch
+import os
+from unittest.mock import MagicMock, mock_open, patch
 
 import assertpy
 
@@ -7,7 +8,11 @@
     RemoteOfflineStoreConfig,
     _create_retrieval_metadata,
 )
-from feast.offline_server import OfflineServer
+from feast.offline_server import (
+    OfflineServer,
+    _configure_grpc_fips,
+    _is_fips_enabled,
+)
 
 
 def test_create_retrieval_metadata_with_sql_string():
@@ -86,3 +91,49 @@ def test_offline_server_get_historical_features_passes_sql_to_store():
     assertpy.assert_that(result).is_equal_to(mock_job)
     _, kwargs = mock_offline_store.get_historical_features.call_args
     assertpy.assert_that(kwargs["entity_df"]).is_equal_to(sql)
+
+
+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
diff --git a/sdk/python/tests/unit/test_type_map.py b/sdk/python/tests/unit/test_type_map.py
index 8a865c72fb1..412b63298a5 100644
--- a/sdk/python/tests/unit/test_type_map.py
+++ b/sdk/python/tests/unit/test_type_map.py
@@ -2229,3 +2229,89 @@ def test_mixed_batch_simulating_athena_chunk(self):
         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/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/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..678973b9539 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
@@ -53,6 +54,15 @@ class CliRunner:
     modules from the feature repo, and it is hard to clean up that state otherwise.
     """
 
+    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) -> subprocess.CompletedProcess:
         # Apply a conservative timeout to prevent CI hangs from Dask atexit-handler
         # stalls or other subprocess blockages.
@@ -64,6 +74,7 @@ def run(self, args: List[str], cwd: Path) -> subprocess.CompletedProcess:
                 cwd=cwd,
                 capture_output=True,
                 timeout=timeout,
+                env=self._subprocess_env(),
             )
         except subprocess.TimeoutExpired:
             return subprocess.CompletedProcess(
@@ -87,6 +98,7 @@ 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 +142,18 @@ 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 +163,10 @@ 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 +179,7 @@ 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/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/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/jest.config.js b/ui/jest.config.js
index 26fa6f33333..d8ef66218b3 100644
--- a/ui/jest.config.js
+++ b/ui/jest.config.js
@@ -4,6 +4,7 @@ const transformNodeModules = [
   "msw",
   "until-async",
   "chroma-js",
+  "keycloak-js",
 ];
 
 module.exports = {
diff --git a/ui/package-lock.json b/ui/package-lock.json
index 2552b4367bc..c6ba3dd2299 100644
--- a/ui/package-lock.json
+++ b/ui/package-lock.json
@@ -1,12 +1,12 @@
 {
   "name": "@feast-dev/feast-ui",
-  "version": "0.63.0",
+  "version": "0.64.0",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "@feast-dev/feast-ui",
-      "version": "0.63.0",
+      "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",
@@ -15138,6 +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",
diff --git a/ui/package.json b/ui/package.json
index 8a254969e24..f024cb22548 100644
--- a/ui/package.json
+++ b/ui/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@feast-dev/feast-ui",
-  "version": "0.64.0",
+  "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 f0a940e44b3..af4eca68eca 100644
--- a/ui/src/FeastUISansProviders.test.tsx
+++ b/ui/src/FeastUISansProviders.test.tsx
@@ -65,27 +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 ace29f9e856..1f032e3bc05 100644
--- a/ui/src/FeastUISansProviders.tsx
+++ b/ui/src/FeastUISansProviders.tsx
@@ -29,6 +29,7 @@ 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,
@@ -46,6 +47,7 @@ import {
 } 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;
@@ -85,11 +87,13 @@ const FeastUISansProviders = ({
 
   return (
     <ThemeProvider>
-      <FeastUISansProvidersInner
-        basename={basename}
-        projectListContext={projectListContext}
-        feastUIConfigs={feastUIConfigs}
-      />
+      <AuthProvider>
+        <FeastUISansProvidersInner
+          basename={basename}
+          projectListContext={projectListContext}
+          feastUIConfigs={feastUIConfigs}
+        />
+      </AuthProvider>
     </ThemeProvider>
   );
 };
@@ -104,6 +108,7 @@ const FeastUISansProvidersInner = ({
   feastUIConfigs?: FeastUIConfigs;
 }) => {
   const { colorMode } = useTheme();
+  const { isInitializing } = useAuth();
 
   const dataModeConfig: DataModeConfig = {
     fetchOptions: feastUIConfigs?.fetchOptions,
@@ -115,6 +120,26 @@ const FeastUISansProvidersInner = ({
       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>
@@ -224,6 +249,10 @@ const FeastUISansProvidersInner = ({
                           path="monitoring/feature/:featureViewName/:featureName"
                           element={<FeatureMetricsDetail />}
                         />
+                        <Route
+                          path="compute-engine/*"
+                          element={<ComputeEngineIndex />}
+                        />
                       </Route>
                     </Route>
                     <Route path="*" element={<NoMatch />} />
diff --git a/ui/src/components/DataSourceFormModal.tsx b/ui/src/components/DataSourceFormModal.tsx
index d9fa822d381..ca95bb6aa0e 100644
--- a/ui/src/components/DataSourceFormModal.tsx
+++ b/ui/src/components/DataSourceFormModal.tsx
@@ -1,4 +1,4 @@
-import React, { useState, useEffect } from "react";
+import React, { useState } from "react";
 import {
   EuiFormRow,
   EuiFieldText,
@@ -7,11 +7,16 @@ import {
   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 NameDescriptionOwnerFields from "./forms/NameDescriptionOwnerFields";
+import { DATA_SOURCE_TYPES } from "../pages/data-sources/DataSourceCatalog";
 
 const SOURCE_TYPE_OPTIONS = [
   {
@@ -30,13 +35,25 @@ const SOURCE_TYPE_OPTIONS = [
     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.STREAM_KAFKA),
     text: "Kafka",
   },
   {
-    value: String(feast.core.DataSource.SourceType.BATCH_SPARK),
-    text: "Spark",
+    value: String(feast.core.DataSource.SourceType.STREAM_KINESIS),
+    text: "AWS Kinesis",
   },
   {
     value: String(feast.core.DataSource.SourceType.REQUEST_SOURCE),
@@ -46,6 +63,17 @@ const SOURCE_TYPE_OPTIONS = [
     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 {
@@ -69,6 +97,33 @@ interface DataSourceFormData {
   kafkaTopic: string;
   sparkTable: string;
   sparkPath: string;
+  kinesisRegion: string;
+  kinesisStreamName: string;
+  trinoTable: string;
+  trinoQuery: string;
+  athenaTable: string;
+  athenaQuery: string;
+  athenaDatabase: string;
+  athenaDataSource: string;
+  customSourceClassName: string;
+  customSourceConfig: string;
+  // Contrib source fields
+  rayReaderType: string;
+  rayPath: string;
+  rayReaderOptions: string;
+  postgresTable: string;
+  postgresQuery: string;
+  mongodbCollection: string;
+  clickhouseTable: string;
+  clickhouseQuery: string;
+  mssqlTable: string;
+  mssqlConnectionStr: string;
+  oracleTable: string;
+  oracleConnectionStr: string;
+  couchbaseDatabase: string;
+  couchbaseScope: string;
+  couchbaseCollection: string;
+  couchbaseQuery: string;
 }
 
 interface DataSourceFormModalProps {
@@ -101,6 +156,32 @@ const EMPTY_FORM: DataSourceFormData = {
   kafkaTopic: "",
   sparkTable: "",
   sparkPath: "",
+  kinesisRegion: "",
+  kinesisStreamName: "",
+  trinoTable: "",
+  trinoQuery: "",
+  athenaTable: "",
+  athenaQuery: "",
+  athenaDatabase: "",
+  athenaDataSource: "",
+  customSourceClassName: "",
+  customSourceConfig: "",
+  rayReaderType: "parquet",
+  rayPath: "",
+  rayReaderOptions: "",
+  postgresTable: "",
+  postgresQuery: "",
+  mongodbCollection: "",
+  clickhouseTable: "",
+  clickhouseQuery: "",
+  mssqlTable: "",
+  mssqlConnectionStr: "",
+  oracleTable: "",
+  oracleConnectionStr: "",
+  couchbaseDatabase: "",
+  couchbaseScope: "",
+  couchbaseCollection: "",
+  couchbaseQuery: "",
 };
 
 const BATCH_SOURCE_TYPES = new Set([
@@ -109,8 +190,31 @@ const BATCH_SOURCE_TYPES = new Set([
   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),
+  "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,
@@ -125,13 +229,12 @@ const DataSourceFormModal: React.FC<DataSourceFormModalProps> = ({
   const [errors, setErrors] = useState<Record<string, string>>({});
   const [submitted, setSubmitted] = useState(false);
 
-  useEffect(() => {
-    if (initialData) {
-      setFormData(initialData);
-    }
-  }, [initialData]);
-
   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> = {};
@@ -144,7 +247,6 @@ const DataSourceFormModal: React.FC<DataSourceFormModalProps> = ({
         "Must start with a letter or underscore, and contain only letters, numbers, and underscores.";
     }
 
-    // Source-type-specific required fields
     if (st === String(feast.core.DataSource.SourceType.BATCH_FILE)) {
       if (!formData.fileUri.trim()) {
         newErrors.fileUri = "File URI is required.";
@@ -180,6 +282,19 @@ const DataSourceFormModal: React.FC<DataSourceFormModalProps> = ({
         newErrors.sparkTable =
           "Either a table reference or a path is required for Spark.";
       }
+    } 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.STREAM_KAFKA)) {
       if (!formData.kafkaBootstrapServers.trim()) {
         newErrors.kafkaBootstrapServers = "Bootstrap servers are required.";
@@ -194,12 +309,56 @@ const DataSourceFormModal: React.FC<DataSourceFormModalProps> = ({
       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.";
+      }
     }
 
-    // Timestamp field required for batch sources (needed for point-in-time correctness)
     if (isBatchSource && !formData.timestampField.trim()) {
       newErrors.timestampField =
-        "Timestamp field is required for batch sources. It is used for point-in-time correct feature retrieval.";
+        "Timestamp field is required for batch sources.";
     } else if (
       formData.timestampField.trim() &&
       !/^[a-zA-Z_][a-zA-Z0-9_]*$/.test(formData.timestampField.trim())
@@ -242,25 +401,65 @@ const DataSourceFormModal: React.FC<DataSourceFormModalProps> = ({
     }
   };
 
+  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>
+  );
+
+  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 (
-        <EuiFormRow
-          label="File URI"
-          isInvalid={!!errors.fileUri}
-          error={errors.fileUri}
-          helpText="Path to parquet or CSV file(s). Supports s3://, gs://, and file:// schemes."
-        >
-          <EuiFieldText
-            value={formData.fileUri}
-            onChange={(e) => updateField("fileUri", e.target.value)}
-            isInvalid={!!errors.fileUri}
-            placeholder="s3://bucket/path/to/data.parquet"
-          />
-        </EuiFormRow>
-      );
+      return renderFileSourceFields();
     }
 
     if (st === String(feast.core.DataSource.SourceType.BATCH_BIGQUERY)) {
@@ -280,13 +479,14 @@ const DataSourceFormModal: React.FC<DataSourceFormModalProps> = ({
             />
           </EuiFormRow>
           <EuiFormRow
-            label="Query"
-            helpText="Optional SQL query — use instead of a fixed table reference."
+            label="Query (optional)"
+            helpText="SQL query as an alternative to a fixed table."
           >
-            <EuiFieldText
+            <EuiTextArea
               value={formData.bigqueryQuery}
               onChange={(e) => updateField("bigqueryQuery", e.target.value)}
-              placeholder="SELECT * FROM `project.dataset.table`"
+              placeholder="SELECT * FROM `project.dataset.table` WHERE ..."
+              rows={3}
             />
           </EuiFormRow>
         </>
@@ -296,25 +496,35 @@ const DataSourceFormModal: React.FC<DataSourceFormModalProps> = ({
     if (st === String(feast.core.DataSource.SourceType.BATCH_SNOWFLAKE)) {
       return (
         <>
-          <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>
-          <EuiFormRow label="Schema">
-            <EuiFieldText
-              value={formData.snowflakeSchema}
-              onChange={(e) => updateField("snowflakeSchema", e.target.value)}
-              placeholder="PUBLIC"
-            />
-          </EuiFormRow>
+          <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>
           <EuiFormRow
             label="Table"
             isInvalid={!!errors.snowflakeTable}
@@ -334,25 +544,35 @@ const DataSourceFormModal: React.FC<DataSourceFormModalProps> = ({
     if (st === String(feast.core.DataSource.SourceType.BATCH_REDSHIFT)) {
       return (
         <>
-          <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>
-          <EuiFormRow label="Schema">
-            <EuiFieldText
-              value={formData.redshiftSchema}
-              onChange={(e) => updateField("redshiftSchema", e.target.value)}
-              placeholder="public"
-            />
-          </EuiFormRow>
+          <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}
@@ -376,7 +596,7 @@ const DataSourceFormModal: React.FC<DataSourceFormModalProps> = ({
             label="Bootstrap Servers"
             isInvalid={!!errors.kafkaBootstrapServers}
             error={errors.kafkaBootstrapServers}
-            helpText="Comma-separated list of broker host:port pairs."
+            helpText="Comma-separated host:port pairs."
           >
             <EuiFieldText
               value={formData.kafkaBootstrapServers}
@@ -410,7 +630,7 @@ const DataSourceFormModal: React.FC<DataSourceFormModalProps> = ({
             label="Table"
             isInvalid={!!errors.sparkTable}
             error={errors.sparkTable}
-            helpText="Spark catalog table reference (catalog.database.table). Provide either table or path."
+            helpText="Spark catalog table (catalog.database.table). Provide either table or path."
           >
             <EuiFieldText
               value={formData.sparkTable}
@@ -420,8 +640,8 @@ const DataSourceFormModal: React.FC<DataSourceFormModalProps> = ({
             />
           </EuiFormRow>
           <EuiFormRow
-            label="Path"
-            helpText="Alternative to table: path to data files (s3://, gs://, hdfs://)."
+            label="Path (optional)"
+            helpText="Alternative: direct path to data files."
           >
             <EuiFieldText
               value={formData.sparkPath}
@@ -433,37 +653,428 @@ const DataSourceFormModal: React.FC<DataSourceFormModalProps> = ({
       );
     }
 
+    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>
+        </>
+      );
+    }
+
+    if (st === String(feast.core.DataSource.SourceType.STREAM_KINESIS)) {
+      return (
+        <>
+          <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>
+          <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>
+        </>
+      );
+    }
+
+    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>
+        </>
+      );
+    }
+
+    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 (
-        <EuiText size="s" color="subdued">
-          No additional configuration required for this source type.
-        </EuiText>
+        <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 Data Source" : "Create Data Source"}
-      submitLabel={isEdit ? "Update Data Source" : "Create Data Source"}
+      title={
+        isEdit
+          ? `Edit ${sourceTypeName}`
+          : isPreselected
+            ? `New ${sourceTypeName} Connection`
+            : "Create Data Source"
+      }
+      submitLabel={isEdit ? "Update" : "Create Connection"}
       onClose={onClose}
       onSubmit={handleSubmit}
-      width={650}
+      width={720}
       isSubmitting={isSubmitting}
     >
       {submitError && (
         <>
           <EuiCallOut
-            title={
-              isEdit
-                ? "Unable to update data source"
-                : "Unable to create data source"
-            }
+            title="Unable to save data source"
             color="danger"
             iconType="alert"
             size="s"
@@ -474,90 +1085,132 @@ const DataSourceFormModal: React.FC<DataSourceFormModalProps> = ({
         </>
       )}
 
-      <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 data source."
-        namePlaceholder="e.g. customer_transactions"
-        descriptionPlaceholder="Describe this data source..."
-      />
+      {isPreselected && renderSourceTypeHeader()}
+      {isPreselected && <EuiSpacer size="m" />}
 
-      <EuiFormRow
-        label="Source Type"
-        helpText="The type of underlying storage system for this data source."
-      >
-        <EuiSelect
-          options={SOURCE_TYPE_OPTIONS}
-          value={formData.sourceType}
-          onChange={(e) => {
-            updateField("sourceType", e.target.value);
-            // Clear source-specific errors when type changes
-            setErrors((prev) => {
-              const next = { ...prev };
-              delete next.fileUri;
-              delete next.bigqueryTable;
-              delete next.snowflakeTable;
-              delete next.snowflakeDatabase;
-              delete next.redshiftTable;
-              delete next.redshiftDatabase;
-              delete next.kafkaBootstrapServers;
-              delete next.kafkaTopic;
-              delete next.sparkTable;
-              delete next.timestampField;
-              return next;
-            });
-          }}
-          disabled={isEdit}
+      {/* 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" />
-      <EuiText size="s">
-        <h4>Source Configuration</h4>
-      </EuiText>
+
+      {/* Section: Connection */}
+      <EuiTitle size="xxs">
+        <h4>Connection Details</h4>
+      </EuiTitle>
       <EuiSpacer size="s" />
 
       {renderSourceTypeFields()}
 
+      {/* Section: Timestamp (for batch sources) */}
       {isBatchSource && (
         <>
           <EuiSpacer size="m" />
-          <EuiFormRow
-            label="Timestamp Field"
-            isInvalid={!!errors.timestampField}
-            error={errors.timestampField}
-            helpText="Column containing the event timestamp. Required for point-in-time correct feature retrieval."
-          >
-            <EuiFieldText
-              value={formData.timestampField}
-              onChange={(e) => updateField("timestampField", e.target.value)}
-              isInvalid={!!errors.timestampField}
-              placeholder="event_timestamp"
-            />
-          </EuiFormRow>
-          <EuiFormRow
-            label="Created Timestamp Column"
-            helpText="Optional: column tracking when the row was written (used for deduplication)."
-          >
-            <EuiFieldText
-              value={formData.createdTimestampColumn}
-              onChange={(e) =>
-                updateField("createdTimestampColumn", e.target.value)
-              }
-              placeholder="created_at"
-            />
-          </EuiFormRow>
+          <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}
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/FeatureViewFormModal.tsx b/ui/src/components/FeatureViewFormModal.tsx
index 497defbb057..9e0655d96cf 100644
--- a/ui/src/components/FeatureViewFormModal.tsx
+++ b/ui/src/components/FeatureViewFormModal.tsx
@@ -275,6 +275,28 @@ const FeatureViewFormModal: React.FC<FeatureViewFormModalProps> = ({
         table: dsData.sparkTable,
         path: dsData.sparkPath,
       };
+    } 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,
+      };
+    } else if (st === String(feast.core.DataSource.SourceType.STREAM_KINESIS)) {
+      payload.kinesis_options = {
+        region: dsData.kinesisRegion,
+        stream_name: dsData.kinesisStreamName,
+      };
+    } 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, {
diff --git a/ui/src/components/LineageEventsList.tsx b/ui/src/components/LineageEventsList.tsx
new file mode 100644
index 00000000000..1c029b9894d
--- /dev/null
+++ b/ui/src/components/LineageEventsList.tsx
@@ -0,0 +1,221 @@
+import React, { useState } from "react";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiSpacer,
+  EuiBasicTable,
+  EuiLoadingSpinner,
+  EuiEmptyPrompt,
+  EuiBadge,
+  EuiFieldSearch,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiFlyout,
+  EuiFlyoutHeader,
+  EuiFlyoutBody,
+  EuiCodeBlock,
+  EuiButtonEmpty,
+} from "@elastic/eui";
+import type { OpenLineageEvent } from "../queries/useLoadOpenLineageGraph";
+import { useLoadOpenLineageEvents } 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";
+    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, 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",
+      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 }}>
+          <EuiFieldSearch
+            placeholder="Filter by namespace..."
+            value={namespace}
+            onChange={(e) => setNamespace(e.target.value)}
+            aria-label="Filter by namespace"
+          />
+        </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/ObjectsCountStats.tsx b/ui/src/components/ObjectsCountStats.tsx
index 92dc690798c..e2aed99b5fd 100644
--- a/ui/src/components/ObjectsCountStats.tsx
+++ b/ui/src/components/ObjectsCountStats.tsx
@@ -4,7 +4,6 @@ import {
   EuiFlexItem,
   EuiStat,
   EuiHorizontalRule,
-  EuiTitle,
   EuiSpacer,
 } from "@elastic/eui";
 import { useNavigate, useParams } from "react-router-dom";
@@ -26,124 +25,104 @@ const ObjectsCountStats = () => {
   const { projectName } = useParams();
   const navigate = useNavigate();
 
-  const { data: featureServices, isSuccess: fsOk } = useResourceQuery<any[]>({
+  const fsQuery = useResourceQuery<any[]>({
     resourceType: "stats-fs",
     project: projectName,
     restPath: featureServiceListPath(projectName),
     restSelect: (d) => d.featureServices,
   });
 
-  const { data: featureViews, isSuccess: fvOk } = useResourceQuery<
-    genericFVType[]
-  >({
+  const fvQuery = useResourceQuery<genericFVType[]>({
     resourceType: "stats-fvs",
     project: projectName,
     restPath: featureViewListPath(projectName),
     restSelect: restFeatureViewsToMergedList,
   });
 
-  const { data: entities, isSuccess: entOk } = useResourceQuery<any[]>({
+  const entQuery = useResourceQuery<any[]>({
     resourceType: "stats-ent",
     project: projectName,
     restPath: entityListPath(projectName),
     restSelect: (d) => d.entities,
   });
 
-  const { data: dataSources, isSuccess: dsOk } = useResourceQuery<any[]>({
+  const dsQuery = useResourceQuery<any[]>({
     resourceType: "stats-ds",
     project: projectName,
     restPath: dataSourceListPath(projectName),
     restSelect: (d) => d.dataSources,
   });
 
-  const { data: features, isSuccess: featOk } = useResourceQuery<any[]>({
+  const featQuery = useResourceQuery<any[]>({
     resourceType: "stats-feat",
     project: projectName,
     restPath: featuresListPath(projectName),
     restSelect: (d) => d.features || [],
   });
 
-  const { data: labelViews, isSuccess: lvOk } = useResourceQuery<any[]>({
+  const lvQuery = useResourceQuery<any[]>({
     resourceType: "stats-lv",
     project: projectName,
     restPath: labelViewListPath(projectName),
     restSelect: restLabelViewsFromResponse,
   });
 
-  const allOk = fsOk && fvOk && entOk && dsOk && featOk && lvOk;
-  const hasLabelViews = (labelViews?.length || 0) > 0;
+  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 hasLabelViews =
+    !lvQuery.isPermissionDenied && (lvQuery.data?.length || 0) > 0;
+
+  const queries = [fsQuery, fvQuery, featQuery, entQuery, dsQuery, lvQuery];
+  const hasAnyAccessible = queries.some((q) => !q.isPermissionDenied);
+
+  if (allSettled && !hasAnyAccessible) return null;
 
   return (
     <React.Fragment>
       <EuiSpacer size="l" />
       <EuiHorizontalRule margin="xs" />
-      {!allOk && <p>Loading</p>}
-      {allOk && (
+      {!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/${projectName}/feature-service`)}
-                description="Feature Services→"
-                title={featureServices?.length || 0}
-                reverse
-              />
-            </EuiFlexItem>
-            <EuiFlexItem>
-              <EuiStat
-                style={statStyle}
-                description="Feature Views→"
-                onClick={() => navigate(`/p/${projectName}/feature-view`)}
-                title={featureViews?.length || 0}
-                reverse
-              />
-            </EuiFlexItem>
-            <EuiFlexItem>
-              <EuiStat
-                style={statStyle}
-                description="Features→"
-                onClick={() => navigate(`/p/${projectName}/features`)}
-                title={features?.length || 0}
-                reverse
-              />
-            </EuiFlexItem>
-            <EuiFlexItem>
-              <EuiStat
-                style={statStyle}
-                description="Entities→"
-                onClick={() => navigate(`/p/${projectName}/entity`)}
-                title={entities?.length || 0}
-                reverse
-              />
-            </EuiFlexItem>
-            <EuiFlexItem>
-              <EuiStat
-                style={statStyle}
-                description="Data Sources→"
-                onClick={() => navigate(`/p/${projectName}/data-source`)}
-                title={dataSources?.length || 0}
-                reverse
-              />
-            </EuiFlexItem>
+            {stat(fsQuery, "Feature Services", "feature-service")}
+            {stat(fvQuery, "Feature Views", "feature-view")}
+            {stat(featQuery, "Features", "features")}
+            {stat(entQuery, "Entities", "entity")}
+            {stat(dsQuery, "Data Sources", "data-source")}
           </EuiFlexGroup>
           {hasLabelViews && (
             <React.Fragment>
               <EuiSpacer size="m" />
               <EuiFlexGroup>
-                <EuiFlexItem>
-                  <EuiStat
-                    style={statStyle}
-                    onClick={() => navigate(`/p/${projectName}/label-view`)}
-                    description="Label Views→"
-                    title={labelViews?.length || 0}
-                    reverse
-                  />
-                </EuiFlexItem>
+                {stat(lvQuery, "Label Views", "label-view")}
                 <EuiFlexItem />
                 <EuiFlexItem />
                 <EuiFlexItem />
diff --git a/ui/src/components/OpenLineageGraph.tsx b/ui/src/components/OpenLineageGraph.tsx
new file mode 100644
index 00000000000..a95c6c20b08
--- /dev/null
+++ b/ui/src/components/OpenLineageGraph.tsx
@@ -0,0 +1,1150 @@
+import React, { useEffect, useMemo, 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) ──
+
+const normalizeProducer = (producer?: string | null): string => {
+  if (!producer) return "unknown";
+  const p = producer.toLowerCase().trim();
+
+  // Extract the last meaningful path segment from URLs like
+  // "https://github.com/OpenLineage/OpenLineage/tree/1.0.0/integration/airflow"
+  try {
+    const url = new URL(p);
+    const segments = url.pathname.split("/").filter(Boolean);
+    if (segments.length > 0) {
+      return segments[segments.length - 1].replace(/-/g, "_");
+    }
+  } catch {
+    // not a URL
+  }
+
+  // For plain names like "feast" or "my-custom-producer", just clean up
+  return p.replace(/-/g, "_").replace(/\s+/g, "_");
+};
+
+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 = normalizeProducer(producer);
+  if (!producerColorCache[key]) {
+    producerColorCache[key] = generateProducerColor(key);
+  }
+  return producerColorCache[key];
+};
+
+const getNodeIcon = (type: string) => {
+  return type === "job" ? "\u2699" : "\u2B21";
+};
+
+// ── 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 = normalizeProducer(data.producer);
+
+  const handleClick = () => {
+    if (data.onNodeClick && data.nodeRef) {
+      data.onNodeClick(data.nodeRef);
+    }
+  };
+
+  return (
+    <div
+      style={{
+        background: colors.light,
+        borderRadius: 8,
+        width: nodeWidth,
+        height: nodeHeight,
+        border: `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,
+        }}
+      >
+        {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",
+          alignItems: "center",
+          justifyContent: "center",
+          padding: "0 10px",
+          fontSize: "14px",
+          fontWeight: "500",
+          color: "#333333",
+        }}
+      >
+        {data.label}
+      </div>
+      <Handle
+        type="source"
+        position={Position.Right}
+        id="source"
+        style={{ background: "#999", width: 10, height: 10 }}
+      />
+    </div>
+  );
+};
+
+const lineageNodeTypes = { lineageCustom: LineageCustomNode };
+
+// ── Dagre layout ──
+
+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,
+  });
+
+  nodes.forEach((node) => {
+    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);
+    }
+  });
+
+  dagre.layout(dagreGraph);
+
+  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}:${io.name}`}
+                      style={{ fontFamily: "monospace", paddingLeft: 8 }}
+                    >
+                      {io.name}
+                    </div>
+                  ))}
+                </div>
+              )}
+              {runDetail.inputs.length === 0 &&
+                runDetail.outputs.length === 0 && (
+                  <div style={{ color: "#888" }}>
+                    No I/O recorded for this run
+                  </div>
+                )}
+            </>
+          ) : (
+            <div style={{ color: "#888" }}>Run details not available</div>
+          )}
+        </div>
+      )}
+    </div>
+  );
+};
+
+// ── Node Detail Panel ──
+
+const NodeDetailPanel: React.FC<{
+  node: OpenLineageNode;
+  onClose: () => void;
+}> = ({ node, onClose }) => {
+  const { colorMode } = useTheme();
+  const isDarkMode = colorMode === "dark";
+  const colors = getProducerColors(node.producer);
+
+  const schema = node.schema;
+  const fields = schema?.fields || [];
+  const facets = node.facets || {};
+
+  const tags: string[] = [];
+  if (facets.feast_featureView?.tags) {
+    Object.entries(facets.feast_featureView.tags).forEach(([k, v]) =>
+      tags.push(`${k}:${v}`),
+    );
+  }
+  if (facets.feast_entity?.tags) {
+    Object.entries(facets.feast_entity.tags).forEach(([k, v]) =>
+      tags.push(`${k}:${v}`),
+    );
+  }
+
+  const features: string[] = facets.feast_featureView?.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;
+
+  const featureViews: string[] =
+    facets.feast_featureService?.feature_views || [];
+  const dqMetrics = facets.dataQualityMetrics;
+  const sqlFacet = facets.sql;
+  const dataSource = facets.dataSource;
+  const ownership = facets.ownership;
+
+  const knownFacetKeys = new Set([
+    "schema",
+    "documentation",
+    "feast_featureView",
+    "feast_featureService",
+    "feast_entity",
+    "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}>
+        {normalizeProducer(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" }}>Name:</span>{" "}
+              {node.feast_object_name}
+            </div>
+          )}
+          {node.feast_project && (
+            <div>
+              <span style={{ color: "#888" }}>Project:</span>{" "}
+              {node.feast_project}
+            </div>
+          )}
+        </div>
+      )}
+
+      {dataSource && (
+        <div style={{ marginTop: 14 }}>
+          <div style={{ fontWeight: 600, marginBottom: 4 }}>Data Source</div>
+          {dataSource.name && (
+            <div>
+              <span style={{ color: "#888" }}>Name:</span> {dataSource.name}
+            </div>
+          )}
+          {dataSource.uri && (
+            <div
+              style={{
+                fontFamily: "monospace",
+                fontSize: 11,
+                wordBreak: "break-all",
+              }}
+            >
+              {dataSource.uri}
+            </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" && (
+        <RunHistorySection
+          jobNamespace={node.namespace}
+          jobName={node.name}
+          isDarkMode={isDarkMode}
+        />
+      )}
+    </div>
+  );
+};
+
+// ── Main LineageGraph component ──
+
+interface LineageGraphProps {
+  olData?: OpenLineageGraphData;
+  olLoading: boolean;
+  olError: boolean;
+  feastOnlyCheckbox?: React.ReactNode;
+}
+
+const LineageGraph: React.FC<LineageGraphProps> = ({
+  olData,
+  olLoading,
+  olError,
+  feastOnlyCheckbox,
+}) => {
+  const [nodes, setNodes, onNodesChange] = useNodesState([]);
+  const [edges, setEdges, onEdgesChange] = useEdgesState([]);
+
+  const [filterType, setFilterType] = useState("");
+  const [filterProducer, setFilterProducer] = useState("");
+  const [filterObject, setFilterObject] = useState("");
+  const [selectedNode, setSelectedNode] = useState<OpenLineageNode | null>(
+    null,
+  );
+
+  const producers = useMemo(() => {
+    if (!olData) return [];
+    const set = new Set<string>();
+    for (const n of olData.nodes) {
+      set.add(normalizeProducer(n.producer));
+    }
+    return Array.from(set).sort();
+  }, [olData]);
+
+  const objectOptions = useMemo(() => {
+    if (!olData) return [];
+    return olData.nodes
+      .filter((n) => {
+        if (filterType && n.type !== filterType) return false;
+        if (filterProducer && normalizeProducer(n.producer) !== filterProducer)
+          return false;
+        return true;
+      })
+      .map((n) => n.name)
+      .filter((v, i, a) => a.indexOf(v) === i)
+      .sort();
+  }, [olData, filterType, filterProducer]);
+
+  useEffect(() => {
+    setFilterObject("");
+  }, [filterType, filterProducer]);
+
+  useEffect(() => {
+    if (!olData) return;
+
+    let filteredNodes = olData.nodes;
+    if (filterType) {
+      filteredNodes = filteredNodes.filter((n) => n.type === filterType);
+    }
+    if (filterProducer) {
+      filteredNodes = filteredNodes.filter(
+        (n) => normalizeProducer(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 connectedIds = new Set<string>();
+      for (const e of olData.edges) {
+        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 (focusIds.has(srcId)) connectedIds.add(tgtId);
+        if (focusIds.has(tgtId)) connectedIds.add(srcId);
+      }
+
+      const visibleIds = new Set(
+        Array.from(focusIds).concat(Array.from(connectedIds)),
+      );
+      filteredNodes = olData.nodes.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[] = olData.edges
+      .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 isSymlink = e.edge_type === "symlink";
+        const color = isSymlink
+          ? "#999999"
+          : e.edge_type === "derived"
+            ? "#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,
+          style: {
+            strokeWidth: isSymlink ? 1 : 2,
+            stroke: color,
+            strokeDasharray: isSymlink
+              ? "3 3"
+              : e.edge_type === "derived"
+                ? "5 3"
+                : "none",
+          },
+          type: "smoothstep",
+          markerEnd: {
+            type: MarkerType.ArrowClosed,
+            width: 16,
+            height: 16,
+            color,
+          },
+        };
+      });
+
+    const { nodes: ln, edges: le } = layoutGraph(flowNodes, flowEdges);
+    setNodes(ln);
+    setEdges(le);
+  }, [olData, filterType, filterProducer, filterObject, setNodes, setEdges]);
+
+  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 (olData.nodes.length === 0) {
+    return (
+      <EuiPanel>
+        <EuiEmptyPrompt
+          iconType="branch"
+          title={<h2>No Lineage Events</h2>}
+          body={
+            <p>
+              No OpenLineage events have been received yet. Configure your data
+              pipeline producers (Airflow, Spark, dbt, Feast) to send events to
+              this instance.
+            </p>
+          }
+        />
+      </EuiPanel>
+    );
+  }
+
+  return (
+    <EuiPanel>
+      <div
+        style={{
+          display: "flex",
+          justifyContent: "space-between",
+          alignItems: "center",
+        }}
+      >
+        <EuiTitle size="s">
+          <h2>OpenLineage Graph</h2>
+        </EuiTitle>
+        {feastOnlyCheckbox && (
+          <div style={{ display: "flex", gap: "20px" }}>
+            {feastOnlyCheckbox}
+          </div>
+        )}
+      </div>
+      <EuiSpacer size="m" />
+      <EuiFlexGroup style={{ marginBottom: 16 }}>
+        <EuiFlexItem grow={false} style={{ width: 200 }}>
+          <EuiFormRow label="Filter by 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 type"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+        <EuiFlexItem grow={false} style={{ width: 200 }}>
+          <EuiFormRow label="Filter by 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: 300 }}>
+          <EuiFormRow label="Select object">
+            <EuiSelect
+              options={[
+                { value: "", text: "All" },
+                ...objectOptions.map((name) => ({ value: name, text: name })),
+              ]}
+              value={filterObject}
+              onChange={(e) => setFilterObject(e.target.value)}
+              aria-label="Select object"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+      <div style={{ display: "flex", height: 600, border: "1px solid #ddd" }}>
+        <div style={{ flex: 1, position: "relative" }}>
+          <ReactFlow
+            nodes={nodes}
+            edges={edges}
+            onNodesChange={onNodesChange}
+            onEdgesChange={onEdgesChange}
+            nodeTypes={lineageNodeTypes}
+            connectionLineType={ConnectionLineType.SmoothStep}
+            fitView
+            minZoom={0.1}
+            maxZoom={8}
+            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/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 a974f335bda..b8730e59e0b 100644
--- a/ui/src/components/RegistryVisualization.tsx
+++ b/ui/src/components/RegistryVisualization.tsx
@@ -86,6 +86,10 @@ const getNodeColor = (type: FEAST_FCO_TYPES) => {
       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
   }
@@ -107,6 +111,10 @@ const getLightNodeColor = (type: FEAST_FCO_TYPES) => {
       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
   }
@@ -128,6 +136,10 @@ const getNodeIcon = (type: FEAST_FCO_TYPES) => {
       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
   }
@@ -434,6 +446,8 @@ const getLayoutedElements = (
     [FEAST_FCO_TYPES.labelView]: [],
     [FEAST_FCO_TYPES.mlflowRun]: [],
     [FEAST_FCO_TYPES.mlflowModel]: [],
+    [FEAST_FCO_TYPES.openlineageJob]: [],
+    [FEAST_FCO_TYPES.openlineageDataset]: [],
   };
 
   isolatedNodes.forEach((node) => {
@@ -928,6 +942,10 @@ const getNodePrefix = (type: FEAST_FCO_TYPES) => {
       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";
   }
@@ -940,6 +958,8 @@ interface RegistryVisualizationProps {
   filterNode?: { type: FEAST_FCO_TYPES; name: string };
   permissions?: any[];
   mlflowRuns?: MlflowRunData[];
+  extraCheckboxes?: React.ReactNode;
+  filterControls?: React.ReactNode;
 }
 
 const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
@@ -949,6 +969,8 @@ const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
   filterNode,
   permissions,
   mlflowRuns,
+  extraCheckboxes,
+  filterControls,
 }) => {
   const [nodes, setNodes, onNodesChange] = useNodesState([]);
   const [edges, setEdges, onEdgesChange] = useEdgesState([]);
@@ -1066,7 +1088,15 @@ 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"
@@ -1086,6 +1116,7 @@ const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
         </div>
       </div>
       <EuiSpacer size="m" />
+      {filterControls}
 
       {loading ? (
         <div style={{ display: "flex", justifyContent: "center", padding: 50 }}>
diff --git a/ui/src/components/RegistryVisualizationTab.tsx b/ui/src/components/RegistryVisualizationTab.tsx
index 5afdce0c223..4fed3c4f856 100644
--- a/ui/src/components/RegistryVisualizationTab.tsx
+++ b/ui/src/components/RegistryVisualizationTab.tsx
@@ -16,7 +16,13 @@ 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(
@@ -93,70 +99,6 @@ 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: "labelView", text: "Label View" },
-                    { value: "featureService", text: "Feature Service" },
-                    ...(mlflowData?.runs?.length
-                      ? [{ value: "mlflowRun", text: "MLflow Run" }]
-                      : []),
-                  ]}
-                  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}
@@ -178,6 +120,76 @@ 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" },
+                        ...(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/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/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/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 9068eefa0d4..e9ab456f72b 100644
--- a/ui/src/hooks/useFCOExploreSuggestions.ts
+++ b/ui/src/hooks/useFCOExploreSuggestions.ts
@@ -25,6 +25,8 @@ const FCO_TO_URL_NAME_MAP: Record<FEAST_FCO_TYPES, string> = {
   labelView: "/label-view",
   mlflowRun: "/mlflow-run",
   mlflowModel: "/mlflow-model",
+  openlineageJob: "/lineage",
+  openlineageDataset: "/lineage",
 };
 
 const createSearchLink = (
diff --git a/ui/src/pages/Layout.tsx b/ui/src/pages/Layout.tsx
index 9825159aa96..6df1b8d4d77 100644
--- a/ui/src/pages/Layout.tsx
+++ b/ui/src/pages/Layout.tsx
@@ -9,6 +9,13 @@ import {
   EuiSpacer,
   EuiFlexGroup,
   EuiFlexItem,
+  EuiAvatar,
+  EuiText,
+  EuiBadge,
+  EuiToolTip,
+  EuiPopover,
+  EuiButtonEmpty,
+  EuiIcon,
 } from "@elastic/eui";
 import { Outlet } from "react-router-dom";
 
@@ -26,14 +33,14 @@ import RegistrySearch, {
 } from "../components/RegistrySearch";
 import GlobalSearchShortcut from "../components/GlobalSearchShortcut";
 import CommandPalette from "../components/CommandPalette";
+import { useAuth } from "../contexts/AuthContext";
 
 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 { data: projectsData } = useLoadProjectsList();
 
@@ -54,55 +61,6 @@ 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/${item.name}`,
-        },
-        {
-          name: "Label Views",
-          data: data.objects.labelViews || [],
-          getLink: (item: any) => {
-            const lvName = item?.name || item?.spec?.name;
-            return `/p/${projectName}/label-view/${lvName}`;
-          },
-        },
-        {
-          name: "Feature Services",
-          data: data.objects.featureServices || [],
-          getLink: (item: any) => {
-            const serviceName = item?.name || item?.spec?.name;
-            return serviceName
-              ? `/p/${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
@@ -253,33 +211,167 @@ const Layout = () => {
                 height: "100vh",
               }}
             >
-              {data && (
-                <div
-                  style={{
-                    position: "sticky",
-                    top: 0,
-                    zIndex: 100,
-                    backgroundColor: "var(--euiPageBackgroundColor)",
-                    borderBottom: "1px solid #D3DAE6",
-                    boxShadow: "0px 1px 5px rgba(0, 0, 0, 0.05)",
-                    padding: "16px",
-                    width: "100%",
-                  }}
-                >
-                  <EuiFlexGroup justifyContent="center" alignItems="center">
-                    <EuiFlexItem
-                      grow={false}
-                      style={{ width: "600px", maxWidth: "90%" }}
-                    >
-                      <RegistrySearch
-                        ref={searchRef}
-                        categories={globalCategories}
-                      />
+              <div
+                style={{
+                  position: "sticky",
+                  top: 0,
+                  zIndex: 100,
+                  backgroundColor: "var(--euiPageBackgroundColor)",
+                  borderBottom: "1px solid #D3DAE6",
+                  boxShadow: "0px 1px 5px rgba(0, 0, 0, 0.05)",
+                  padding: "12px 16px",
+                  width: "100%",
+                }}
+              >
+                <EuiFlexGroup alignItems="center" gutterSize="m">
+                  {data && (
+                    <EuiFlexItem>
+                      <div
+                        style={{
+                          maxWidth: 600,
+                          margin: "0 auto",
+                          width: "100%",
+                        }}
+                      >
+                        <RegistrySearch
+                          ref={searchRef}
+                          categories={globalCategories}
+                        />
+                      </div>
                     </EuiFlexItem>
-                    <EuiFlexItem grow={false}></EuiFlexItem>
-                  </EuiFlexGroup>
-                </div>
-              )}
+                  )}
+                  {!data && <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,
diff --git a/ui/src/pages/ProjectOverviewPage.tsx b/ui/src/pages/ProjectOverviewPage.tsx
index ef4b39427ce..017c32d56e7 100644
--- a/ui/src/pages/ProjectOverviewPage.tsx
+++ b/ui/src/pages/ProjectOverviewPage.tsx
@@ -31,56 +31,70 @@ const AllProjectsDashboard = () => {
   const navigate = useNavigate();
   const { data: projectsData } = useLoadProjectsList();
 
-  const { data: allFVs } = useResourceQuery<genericFVType[]>({
+  const fvQuery = useResourceQuery<genericFVType[]>({
     resourceType: "all-proj-fvs",
     restPath: "/feature_views/all?limit=100&include_relationships=true",
     restSelect: restFeatureViewsToMergedList,
   });
 
-  const { data: allEntities } = useResourceQuery<any[]>({
+  const entQuery = useResourceQuery<any[]>({
     resourceType: "all-proj-entities",
     restPath: "/entities/all?limit=100",
     restSelect: (d) => d.entities,
   });
 
-  const { data: allDS } = useResourceQuery<any[]>({
+  const dsQuery = useResourceQuery<any[]>({
     resourceType: "all-proj-ds",
     restPath: "/data_sources/all?limit=100",
     restSelect: (d) => d.dataSources,
   });
 
-  const { data: allFS } = useResourceQuery<any[]>({
+  const fsQuery = useResourceQuery<any[]>({
     resourceType: "all-proj-fs",
     restPath: "/feature_services/all?limit=100",
     restSelect: (d) => d.featureServices,
   });
 
-  const { data: allFeatures } = useResourceQuery<any[]>({
+  const featQuery = useResourceQuery<any[]>({
     resourceType: "all-proj-features",
     restPath: "/features/all?limit=100",
     restSelect: (d) => d.features,
   });
 
-  const { data: allLabelViews } = useResourceQuery<any[]>({
+  const lvQuery = useResourceQuery<any[]>({
     resourceType: "all-proj-lvs",
     restPath: "/label_views/all?limit=100&include_relationships=true",
     restSelect: restLabelViewsFromResponse,
   });
 
-  const loaded =
-    allFVs && allEntities && allDS && allFS && allFeatures && allLabelViews;
+  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 (!loaded) {
+  if (!allSettled) {
     return <EuiSkeletonText lines={10} />;
   }
 
+  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: allFVs.length,
-    entities: allEntities.length,
-    dataSources: allDS.length,
-    featureServices: allFS.length,
-    features: allFeatures.length,
-    labelViews: allLabelViews?.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,
   };
 
   const projects = projectsData?.projects.filter((p) => p.id !== "all") || [];
@@ -90,11 +104,18 @@ const AllProjectsDashboard = () => {
     return {
       ...project,
       counts: {
-        featureViews: allFVs.filter((fv) => matchesProject(fv.object || fv))
-          .length,
-        entities: allEntities.filter(matchesProject).length,
-        features: allFeatures.filter(matchesProject).length,
-        labelViews: (allLabelViews || []).filter(matchesProject).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,
       },
     };
   });
@@ -122,48 +143,58 @@ 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 > 0 && (
+          {totalCounts.labelViews != null && totalCounts.labelViews > 0 && (
             <React.Fragment>
               <EuiSpacer size="m" />
               <EuiFlexGroup>
@@ -205,44 +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.labelViews > 0 && (
+                  {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.labelViews}</strong>
+                        <strong>{project.counts.features}</strong>
                         <br />
                         <span style={{ fontSize: "0.85em", color: "#69707D" }}>
-                          Label Views
+                          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>
diff --git a/ui/src/pages/Sidebar.tsx b/ui/src/pages/Sidebar.tsx
index c7fffeb1fd4..1054b3d8e3c 100644
--- a/ui/src/pages/Sidebar.tsx
+++ b/ui/src/pages/Sidebar.tsx
@@ -24,6 +24,7 @@ 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 = () => {
@@ -195,6 +196,15 @@ const SideNav = () => {
           ),
           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/DataSourceOverviewTab.tsx b/ui/src/pages/data-sources/DataSourceOverviewTab.tsx
index 6ee71f9a65c..42a8d2536f0 100644
--- a/ui/src/pages/data-sources/DataSourceOverviewTab.tsx
+++ b/ui/src/pages/data-sources/DataSourceOverviewTab.tsx
@@ -69,6 +69,38 @@ const buildEditFormData = (ds: any): DataSourceFormData => {
     kafkaTopic: spec.kafkaOptions?.topic || ds.kafkaOptions?.topic || "",
     sparkTable: spec.sparkOptions?.table || ds.sparkOptions?.table || "",
     sparkPath: spec.sparkOptions?.path || ds.sparkOptions?.path || "",
+    kinesisRegion:
+      spec.kinesisOptions?.region || ds.kinesisOptions?.region || "",
+    kinesisStreamName:
+      spec.kinesisOptions?.streamName || ds.kinesisOptions?.streamName || "",
+    trinoTable: spec.trinoOptions?.table || ds.trinoOptions?.table || "",
+    trinoQuery: spec.trinoOptions?.query || ds.trinoOptions?.query || "",
+    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 || "",
+    customSourceClassName:
+      spec.customOptions?.className || ds.customOptions?.className || "",
+    customSourceConfig:
+      spec.customOptions?.config || ds.customOptions?.config || "",
+    rayReaderType: "",
+    rayPath: "",
+    rayReaderOptions: "",
+    postgresTable: "",
+    postgresQuery: "",
+    mongodbCollection: "",
+    clickhouseTable: "",
+    clickhouseQuery: "",
+    mssqlTable: "",
+    mssqlConnectionStr: "",
+    oracleTable: "",
+    oracleConnectionStr: "",
+    couchbaseDatabase: "",
+    couchbaseScope: "",
+    couchbaseCollection: "",
+    couchbaseQuery: "",
   };
 };
 
@@ -116,6 +148,28 @@ const formDataToPayload = (formData: DataSourceFormData, project: string) => {
       table: formData.sparkTable,
       path: formData.sparkPath,
     };
+  } 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,
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.STREAM_KINESIS)) {
+    payload.kinesis_options = {
+      region: formData.kinesisRegion,
+      stream_name: formData.kinesisStreamName,
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.CUSTOM_SOURCE)) {
+    payload.custom_options = {
+      class_name: formData.customSourceClassName,
+      config: formData.customSourceConfig,
+    };
   }
 
   return payload;
diff --git a/ui/src/pages/data-sources/Index.tsx b/ui/src/pages/data-sources/Index.tsx
index cf44de1770f..e041058f995 100644
--- a/ui/src/pages/data-sources/Index.tsx
+++ b/ui/src/pages/data-sources/Index.tsx
@@ -1,4 +1,4 @@
-import React, { useState } from "react";
+import React, { useMemo, useState } from "react";
 import { useParams } from "react-router-dom";
 
 import {
@@ -14,8 +14,8 @@ import {
 } from "@elastic/eui";
 
 import DatasourcesListingTable from "./DataSourcesListingTable";
+import DataSourceCatalog from "./DataSourceCatalog";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
-import DataSourceIndexEmptyState from "./DataSourceIndexEmptyState";
 import { DataSourceIcon } from "../../graphics/DataSourceIcon";
 import { useSearchQuery } from "../../hooks/useSearchInputWithTags";
 import { feast } from "../../protos";
@@ -95,6 +95,28 @@ const formDataToPayload = (formData: DataSourceFormData, project: string) => {
       table: formData.sparkTable,
       path: formData.sparkPath,
     };
+  } 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,
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.STREAM_KINESIS)) {
+    payload.kinesis_options = {
+      region: formData.kinesisRegion,
+      stream_name: formData.kinesisStreamName,
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.CUSTOM_SOURCE)) {
+    payload.custom_options = {
+      class_name: formData.customSourceClassName,
+      config: formData.customSourceConfig,
+    };
   }
 
   return payload;
@@ -102,10 +124,15 @@ const formDataToPayload = (formData: DataSourceFormData, project: string) => {
 
 const Index = () => {
   const { projectName } = useParams();
-  const { isLoading, isSuccess, isError, data } = useLoadDatasources();
+  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();
@@ -116,11 +143,73 @@ 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: "",
+      bigqueryTable: "",
+      bigqueryQuery: "",
+      snowflakeTable: "",
+      snowflakeDatabase: "",
+      snowflakeSchema: "",
+      redshiftTable: "",
+      redshiftDatabase: "",
+      redshiftSchema: "",
+      kafkaBootstrapServers: "",
+      kafkaTopic: "",
+      sparkTable: "",
+      sparkPath: "",
+      kinesisRegion: "",
+      kinesisStreamName: "",
+      trinoTable: "",
+      trinoQuery: "",
+      athenaTable: "",
+      athenaQuery: "",
+      athenaDatabase: "",
+      athenaDataSource: "",
+      customSourceClassName: "",
+      customSourceConfig: "",
+      rayReaderType: "parquet",
+      rayPath: "",
+      rayReaderOptions: "",
+      postgresTable: "",
+      postgresQuery: "",
+      mongodbCollection: "",
+      clickhouseTable: "",
+      clickhouseQuery: "",
+      mssqlTable: "",
+      mssqlConnectionStr: "",
+      oracleTable: "",
+      oracleConnectionStr: "",
+      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.`,
@@ -128,7 +217,6 @@ const Index = () => {
         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);
@@ -143,13 +231,13 @@ const Index = () => {
         iconType={DataSourceIcon}
         pageTitle="Data Sources"
         rightSideItems={[
-          ...(isAllProjects
+          ...(isAllProjects || showCatalog
             ? []
             : [
                 <EuiButton
                   fill
                   iconType="plus"
-                  onClick={() => setIsModalOpen(true)}
+                  onClick={() => setShowCatalog(true)}
                   key="create"
                 >
                   Create Data Source
@@ -175,7 +263,7 @@ const Index = () => {
             <EuiSpacer size="m" />
           </>
         )}
-        {errorMessage && (
+        {errorMessage && !isModalOpen && (
           <>
             <EuiCallOut
               title={errorMessage}
@@ -186,32 +274,84 @@ const Index = () => {
             <EuiSpacer size="m" />
           </>
         )}
-        {isLoading && (
-          <p>
-            <EuiLoadingSpinner size="m" /> Loading
-          </p>
-        )}
-        {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>
+
+        {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>
 
@@ -219,11 +359,13 @@ const Index = () => {
         <DataSourceFormModal
           onClose={() => {
             setIsModalOpen(false);
+            setPreselectedSourceType(null);
             setErrorMessage(null);
           }}
           onSubmit={handleCreateSubmit}
           isSubmitting={applyDataSource.isLoading}
           submitError={errorMessage}
+          initialData={modalInitialData}
         />
       )}
     </EuiPageTemplate>
diff --git a/ui/src/pages/entities/Index.tsx b/ui/src/pages/entities/Index.tsx
index 32d812e1539..57a2584b071 100644
--- a/ui/src/pages/entities/Index.tsx
+++ b/ui/src/pages/entities/Index.tsx
@@ -47,7 +47,8 @@ const formDataToPayload = (formData: EntityFormData, project: string) => ({
 
 const Index = () => {
   const { projectName } = useParams();
-  const { isLoading, isSuccess, isError, data } = useLoadEntities();
+  const { isLoading, isSuccess, isError, isPermissionDenied, data } =
+    useLoadEntities();
   const isAllProjects = projectName === "all";
 
   const [isModalOpen, setIsModalOpen] = useState(false);
@@ -121,7 +122,14 @@ const Index = () => {
             <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>
diff --git a/ui/src/pages/feature-services/Index.tsx b/ui/src/pages/feature-services/Index.tsx
index b68bb9697e3..7a2744c7876 100644
--- a/ui/src/pages/feature-services/Index.tsx
+++ b/ui/src/pages/feature-services/Index.tsx
@@ -9,6 +9,7 @@ import {
   EuiFlexGroup,
   EuiFlexItem,
   EuiFieldSearch,
+  EuiCallOut,
 } from "@elastic/eui";
 
 import { FeatureServiceIcon } from "../../graphics/FeatureServiceIcon";
@@ -84,7 +85,8 @@ const filterFn = (
 };
 
 const Index = () => {
-  const { isLoading, isSuccess, isError, data } = useLoadFeatureServices();
+  const { isLoading, isSuccess, isError, isPermissionDenied, data } =
+    useLoadFeatureServices();
   const tagAggregationQuery = useFeatureServiceTagsAggregation();
 
   useDocumentTitle(`Feature Services | Feast`);
@@ -127,7 +129,14 @@ const Index = () => {
             <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 services.</p>
+          </EuiCallOut>
+        )}
+        {isError && !isPermissionDenied && (
+          <p>We encountered an error while loading.</p>
+        )}
         {isSuccess && !data && <FeatureServiceIndexEmptyState />}
         {isSuccess && filterResult && (
           <React.Fragment>
diff --git a/ui/src/pages/feature-views/FeatureViewVersionsTab.tsx b/ui/src/pages/feature-views/FeatureViewVersionsTab.tsx
index 188bc8d7a3a..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,
@@ -161,11 +160,17 @@ 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: DecodedVersion[] = useMemo(
     () => records.map(decodeVersionProto),
diff --git a/ui/src/pages/feature-views/Index.tsx b/ui/src/pages/feature-views/Index.tsx
index 7bd81c34963..879aa717574 100644
--- a/ui/src/pages/feature-views/Index.tsx
+++ b/ui/src/pages/feature-views/Index.tsx
@@ -121,7 +121,8 @@ const formDataToPayload = (formData: FeatureViewFormData, project: string) => ({
 
 const Index = () => {
   const { projectName } = useParams();
-  const { isLoading, isSuccess, isError, data } = useLoadFeatureViews();
+  const { isLoading, isSuccess, isError, isPermissionDenied, data } =
+    useLoadFeatureViews();
   const isAllProjects = projectName === "all";
 
   const entitiesQuery = useResourceQuery<any[]>({
@@ -269,7 +270,14 @@ const Index = () => {
             <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>
diff --git a/ui/src/pages/feature-views/components/FeatureViewProjectionDisplayPanel.tsx b/ui/src/pages/feature-views/components/FeatureViewProjectionDisplayPanel.tsx
index 6307de29c39..a80f8039e19 100644
--- a/ui/src/pages/feature-views/components/FeatureViewProjectionDisplayPanel.tsx
+++ b/ui/src/pages/feature-views/components/FeatureViewProjectionDisplayPanel.tsx
@@ -4,7 +4,6 @@ import {
   EuiBasicTable,
   EuiPanel,
   EuiSpacer,
-  EuiText,
   EuiTitle,
 } from "@elastic/eui";
 import { useParams } from "react-router-dom";
diff --git a/ui/src/pages/features/FeatureListPage.tsx b/ui/src/pages/features/FeatureListPage.tsx
index 550a2116bda..d03ed0ec508 100644
--- a/ui/src/pages/features/FeatureListPage.tsx
+++ b/ui/src/pages/features/FeatureListPage.tsx
@@ -16,6 +16,7 @@ import {
   EuiFlexItem,
   EuiFormRow,
   EuiBadge,
+  EuiCallOut,
 } from "@elastic/eui";
 import EuiCustomLink from "../../components/EuiCustomLink";
 import ExportButton from "../../components/ExportButton";
@@ -53,6 +54,7 @@ const FeatureListPage = () => {
     data: features,
     isLoading,
     isError,
+    isPermissionDenied,
   } = useResourceQuery<any[]>({
     resourceType: "features-list",
     project: projectName,
@@ -257,6 +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/label-views/BatchUploadTab.tsx b/ui/src/pages/label-views/BatchUploadTab.tsx
index b85cc31521c..6f3930c5d92 100644
--- a/ui/src/pages/label-views/BatchUploadTab.tsx
+++ b/ui/src/pages/label-views/BatchUploadTab.tsx
@@ -3,7 +3,6 @@ import { useParams } from "react-router-dom";
 import {
   EuiPanel,
   EuiTitle,
-  EuiHorizontalRule,
   EuiForm,
   EuiFormRow,
   EuiButton,
@@ -18,7 +17,6 @@ import {
   EuiFilePicker,
   EuiBasicTable,
   EuiBasicTableColumn,
-  EuiIcon,
   EuiCodeBlock,
 } from "@elastic/eui";
 import RegistryPathContext from "../../contexts/RegistryPathContext";
@@ -28,7 +26,7 @@ const BatchUploadTab = () => {
   const { labelViewName } = useParams();
   const registryUrl = useContext(RegistryPathContext);
   const name = labelViewName || "";
-  const { isLoading, isSuccess, data } = useLoadLabelView(name);
+  const { isLoading, data } = useLoadLabelView(name);
 
   const [fileData, setFileData] = useState<any[] | null>(null);
   const [fileName, setFileName] = useState<string>("");
diff --git a/ui/src/pages/label-views/ClassificationMethod.tsx b/ui/src/pages/label-views/ClassificationMethod.tsx
index 3a0f34c236a..9d4366f2e00 100644
--- a/ui/src/pages/label-views/ClassificationMethod.tsx
+++ b/ui/src/pages/label-views/ClassificationMethod.tsx
@@ -1,4 +1,10 @@
-import React, { useState, useContext, useEffect } from "react";
+import React, {
+  useState,
+  useContext,
+  useEffect,
+  useCallback,
+  useMemo,
+} from "react";
 import { useParams } from "react-router-dom";
 import {
   EuiCallOut,
@@ -7,7 +13,6 @@ import {
   EuiFlexItem,
   EuiButton,
   EuiPanel,
-  EuiTitle,
   EuiText,
   EuiLoadingSpinner,
   EuiBasicTable,
@@ -45,17 +50,23 @@ const ClassificationMethod = () => {
   const [pageSize, setPageSize] = useState(25);
 
   const spec = data?.object?.spec || data?.spec || {};
-  const labelFields: { name: string; valueType?: string }[] =
-    spec.features || [];
-  const entities: string[] = spec.entityColumns?.length
-    ? spec.entityColumns.map((ec: { name: string }) => ec.name)
-    : spec.entities || [];
+  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 = async () => {
+  const fetchLabels = useCallback(async () => {
     setIsLoading(true);
     setError(null);
     try {
@@ -84,13 +95,13 @@ const ClassificationMethod = () => {
     } finally {
       setIsLoading(false);
     }
-  };
+  }, [labelViewName, registryUrl]);
 
   useEffect(() => {
     if (labelViewName) {
       fetchLabels();
     }
-  }, [labelViewName]);
+  }, [labelViewName, fetchLabels]);
 
   const handleFieldChange = (rowId: string, field: string, value: string) => {
     setRows((prev) =>
@@ -186,7 +197,7 @@ const ClassificationMethod = () => {
     URL.revokeObjectURL(url);
   };
 
-  const filteredRows = React.useMemo(() => {
+  const filteredRows = useMemo(() => {
     if (!searchQuery.trim()) return rows;
     const q = searchQuery.toLowerCase();
     return rows.filter((row) =>
@@ -198,12 +209,12 @@ const ClassificationMethod = () => {
     );
   }, [rows, searchQuery]);
 
-  const paginatedRows = React.useMemo(() => {
+  const paginatedRows = useMemo(() => {
     const start = pageIndex * pageSize;
     return filteredRows.slice(start, start + pageSize);
   }, [filteredRows, pageIndex, pageSize]);
 
-  const uniqueValuesForField = React.useMemo(() => {
+  const uniqueValuesForField = useMemo(() => {
     const result: Record<string, string[]> = {};
     labelFields.forEach((field) => {
       const values = new Set<string>();
diff --git a/ui/src/pages/label-views/EntityFormMethod.tsx b/ui/src/pages/label-views/EntityFormMethod.tsx
index d659a38b08f..025f08b277c 100644
--- a/ui/src/pages/label-views/EntityFormMethod.tsx
+++ b/ui/src/pages/label-views/EntityFormMethod.tsx
@@ -9,7 +9,6 @@ import {
   EuiPanel,
   EuiTitle,
   EuiText,
-  EuiLoadingSpinner,
   EuiFormRow,
   EuiFieldText,
   EuiFieldNumber,
@@ -35,11 +34,17 @@ const EntityFormMethod = ({ annotationConfig }: EntityFormMethodProps) => {
   const { data } = useLoadLabelView(labelViewName || "");
 
   const spec = data?.object?.spec || data?.spec || {};
-  const entities: string[] = spec.entityColumns?.length
-    ? spec.entityColumns.map((ec: { name: string }) => ec.name)
-    : spec.entities || [];
-  const labelFields: { name: string; valueType?: string }[] =
-    spec.features || [];
+  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;
diff --git a/ui/src/pages/label-views/Index.tsx b/ui/src/pages/label-views/Index.tsx
index 7e519b48a40..ae8fe324f7d 100644
--- a/ui/src/pages/label-views/Index.tsx
+++ b/ui/src/pages/label-views/Index.tsx
@@ -10,6 +10,7 @@ import {
   EuiEmptyPrompt,
   EuiTitle,
   EuiLink,
+  EuiCallOut,
 } from "@elastic/eui";
 
 import { LabelViewIcon } from "../../graphics/LabelViewIcon";
@@ -167,7 +168,8 @@ const LabelViewIndexEmptyState = () => (
 );
 
 const Index = () => {
-  const { isLoading, isSuccess, isError, data } = useLoadLabelViews();
+  const { isLoading, isSuccess, isError, isPermissionDenied, data } =
+    useLoadLabelViews();
 
   useDocumentTitle(`Label Views | Feast`);
 
@@ -184,7 +186,14 @@ const Index = () => {
             <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 label views.</p>
+          </EuiCallOut>
+        )}
+        {isError && !isPermissionDenied && (
+          <p>We encountered an error while loading.</p>
+        )}
         {isSuccess && (!data || data.length === 0) && (
           <LabelViewIndexEmptyState />
         )}
diff --git a/ui/src/pages/label-views/IntegrationsTab.tsx b/ui/src/pages/label-views/IntegrationsTab.tsx
index 70078644443..feca543bd10 100644
--- a/ui/src/pages/label-views/IntegrationsTab.tsx
+++ b/ui/src/pages/label-views/IntegrationsTab.tsx
@@ -3,7 +3,6 @@ import { useParams } from "react-router-dom";
 import {
   EuiPanel,
   EuiTitle,
-  EuiHorizontalRule,
   EuiText,
   EuiLoadingSpinner,
   EuiCallOut,
@@ -12,8 +11,6 @@ import {
   EuiFlexGroup,
   EuiFlexItem,
   EuiBadge,
-  EuiCopy,
-  EuiButton,
   EuiIcon,
 } from "@elastic/eui";
 import RegistryPathContext from "../../contexts/RegistryPathContext";
diff --git a/ui/src/pages/label-views/LabelBrowseTab.tsx b/ui/src/pages/label-views/LabelBrowseTab.tsx
index d1ee9013a92..7ed1b51a8b1 100644
--- a/ui/src/pages/label-views/LabelBrowseTab.tsx
+++ b/ui/src/pages/label-views/LabelBrowseTab.tsx
@@ -83,7 +83,7 @@ const LabelBrowseTab = () => {
   const entities: string[] = spec.entityColumns?.length
     ? spec.entityColumns.map((ec: { name: string }) => ec.name)
     : spec.entities || [];
-  const features: any[] = spec.features || [];
+  const features: any[] = useMemo(() => spec.features || [], [spec.features]);
   const conflictPolicy =
     spec.conflictPolicy || spec.conflict_policy || "LAST_WRITE_WINS";
   const policyLabel =
diff --git a/ui/src/pages/label-views/TrainingExportTab.tsx b/ui/src/pages/label-views/TrainingExportTab.tsx
index 6580825231d..7a19741c182 100644
--- a/ui/src/pages/label-views/TrainingExportTab.tsx
+++ b/ui/src/pages/label-views/TrainingExportTab.tsx
@@ -28,7 +28,7 @@ const TrainingExportTab = () => {
   const { labelViewName } = useParams();
   const registryUrl = useContext(RegistryPathContext);
   const name = labelViewName || "";
-  const { isLoading, isSuccess, data } = useLoadLabelView(name);
+  const { isLoading, data } = useLoadLabelView(name);
   const { data: registryData } = useLoadRegistry(registryUrl);
 
   const [featureService, setFeatureService] = useState("");
@@ -38,7 +38,6 @@ const TrainingExportTab = () => {
     moment().subtract(30, "days"),
   );
   const [endDate, setEndDate] = useState<moment.Moment | null>(moment());
-  const [exportFormat, setExportFormat] = useState("csv");
   const [exporting, setExporting] = useState(false);
   const [exportResult, setExportResult] = useState<any>(null);
   const [error, setError] = useState<string | null>(null);
diff --git a/ui/src/pages/lineage/Index.tsx b/ui/src/pages/lineage/Index.tsx
index a3a9ca19296..40bf7f83afc 100644
--- a/ui/src/pages/lineage/Index.tsx
+++ b/ui/src/pages/lineage/Index.tsx
@@ -1,18 +1,29 @@
-import React, { useContext } from "react";
+import React, { useContext, useState } from "react";
 import {
   EuiPageTemplate,
   EuiTitle,
   EuiSpacer,
   EuiSkeletonText,
   EuiEmptyPrompt,
+  EuiButtonGroup,
 } 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 { useLoadOpenLineageGraph } from "../../queries/useLoadOpenLineageGraph";
 import { useParams } from "react-router-dom";
 
+type ActiveTab = "lineage" | "events";
+
+const tabButtons = [
+  { id: "lineage", label: "Lineage" },
+  { id: "events", label: "Events" },
+];
+
 const LineagePage = () => {
   useDocumentTitle("Feast Lineage");
   const registryUrl = useContext(RegistryPathContext);
@@ -22,7 +33,14 @@ const LineagePage = () => {
     projectName,
   );
 
-  // Show message for "All Projects" view
+  const [activeTab, setActiveTab] = useState<ActiveTab>("lineage");
+  const [registryOnly, setRegistryOnly] = useState(false);
+
+  const olGraphQuery = useLoadOpenLineageGraph();
+
+  const olConsumerAvailable =
+    !olGraphQuery.isError && olGraphQuery.data !== undefined;
+
   if (projectName === "all") {
     return (
       <EuiPageTemplate panelled>
@@ -81,7 +99,66 @@ const LineagePage = () => {
           />
         )}
 
-        {isSuccess && <RegistryVisualizationTab />}
+        {isSuccess && (
+          <>
+            {olConsumerAvailable ? (
+              <>
+                <EuiButtonGroup
+                  legend="Select lineage tab"
+                  options={tabButtons}
+                  idSelected={activeTab}
+                  onChange={(id) => setActiveTab(id as ActiveTab)}
+                  buttonSize="m"
+                  isFullWidth={false}
+                />
+                <EuiSpacer size="l" />
+
+                {activeTab === "lineage" && (
+                  <>
+                    {registryOnly ? (
+                      <RegistryVisualizationTab
+                        feastOnlyCheckbox={
+                          <label>
+                            <input
+                              type="checkbox"
+                              checked={registryOnly}
+                              onChange={(e) =>
+                                setRegistryOnly(e.target.checked)
+                              }
+                            />
+                            {" Feast Only Lineage"}
+                          </label>
+                        }
+                      />
+                    ) : (
+                      <LineageGraph
+                        olData={olGraphQuery.data}
+                        olLoading={olGraphQuery.isLoading}
+                        olError={olGraphQuery.isError}
+                        feastOnlyCheckbox={
+                          <label>
+                            <input
+                              type="checkbox"
+                              checked={registryOnly}
+                              onChange={(e) =>
+                                setRegistryOnly(e.target.checked)
+                              }
+                            />
+                            {" Feast Only Lineage"}
+                          </label>
+                        }
+                      />
+                    )}
+                  </>
+                )}
+
+                {activeTab === "events" && <LineageEventsList />}
+              </>
+            ) : (
+              <RegistryVisualizationTab />
+            )}
+          </>
+        )}
       </EuiPageTemplate.Section>
     </EuiPageTemplate>
   );
diff --git a/ui/src/pages/monitoring/FeatureMetricsDetail.tsx b/ui/src/pages/monitoring/FeatureMetricsDetail.tsx
index 88d464d8faa..51f690ffa55 100644
--- a/ui/src/pages/monitoring/FeatureMetricsDetail.tsx
+++ b/ui/src/pages/monitoring/FeatureMetricsDetail.tsx
@@ -18,7 +18,6 @@ import {
   useBaselineMetrics,
 } from "../../queries/useMonitoringApi";
 import type {
-  FeatureMetric,
   NumericHistogram,
   CategoricalHistogram,
 } from "../../queries/useMonitoringApi";
diff --git a/ui/src/pages/monitoring/Index.tsx b/ui/src/pages/monitoring/Index.tsx
index 848d6ee9ae8..c3576d07c3d 100644
--- a/ui/src/pages/monitoring/Index.tsx
+++ b/ui/src/pages/monitoring/Index.tsx
@@ -14,6 +14,7 @@ import { useDocumentTitle } from "../../hooks/useDocumentTitle";
 import useLoadRegistry from "../../queries/useLoadRegistry";
 import RegistryPathContext from "../../contexts/RegistryPathContext";
 import {
+  isServiceUnavailable,
   useFeatureMetrics,
   useFeatureViewMetrics,
   useFeatureServiceMetrics,
@@ -33,7 +34,7 @@ const MonitoringIndex = () => {
   const { data: registryData } = useLoadRegistry(registryUrl, projectName);
 
   const [selectedFV, setSelectedFV] = useState("");
-  const [granularity, setGranularity] = useState("baseline");
+  const [granularity, setGranularity] = useState("daily");
   const [dataSourceType, setDataSourceType] = useState("");
   const [startDate, setStartDate] = useState("");
   const [endDate, setEndDate] = useState("");
@@ -112,7 +113,13 @@ const MonitoringIndex = () => {
     });
   };
 
-  const hasError = featureQuery.isError && fvQuery.isError && fsQuery.isError;
+  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);
@@ -162,6 +169,43 @@ const MonitoringIndex = () => {
     },
   ];
 
+  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
diff --git a/ui/src/pages/monitoring/components/HistogramChart.tsx b/ui/src/pages/monitoring/components/HistogramChart.tsx
index bed612df0dc..a716b025021 100644
--- a/ui/src/pages/monitoring/components/HistogramChart.tsx
+++ b/ui/src/pages/monitoring/components/HistogramChart.tsx
@@ -291,12 +291,10 @@ const NumericHistogramChart = ({
 const LABEL_WIDTH = 60;
 const BAR_MAX_WIDTH = 320;
 const COUNT_PAD = 80;
-const CAT_SVG_WIDTH = LABEL_WIDTH + BAR_MAX_WIDTH + COUNT_PAD;
 
 const LABEL_WIDTH_EXP = 120;
 const BAR_MAX_WIDTH_EXP = 560;
 const COUNT_PAD_EXP = 100;
-const CAT_SVG_WIDTH_EXP = LABEL_WIDTH_EXP + BAR_MAX_WIDTH_EXP + COUNT_PAD_EXP;
 
 const renderCategoricalSvg = (
   histogram: CategoricalHistogram,
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..a3be0bae8df
--- /dev/null
+++ b/ui/src/pages/saved-data-sets/CreateDatasetForm.tsx
@@ -0,0 +1,616 @@
+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" },
+];
+
+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 [storageType, setStorageType] = useState("file");
+  const [storagePath, setStoragePath] = useState("");
+  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");
+    }
+
+    // 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(),
+        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 (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>
+
+      <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>
+
+      <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/DatasetInstance.tsx b/ui/src/pages/saved-data-sets/DatasetInstance.tsx
index 0f7e3ab8984..ce13cb26e3c 100644
--- a/ui/src/pages/saved-data-sets/DatasetInstance.tsx
+++ b/ui/src/pages/saved-data-sets/DatasetInstance.tsx
@@ -1,33 +1,118 @@
-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"
+            size="s"
+            onClick={() => {
+              setEditError(null);
+              setShowEditModal(true);
+            }}
+          >
+            Edit
+          </EuiButton>,
+          <EuiButtonEmpty
+            key="delete"
+            iconType="trash"
+            size="s"
+            color="danger"
+            onClick={() => setShowDeleteConfirm(true)}
+          >
+            Delete
+          </EuiButtonEmpty>,
+        ]}
         tabs={[
           {
             label: "Overview",
@@ -37,22 +122,72 @@ 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 d9a0ab43af9..b765da70241 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,
@@ -9,15 +10,52 @@ import {
   EuiDescriptionList,
   EuiDescriptionListTitle,
   EuiDescriptionListDescription,
+  EuiBadge,
+  EuiText,
+  EuiCallOut,
 } from "@elastic/eui";
-import React from "react";
 import { useParams } from "react-router-dom";
 import DatasetFeaturesTable from "./DatasetFeaturesTable";
 import DatasetJoinKeysTable from "./DatasetJoinKeysTable";
 import useLoadDataset from "./useLoadDataset";
-import { toDate } from "../../utils/timestamp";
 
-const EntityOverviewTab = () => {
+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 = () => {
   let { datasetName } = useParams();
 
   if (!datasetName) {
@@ -26,87 +64,175 @@ 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 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: any) => {
-                      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>
+
+            <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>
+
+            {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..2c96a0ee109
--- /dev/null
+++ b/ui/src/pages/saved-data-sets/DatasetsCardGrid.tsx
@@ -0,0 +1,344 @@
+import React, { useState } from "react";
+import {
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiPanel,
+  EuiTitle,
+  EuiText,
+  EuiBadge,
+  EuiSpacer,
+  EuiButtonIcon,
+  EuiToolTip,
+  EuiIcon,
+  EuiCopy,
+} 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 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>
+
+        <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>
+
+        {/* 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..823f42176f3 100644
--- a/ui/src/pages/saved-data-sets/DatasetsListingTable.tsx
+++ b/ui/src/pages/saved-data-sets/DatasetsListingTable.tsx
@@ -1,12 +1,21 @@
 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";
+  return "—";
 }
 
 const DatasetsListingTable = ({ datasets }: DatasetsListingTableProps) => {
@@ -17,27 +26,58 @@ 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: "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: "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..db567a15703
--- /dev/null
+++ b/ui/src/pages/saved-data-sets/EditDatasetModal.tsx
@@ -0,0 +1,555 @@
+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: "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");
+  }
+  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) 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 "";
+}
+
+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 [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,
+      tags: tagsObj,
+      full_feature_names: fullFeatureNames,
+      feature_service_name: featureServiceName || 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="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" />
+      <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>
+
+      <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 f78ee572ae6..78770c5aaf8 100644
--- a/ui/src/pages/saved-data-sets/Index.tsx
+++ b/ui/src/pages/saved-data-sets/Index.tsx
@@ -1,16 +1,47 @@
-import React from "react";
+import React, {
+  useState,
+  useContext,
+  useCallback,
+  useMemo,
+  useEffect,
+} from "react";
 import { useParams } from "react-router-dom";
-
-import { EuiPageTemplate, EuiLoadingSpinner } from "@elastic/eui";
+import {
+  EuiPageTemplate,
+  EuiLoadingSpinner,
+  EuiButton,
+  EuiSpacer,
+  EuiConfirmModal,
+  EuiCallOut,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiFieldSearch,
+  EuiStat,
+  EuiPanel,
+  EuiSelect,
+  EuiText,
+  EuiButtonGroup,
+  EuiBadge,
+  EuiAccordion,
+  EuiIcon,
+  EuiToolTip,
+} from "@elastic/eui";
+import { useMutation, useQuery, useQueryClient } from "react-query";
 
 import { DatasetIcon } from "../../graphics/DatasetIcon";
-
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
+import DatasetsCardGrid from "./DatasetsCardGrid";
 import DatasetsListingTable from "./DatasetsListingTable";
 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 { projectName } = useParams();
@@ -22,28 +53,519 @@ const useLoadSavedDataSets = () => {
   });
 };
 
+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" },
+];
+
+const VIEW_TOGGLE_BUTTONS = [
+  { 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("cards");
+  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>() };
+    const totalFeatures = data.reduce(
+      (acc: number, ds: any) => acc + (ds.spec?.features?.length || 0),
+      0,
+    );
+    const storageTypes = 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");
+    });
+    return { total: data.length, totalFeatures, storageTypes };
+  }, [data]);
+
+  // Filter and sort
+  const processedData = useMemo(() => {
+    if (!data) return [];
+    let filtered = data;
+
+    if (searchQuery.trim()) {
+      const q = searchQuery.toLowerCase();
+      filtered = data.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();
+        return (
+          name.includes(q) ||
+          tags.includes(q) ||
+          features.includes(q) ||
+          service.includes(q)
+        );
+      });
+    }
+
+    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]);
 
-  useDocumentTitle(`Saved Datasets | Feast`);
+  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 && (
+          <>
+            {/* Summary Stats */}
+            <EuiFlexGroup gutterSize="l">
+              <EuiFlexItem>
+                <EuiPanel hasBorder paddingSize="m">
+                  <EuiStat
+                    title={stats.total}
+                    description="Datasets"
+                    titleSize="m"
+                    reverse
+                  />
+                </EuiPanel>
+              </EuiFlexItem>
+              <EuiFlexItem>
+                <EuiPanel hasBorder paddingSize="m">
+                  <EuiStat
+                    title={stats.totalFeatures}
+                    description="Total Features"
+                    titleSize="m"
+                    reverse
+                  />
+                </EuiPanel>
+              </EuiFlexItem>
+              <EuiFlexItem>
+                <EuiPanel hasBorder paddingSize="m">
+                  <EuiStat
+                    title={stats.storageTypes.size}
+                    description="Storage Backends"
+                    titleSize="m"
+                    reverse
+                  />
+                </EuiPanel>
+              </EuiFlexItem>
+            </EuiFlexGroup>
+
+            <EuiSpacer size="l" />
+
+            {/* Search + Sort + View Toggle */}
+            <EuiFlexGroup alignItems="center" gutterSize="m">
+              <EuiFlexItem>
+                <EuiFieldSearch
+                  placeholder="Search by name, features, tags, or service..."
+                  value={searchQuery}
+                  onChange={(e) => setSearchQuery(e.target.value)}
+                  isClearable
+                  fullWidth
+                />
+              </EuiFlexItem>
+              <EuiFlexItem grow={false} style={{ width: 180 }}>
+                <EuiSelect
+                  options={SORT_OPTIONS}
+                  value={sortBy}
+                  onChange={(e) => setSortBy(e.target.value)}
+                  compressed
+                  prepend="Sort"
+                />
+              </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="l" />
+
+            {/* Results count when searching */}
+            {searchQuery.trim() && (
+              <>
+                <EuiText size="xs" color="subdued">
+                  Showing {processedData.length} of {data.length} datasets
+                </EuiText>
+                <EuiSpacer size="s" />
+              </>
+            )}
+
+            {/* Content */}
+            {viewMode === "cards" ? (
+              <DatasetsCardGrid
+                datasets={processedData}
+                onDelete={(name) => setDeleteTarget(name)}
+              />
+            ) : (
+              <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..90f93b8ca31
--- /dev/null
+++ b/ui/src/pages/saved-data-sets/RegisterDatasetModal.tsx
@@ -0,0 +1,567 @@
+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;
+  tags: Record<string, string>;
+  full_feature_names: boolean;
+  feature_service_name?: 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: "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");
+  }
+  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 [storagePath, setStoragePath] = useState("");
+  const [storageType, setStorageType] = useState("file");
+  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,
+      tags: tagsObj,
+      full_feature_names: fullFeatureNames,
+      feature_service_name: featureServiceName || 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="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" />
+      <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>
+
+      <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/parsers/types.ts b/ui/src/parsers/types.ts
index ee0020bc8e5..fc9f88d045f 100644
--- a/ui/src/parsers/types.ts
+++ b/ui/src/parsers/types.ts
@@ -6,6 +6,8 @@ enum FEAST_FCO_TYPES {
   labelView = "labelView",
   mlflowRun = "mlflowRun",
   mlflowModel = "mlflowModel",
+  openlineageJob = "openlineageJob",
+  openlineageDataset = "openlineageDataset",
 }
 
 export { FEAST_FCO_TYPES };
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/restApiClient.ts b/ui/src/queries/restApiClient.ts
index 4cf2cb64bdd..c253020eed9 100644
--- a/ui/src/queries/restApiClient.ts
+++ b/ui/src/queries/restApiClient.ts
@@ -36,5 +36,58 @@ const restFetch = async <T>(
   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 };
+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/useLoadOpenLineageGraph.ts b/ui/src/queries/useLoadOpenLineageGraph.ts
new file mode 100644
index 00000000000..25bd4e12389
--- /dev/null
+++ b/ui/src/queries/useLoadOpenLineageGraph.ts
@@ -0,0 +1,132 @@
+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[];
+}
+
+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 = () => {
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+
+  return useQuery<OpenLineageGraphData>(
+    ["openlineage-graph"],
+    () =>
+      restFetch<OpenLineageGraphData>(
+        registryUrl,
+        "/lineage/openlineage/graph",
+        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 {
+  useLoadOpenLineageGraph,
+  useLoadOpenLineageEvents,
+  useLoadRegistryLineage,
+};
diff --git a/ui/src/queries/useLoadRegistry.ts b/ui/src/queries/useLoadRegistry.ts
index 477f9be3db8..9e7cf2db2d5 100644
--- a/ui/src/queries/useLoadRegistry.ts
+++ b/ui/src/queries/useLoadRegistry.ts
@@ -100,6 +100,22 @@ const assembleFeatureStoreData = (
 // 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;
+  }
+};
+
 const fetchREST = async (
   apiBaseUrl: string,
   projectName?: string,
@@ -111,6 +127,8 @@ const fetchREST = async (
       : "";
   const useAllEndpoint = !projectParam;
 
+  const emptyList = (key: string) => ({ [key]: [] });
+
   const [
     entitiesResp,
     featureViewsResp,
@@ -120,49 +138,60 @@ const fetchREST = async (
     savedDatasetsResp,
     projectsResp,
   ] = await Promise.all([
-    restFetch<any>(
+    permissionSafeFetch<any>(
       apiBaseUrl,
       useAllEndpoint
         ? "/entities/all?include_relationships=true"
         : `/entities${projectParam}&include_relationships=true`,
+      emptyList("entities"),
       fetchOptions,
     ),
-    restFetch<any>(
+    permissionSafeFetch<any>(
       apiBaseUrl,
       useAllEndpoint
         ? "/feature_views/all?include_relationships=true"
         : `/feature_views${projectParam}&include_relationships=true`,
+      emptyList("featureViews"),
       fetchOptions,
     ),
-    restFetch<any>(
+    permissionSafeFetch<any>(
       apiBaseUrl,
       useAllEndpoint
         ? "/label_views/all?include_relationships=true"
         : `/label_views${projectParam}&include_relationships=true`,
+      emptyList("featureViews"),
       fetchOptions,
     ),
-    restFetch<any>(
+    permissionSafeFetch<any>(
       apiBaseUrl,
       useAllEndpoint
         ? "/feature_services/all?include_relationships=true"
         : `/feature_services${projectParam}&include_relationships=true`,
+      emptyList("featureServices"),
       fetchOptions,
     ),
-    restFetch<any>(
+    permissionSafeFetch<any>(
       apiBaseUrl,
       useAllEndpoint
         ? "/data_sources/all?include_relationships=true"
         : `/data_sources${projectParam}&include_relationships=true`,
+      emptyList("dataSources"),
       fetchOptions,
     ),
-    restFetch<any>(
+    permissionSafeFetch<any>(
       apiBaseUrl,
       useAllEndpoint
         ? "/saved_datasets/all?include_relationships=true"
         : `/saved_datasets${projectParam}&include_relationships=true`,
+      emptyList("savedDatasets"),
+      fetchOptions,
+    ),
+    permissionSafeFetch<any>(
+      apiBaseUrl,
+      "/projects",
+      emptyList("projects"),
       fetchOptions,
     ),
-    restFetch<any>(apiBaseUrl, "/projects", fetchOptions),
   ]);
 
   const entities = entitiesResp.entities || [];
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
index c4f8f7636a6..73a9b16e3fd 100644
--- a/ui/src/queries/useMonitoringApi.ts
+++ b/ui/src/queries/useMonitoringApi.ts
@@ -108,6 +108,14 @@ const buildQueryString = (params: Record<string, string | undefined>) => {
   );
 };
 
+class MonitoringApiError extends Error {
+  status: number;
+  constructor(status: number, message: string) {
+    super(message);
+    this.status = status;
+  }
+}
+
 const fetchMonitoring = async <T>(
   baseUrl: string,
   path: string,
@@ -124,7 +132,10 @@ const fetchMonitoring = async <T>(
     credentials: fetchOptions?.credentials,
   });
   if (!res.ok) {
-    throw new Error(`Failed to fetch ${path}: ${res.status} ${res.statusText}`);
+    throw new MonitoringApiError(
+      res.status,
+      `Failed to fetch ${path}: ${res.status} ${res.statusText}`,
+    );
   }
   const text = await res.text();
   const sanitized = text
@@ -134,6 +145,9 @@ const fetchMonitoring = async <T>(
   return JSON.parse(sanitized);
 };
 
+const isServiceUnavailable = (error: unknown): boolean =>
+  error instanceof MonitoringApiError && error.status === 503;
+
 const STALE_TIME = 30_000;
 
 const useFeatureMetrics = (filters: MonitoringFilters) => {
@@ -287,6 +301,7 @@ const useComputeMetrics = () => {
 };
 
 export {
+  isServiceUnavailable,
   useFeatureMetrics,
   useFeatureViewMetrics,
   useFeatureServiceMetrics,
diff --git a/ui/src/queries/useResourceQuery.ts b/ui/src/queries/useResourceQuery.ts
index 857eeefc131..b099d04fc4d 100644
--- a/ui/src/queries/useResourceQuery.ts
+++ b/ui/src/queries/useResourceQuery.ts
@@ -1,8 +1,9 @@
 import { useContext } from "react";
-import { useQuery, UseQueryResult } from "react-query";
+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> {
@@ -25,19 +26,30 @@ function useResourceQuery<T>({
   restPath,
   restSelect,
   enabled = true,
-}: ResourceQueryOptions<T>): UseQueryResult<T | undefined> {
+}: ResourceQueryOptions<T>) {
   const registryUrl = useContext(RegistryPathContext);
   const { fetchOptions } = useDataMode();
 
-  return useQuery<any, Error, T | undefined>(
+  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 };
 }
 
 // ---------------------------------------------------------------------------
@@ -110,6 +122,13 @@ 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)}`;
@@ -214,6 +233,7 @@ export {
   savedDatasetDetailPath,
   labelViewListPath,
   labelViewDetailPath,
+  permissionListPath,
   featuresListPath,
   featureDetailPath,
   restFeatureViewsToMergedList,
diff --git a/ui/src/utils/permissionUtils.ts b/ui/src/utils/permissionUtils.ts
index 9caa162ec1c..c4c4cef032e 100644
--- a/ui/src/utils/permissionUtils.ts
+++ b/ui/src/utils/permissionUtils.ts
@@ -1,5 +1,4 @@
 import { FEAST_FCO_TYPES } from "../parsers/types";
-import { feast } from "../protos";
 
 /**
  * Get permissions for a specific entity
diff --git a/ui/yarn.lock b/ui/yarn.lock
index cca5da3763e..cb5589a81f9 100644
--- a/ui/yarn.lock
+++ b/ui/yarn.lock
@@ -7562,6 +7562,11 @@ 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.npmjs.org/keyv/-/keyv-4.5.4.tgz"