diff --git a/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/Model.java b/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/Model.java
index 22dcfa0db527..abe1f0f2ba77 100644
--- a/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/Model.java
+++ b/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/Model.java
@@ -126,6 +126,12 @@ Builder setFeatureColumns(List<StandardSQLField> featureColumnList) {
       return this;
     }
 
+    @Override
+    public Builder setEncryptionConfiguration(EncryptionConfiguration configuration) {
+      infoBuilder.setEncryptionConfiguration(configuration);
+      return this;
+    }
+
     public Model build() {
       return new Model(bigquery, infoBuilder);
     }
diff --git a/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/ModelInfo.java b/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/ModelInfo.java
index d78bdbfbafab..5796c820f306 100644
--- a/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/ModelInfo.java
+++ b/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/ModelInfo.java
@@ -71,6 +71,7 @@ public Model apply(ModelInfo ModelInfo) {
   private final ImmutableList<TrainingRun> trainingRunList;
   private final ImmutableList<StandardSQLField> featureColumnList;
   private final ImmutableList<StandardSQLField> labelColumnList;
+  private final EncryptionConfiguration encryptionConfiguration;
 
   /** A builder for {@code ModelInfo} objects. */
   public abstract static class Builder {
@@ -112,6 +113,8 @@ public abstract static class Builder {
 
     abstract Builder setFeatureColumns(List<StandardSQLField> featureColumnList);
 
+    public abstract Builder setEncryptionConfiguration(EncryptionConfiguration configuration);
+
     /** Creates a {@code ModelInfo} object. */
     public abstract ModelInfo build();
   }
@@ -130,6 +133,7 @@ static class BuilderImpl extends Builder {
     private List<TrainingRun> trainingRunList = Collections.emptyList();
     private List<StandardSQLField> labelColumnList = Collections.emptyList();
     private List<StandardSQLField> featureColumnList = Collections.emptyList();
+    private EncryptionConfiguration encryptionConfiguration;
 
     BuilderImpl() {}
 
@@ -145,6 +149,7 @@ static class BuilderImpl extends Builder {
       this.trainingRunList = modelInfo.trainingRunList;
       this.labelColumnList = modelInfo.labelColumnList;
       this.featureColumnList = modelInfo.featureColumnList;
+      this.encryptionConfiguration = modelInfo.encryptionConfiguration;
     }
 
     BuilderImpl(Model modelPb) {
@@ -171,6 +176,10 @@ static class BuilderImpl extends Builder {
         this.featureColumnList =
             Lists.transform(modelPb.getFeatureColumns(), StandardSQLField.FROM_PB_FUNCTION);
       }
+      if (modelPb.getEncryptionConfiguration() != null) {
+        this.encryptionConfiguration =
+            new EncryptionConfiguration.Builder(modelPb.getEncryptionConfiguration()).build();
+      }
     }
 
     @Override
@@ -245,6 +254,12 @@ Builder setFeatureColumns(List<StandardSQLField> featureColumnList) {
       return this;
     }
 
+    @Override
+    public Builder setEncryptionConfiguration(EncryptionConfiguration configuration) {
+      this.encryptionConfiguration = configuration;
+      return this;
+    }
+
     @Override
     public ModelInfo build() {
       return new ModelInfo(this);
@@ -264,6 +279,7 @@ public ModelInfo build() {
     this.trainingRunList = ImmutableList.copyOf(builder.trainingRunList);
     this.labelColumnList = ImmutableList.copyOf(builder.labelColumnList);
     this.featureColumnList = ImmutableList.copyOf(builder.featureColumnList);
+    this.encryptionConfiguration = builder.encryptionConfiguration;
   }
 
   /** Returns the hash of the model resource. */
@@ -332,6 +348,10 @@ public ImmutableList<StandardSQLField> getFeatureColumns() {
     return featureColumnList;
   }
 
+  public EncryptionConfiguration getEncryptionConfiguration() {
+    return encryptionConfiguration;
+  }
+
   public Builder toBuilder() {
     return new BuilderImpl(this);
   }
@@ -351,6 +371,7 @@ public String toString() {
         .add("trainingRuns", trainingRunList)
         .add("labelColumns", labelColumnList)
         .add("featureColumns", featureColumnList)
+        .add("encryptionConfiguration", encryptionConfiguration)
         .toString();
   }
 
@@ -403,6 +424,9 @@ Model toPb() {
       modelPb.setFeatureColumns(
           Lists.transform(featureColumnList, StandardSQLField.TO_PB_FUNCTION));
     }
+    if (encryptionConfiguration != null) {
+      modelPb.setEncryptionConfiguration(encryptionConfiguration.toPb());
+    }
     return modelPb;
   }
 
diff --git a/google-cloud-clients/google-cloud-bigquery/src/test/java/com/google/cloud/bigquery/ModelInfoTest.java b/google-cloud-clients/google-cloud-bigquery/src/test/java/com/google/cloud/bigquery/ModelInfoTest.java
index 891ba07ff084..2657ccc4497e 100644
--- a/google-cloud-clients/google-cloud-bigquery/src/test/java/com/google/cloud/bigquery/ModelInfoTest.java
+++ b/google-cloud-clients/google-cloud-bigquery/src/test/java/com/google/cloud/bigquery/ModelInfoTest.java
@@ -33,6 +33,8 @@ public class ModelInfoTest {
   private static final Long EXPIRATION_TIME = 30L;
   private static final String DESCRIPTION = "description";
   private static final String FRIENDLY_NAME = "friendlyname";
+  private static final EncryptionConfiguration MODEL_ENCRYPTION_CONFIGURATION =
+      EncryptionConfiguration.newBuilder().setKmsKeyName("KMS_KEY_1").build();
 
   private static final TrainingOptions TRAINING_OPTIONS =
       new TrainingOptions().setDataSplitColumn("foo").setEarlyStop(true).setLossType("bar");
@@ -49,6 +51,7 @@ public class ModelInfoTest {
           .setDescription(DESCRIPTION)
           .setFriendlyName(FRIENDLY_NAME)
           .setTrainingRuns(TRAINING_RUN_LIST)
+          .setEncryptionConfiguration(MODEL_ENCRYPTION_CONFIGURATION)
           .build();
 
   @Test
@@ -71,6 +74,7 @@ public void testBuilder() {
     assertEquals(DESCRIPTION, MODEL_INFO.getDescription());
     assertEquals(FRIENDLY_NAME, MODEL_INFO.getFriendlyName());
     assertEquals(TRAINING_OPTIONS, MODEL_INFO.getTrainingRuns().get(0).getTrainingOptions());
+    assertEquals(MODEL_ENCRYPTION_CONFIGURATION, MODEL_INFO.getEncryptionConfiguration());
   }
 
   @Test
@@ -83,6 +87,7 @@ public void testOf() {
     assertNull(modelInfo.getExpirationTime());
     assertNull(modelInfo.getDescription());
     assertNull(modelInfo.getFriendlyName());
+    assertNull(modelInfo.getEncryptionConfiguration());
     assertEquals(modelInfo.getTrainingRuns().isEmpty(), true);
     assertEquals(modelInfo.getLabelColumns().isEmpty(), true);
     assertEquals(modelInfo.getFeatureColumns().isEmpty(), true);
@@ -112,5 +117,6 @@ private void compareModelInfo(ModelInfo expected, ModelInfo value) {
     assertEquals(expected.getTrainingRuns(), value.getTrainingRuns());
     assertEquals(expected.getLabelColumns(), value.getLabelColumns());
     assertEquals(expected.getFeatureColumns(), value.getFeatureColumns());
+    assertEquals(expected.getEncryptionConfiguration(), value.getEncryptionConfiguration());
   }
 }