diff --git a/src/sagemaker_core/main/resources.py b/src/sagemaker_core/main/resources.py
index 58e4471c..3d85563a 100644
--- a/src/sagemaker_core/main/resources.py
+++ b/src/sagemaker_core/main/resources.py
@@ -16518,6 +16518,7 @@ def wrapper(*args, **kwargs):
                         "s3_data_source": {
                             "s3_uri": {"type": "string"},
                             "s3_data_type": {"type": "string"},
+                            "manifest_s3_uri": {"type": "string"},
                         }
                     }
                 },
@@ -27953,6 +27954,55 @@ def batch_put_metrics(
         response = client.batch_put_metrics(**operation_input_args)
         logger.debug(f"Response: {response}")
 
+    @classmethod
+    @Base.add_validate_call
+    def batch_get_metrics(
+        cls,
+        metric_queries: List[MetricQuery],
+        session: Optional[Session] = None,
+        region: Optional[str] = None,
+    ) -> Optional[BatchGetMetricsResponse]:
+        """
+        Used to retrieve training metrics from SageMaker.
+
+        Parameters:
+            metric_queries: Queries made to retrieve training metrics from SageMaker.
+            session: Boto3 session.
+            region: Region name.
+
+        Returns:
+            BatchGetMetricsResponse
+
+        Raises:
+            botocore.exceptions.ClientError: This exception is raised for AWS service related errors.
+                The error message and error code can be parsed from the exception as follows:
+                ```
+                try:
+                    # AWS service call here
+                except botocore.exceptions.ClientError as e:
+                    error_message = e.response['Error']['Message']
+                    error_code = e.response['Error']['Code']
+                ```
+        """
+
+        operation_input_args = {
+            "MetricQueries": metric_queries,
+        }
+        # serialize the input request
+        operation_input_args = serialize(operation_input_args)
+        logger.debug(f"Serialized input request: {operation_input_args}")
+
+        client = Base.get_sagemaker_client(
+            session=session, region_name=region, service_name="sagemaker-metrics"
+        )
+
+        logger.debug(f"Calling batch_get_metrics API")
+        response = client.batch_get_metrics(**operation_input_args)
+        logger.debug(f"Response: {response}")
+
+        transformed_response = transform(response, "BatchGetMetricsResponse")
+        return BatchGetMetricsResponse(**transformed_response)
+
 
 class UserProfile(Base):
     """
diff --git a/src/sagemaker_core/main/shapes.py b/src/sagemaker_core/main/shapes.py
index 7c8a5ed1..a32b7438 100644
--- a/src/sagemaker_core/main/shapes.py
+++ b/src/sagemaker_core/main/shapes.py
@@ -406,6 +406,18 @@ class MetricQueryResult(Base):
     message: Optional[str] = Unassigned()
 
 
+class BatchGetMetricsResponse(Base):
+    """
+    BatchGetMetricsResponse
+
+    Attributes
+    ----------------------
+    metric_query_results: The results of a query to retrieve training metrics from SageMaker.
+    """
+
+    metric_query_results: Optional[List[MetricQueryResult]] = Unassigned()
+
+
 class BatchPutMetricsError(Base):
     """
     BatchPutMetricsError
diff --git a/src/sagemaker_core/tools/additional_operations.json b/src/sagemaker_core/tools/additional_operations.json
index b910921d..9c7a8f7d 100644
--- a/src/sagemaker_core/tools/additional_operations.json
+++ b/src/sagemaker_core/tools/additional_operations.json
@@ -169,6 +169,14 @@
             "return_type": "None",
             "method_type": "object",
             "service_name": "sagemaker-metrics"
+        },
+        "BatchGetMetrics": {
+            "operation_name": "BatchGetMetrics",
+            "resource_name": "TrialComponent",
+            "method_name": "batch_get_metrics",
+            "return_type": "BatchGetMetricsResponse",
+            "method_type": "class",
+            "service_name": "sagemaker-metrics"
         }
     },
     "HubContent": {
diff --git a/src/sagemaker_core/tools/api_coverage.json b/src/sagemaker_core/tools/api_coverage.json
index b1924b4a..962a4ef2 100644
--- a/src/sagemaker_core/tools/api_coverage.json
+++ b/src/sagemaker_core/tools/api_coverage.json
@@ -1 +1 @@
-{"SupportedAPIs": 338, "UnsupportedAPIs": 6}
\ No newline at end of file
+{"SupportedAPIs": 339, "UnsupportedAPIs": 5}
\ No newline at end of file