feast-dev
@@ -53,11 +53,13 @@ class DynamoDBOnlineStoreConfig(FeastConfigBaseModel):
     type: Literal["dynamodb"] = "dynamodb"
     """Online store type selector"""
 
-    batch_size: int = 40
-    """Number of items to retrieve in a DynamoDB BatchGetItem call."""
+    batch_size: int = 100
+    """Number of items to retrieve in a DynamoDB BatchGetItem call.
+    DynamoDB supports up to 100 items per BatchGetItem request."""
 
     endpoint_url: Union[str, None] = None
-    """DynamoDB local development endpoint Url, i.e. http://localhost:8000"""
+    """DynamoDB endpoint URL. Use for local development (e.g., http://localhost:8000)
+    or VPC endpoints for improved latency."""
 
     region: StrictStr
     """AWS Region Name"""
@@ -74,30 +76,33 @@ class DynamoDBOnlineStoreConfig(FeastConfigBaseModel):
     session_based_auth: bool = False
     """AWS session based client authentication"""
 
-    max_pool_connections: int = 10
-    """Max number of connections for async Dynamodb operations"""
+    max_pool_connections: int = 50
+    """Max number of connections for async Dynamodb operations.
+    Increase for high-throughput workloads."""
 
-    keepalive_timeout: float = 12.0
-    """Keep-alive timeout in seconds for async Dynamodb connections."""
+    keepalive_timeout: float = 30.0
+    """Keep-alive timeout in seconds for async Dynamodb connections.
+    Higher values help reuse connections under sustained load."""
 
-    connect_timeout: Union[int, float] = 60
+    connect_timeout: Union[int, float] = 5
     """The time in seconds until a timeout exception is thrown when attempting to make
-    an async connection."""
+    an async connection. Lower values enable faster failure detection."""
 
-    read_timeout: Union[int, float] = 60
+    read_timeout: Union[int, float] = 10
     """The time in seconds until a timeout exception is thrown when attempting to read
-    from an async connection."""
+    from an async connection. Lower values enable faster failure detection."""
 
-    total_max_retry_attempts: Union[int, None] = None
+    total_max_retry_attempts: Union[int, None] = 3
     """Maximum number of total attempts that will be made on a single request.
 
     Maps to `retries.total_max_attempts` in botocore.config.Config.
     """
 
-    retry_mode: Union[Literal["legacy", "standard", "adaptive"], None] = None
+    retry_mode: Union[Literal["legacy", "standard", "adaptive"], None] = "adaptive"
     """The type of retry mode (aio)botocore should use.
 
     Maps to `retries.mode` in botocore.config.Config.
+    'adaptive' mode provides intelligent retry with client-side rate limiting.
     """
 
 
@@ -111,16 +116,22 @@ class DynamoDBOnlineStore(OnlineStore):
         _aioboto_session: Async boto session.
         _aioboto_client: Async boto client.
         _aioboto_context_stack: Async context stack.
+        _type_deserializer: Cached TypeDeserializer instance for performance.
     """
 
     _dynamodb_client = None
     _dynamodb_resource = None
+    # Class-level cached TypeDeserializer to avoid per-request instantiation
+    _type_deserializer: Optional[TypeDeserializer] = None
 
     def __init__(self):
         super().__init__()
         self._aioboto_session = None
         self._aioboto_client = None
         self._aioboto_context_stack = None
+        # Initialize cached TypeDeserializer if not already done
+        if DynamoDBOnlineStore._type_deserializer is None:
+            DynamoDBOnlineStore._type_deserializer = TypeDeserializer()
 
     async def initialize(self, config: RepoConfig):
         online_config = config.online_store
@@ -133,6 +144,7 @@ async def initialize(self, config: RepoConfig):
             online_config.read_timeout,
             online_config.total_max_retry_attempts,
             online_config.retry_mode,
+            online_config.endpoint_url,
         )
 
     async def close(self):
@@ -153,6 +165,7 @@ async def _get_aiodynamodb_client(
         read_timeout: Union[int, float],
         total_max_retry_attempts: Union[int, None],
         retry_mode: Union[Literal["legacy", "standard", "adaptive"], None],
+        endpoint_url: Optional[str] = None,
     ):
         if self._aioboto_client is None:
             logger.debug("initializing the aiobotocore dynamodb client")
@@ -163,16 +176,23 @@ async def _get_aiodynamodb_client(
             if retry_mode is not None:
                 retries["mode"] = retry_mode
 
-            client_context = self._get_aioboto_session().create_client(
-                "dynamodb",
-                region_name=region,
-                config=AioConfig(
+            # Build client kwargs, including endpoint_url for VPC endpoints or local testing
+            client_kwargs: Dict[str, Any] = {
+                "region_name": region,
+                "config": AioConfig(
                     max_pool_connections=max_pool_connections,
                     connect_timeout=connect_timeout,
                     read_timeout=read_timeout,
                     retries=retries if retries else None,
                     connector_args={"keepalive_timeout": keepalive_timeout},
                 ),
+            }
+            if endpoint_url:
+                client_kwargs["endpoint_url"] = endpoint_url
+
+            client_context = self._get_aioboto_session().create_client(
+                "dynamodb",
+                **client_kwargs,
             )
             self._aioboto_context_stack = contextlib.AsyncExitStack()
             self._aioboto_client = (
@@ -431,6 +451,7 @@ async def online_write_batch_async(
             online_config.read_timeout,
             online_config.total_max_retry_attempts,
             online_config.retry_mode,
+            online_config.endpoint_url,
         )
         await dynamo_write_items_async(client, table_name, items)
 
@@ -448,6 +469,7 @@ def online_read(
             config: The RepoConfig for the current FeatureStore.
             table: Feast FeatureView.
             entity_keys: a list of entity keys that should be read from the FeatureStore.
+            requested_features: Optional list of feature names to retrieve.
         """
         online_config = config.online_store
         assert isinstance(online_config, DynamoDBOnlineStoreConfig)
@@ -479,7 +501,9 @@ def online_read(
                 RequestItems=batch_entity_ids,
             )
             batch_result = self._process_batch_get_response(
-                table_instance.name, response, entity_ids, batch
+                table_instance.name,
+                response,
+                batch,
             )
             result.extend(batch_result)
         return result
@@ -513,7 +537,10 @@ async def online_read_async(
         entity_ids_iter = iter(entity_ids)
         table_name = _get_table_name(online_config, config, table)
 
-        deserialize = TypeDeserializer().deserialize
+        # Use cached TypeDeserializer for better performance
+        if self._type_deserializer is None:
+            self._type_deserializer = TypeDeserializer()
+        deserialize = self._type_deserializer.deserialize
 
         def to_tbl_resp(raw_client_response):
             return {
@@ -542,6 +569,7 @@ def to_tbl_resp(raw_client_response):
             online_config.read_timeout,
             online_config.total_max_retry_attempts,
             online_config.retry_mode,
+            online_config.endpoint_url,
         )
         response_batches = await asyncio.gather(
             *[
@@ -557,7 +585,6 @@ def to_tbl_resp(raw_client_response):
             result_batch = self._process_batch_get_response(
                 table_name,
                 response,
-                entity_ids,
                 batch,
                 to_tbl_response=to_tbl_resp,
             )
@@ -589,26 +616,6 @@ def _get_dynamodb_resource(
             )
         return self._dynamodb_resource
 
-    def _sort_dynamodb_response(
-        self,
-        responses: list,
-        order: list,
-        to_tbl_response: Callable = lambda raw_dict: raw_dict,
-    ) -> Any:
-        """DynamoDB Batch Get Item doesn't return items in a particular order."""
-        # Assign an index to order
-        order_with_index = {value: idx for idx, value in enumerate(order)}
-        # Sort table responses by index
-        table_responses_ordered: Any = [
-            (order_with_index[tbl_res["entity_id"]], tbl_res)
-            for tbl_res in map(to_tbl_response, responses)
-        ]
-        table_responses_ordered = sorted(
-            table_responses_ordered, key=lambda tup: tup[0]
-        )
-        _, table_responses_ordered = zip(*table_responses_ordered)
-        return table_responses_ordered
-
     def _write_batch_non_duplicates(
         self,
         table_instance,
@@ -630,37 +637,77 @@ def _write_batch_non_duplicates(
                     progress(1)
 
     def _process_batch_get_response(
-        self, table_name, response, entity_ids, batch, **sort_kwargs
-    ):
-        response = response.get("Responses")
-        table_responses = response.get(table_name)
+        self,
+        table_name: str,
+        response: Dict[str, Any],
+        batch: List[str],
+        to_tbl_response: Callable = lambda raw_dict: raw_dict,
+    ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]:
+        """Process batch get response using O(1) dictionary lookup.
 
-        batch_result = []
-        if table_responses:
-            table_responses = self._sort_dynamodb_response(
-                table_responses, entity_ids, **sort_kwargs
-            )
-            entity_idx = 0
-            for tbl_res in table_responses:
-                entity_id = tbl_res["entity_id"]
-                while entity_id != batch[entity_idx]:
-                    batch_result.append((None, None))
-                    entity_idx += 1
-                res = {}
-                for feature_name, value_bin in tbl_res["values"].items():
+        DynamoDB BatchGetItem doesn't return items in a particular order,
+        so we use a dictionary for O(1) lookup instead of O(n log n) sorting.
+
+        This method:
+        - Uses dictionary lookup instead of sorting for response ordering
+        - Pre-allocates the result list with None values
+        - Minimizes object creation in the hot path
+
+        Args:
+            table_name: Name of the DynamoDB table
+            response: Raw response from DynamoDB batch_get_item
+            batch: List of entity_ids in the order they should be returned
+            to_tbl_response: Function to transform raw DynamoDB response items
+                (used for async client responses that need deserialization)
+
+        Returns:
+            List of (timestamp, features) tuples in the same order as batch
+        """
+        responses_data = response.get("Responses")
+        if not responses_data:
+            # No responses at all, return all None tuples
+            return [(None, None)] * len(batch)
+
+        table_responses = responses_data.get(table_name)
+        if not table_responses:
+            # No responses for this table, return all None tuples
+            return [(None, None)] * len(batch)
+
+        # Build a dictionary for O(1) lookup instead of O(n log n) sorting
+        response_dict: Dict[str, Any] = {
+            tbl_res["entity_id"]: tbl_res
+            for tbl_res in map(to_tbl_response, table_responses)
+        }
+
+        # Pre-allocate result list with None tuples (faster than appending)
+        batch_size = len(batch)
+        result: List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]] = [
+            (None, None)
+        ] * batch_size
+
+        # Process each entity in batch order using O(1) dict lookup
+        for idx, entity_id in enumerate(batch):
+            tbl_res = response_dict.get(entity_id)
+            if tbl_res is not None:
+                # Parse feature values
+                features: Dict[str, ValueProto] = {}
+                values_data = tbl_res["values"]
+                for feature_name, value_bin in values_data.items():
                     val = ValueProto()
                     val.ParseFromString(value_bin.value)
-                    res[feature_name] = val
-                batch_result.append((datetime.fromisoformat(tbl_res["event_ts"]), res))
-                entity_idx += 1
-        # Not all entities in a batch may have responses
-        # Pad with remaining values in batch that were not found
-        batch_size_nones = ((None, None),) * (len(batch) - len(batch_result))
-        batch_result.extend(batch_size_nones)
-        return batch_result
+                    features[feature_name] = val
+
+                # Parse timestamp and set result
+                result[idx] = (
+                    datetime.fromisoformat(tbl_res["event_ts"]),
+                    features,
+                )
+
+        return result
 
     @staticmethod
     def _to_entity_ids(config: RepoConfig, entity_keys: List[EntityKeyProto]):
+        """Convert entity keys to entity IDs."""
         return [
             compute_entity_id(
                 entity_key,

@@ -64,10 +64,17 @@ def test_dynamodb_online_store_config_default():
     aws_region = "us-west-2"
     dynamodb_store_config = DynamoDBOnlineStoreConfig(region=aws_region)
     assert dynamodb_store_config.type == "dynamodb"
-    assert dynamodb_store_config.batch_size == 40
+    assert dynamodb_store_config.batch_size == 100
     assert dynamodb_store_config.endpoint_url is None
     assert dynamodb_store_config.region == aws_region
     assert dynamodb_store_config.table_name_template == "{project}.{table_name}"
+    # Verify other optimized defaults
+    assert dynamodb_store_config.max_pool_connections == 50
+    assert dynamodb_store_config.keepalive_timeout == 30.0
+    assert dynamodb_store_config.connect_timeout == 5
+    assert dynamodb_store_config.read_timeout == 10
+    assert dynamodb_store_config.total_max_retry_attempts == 3
+    assert dynamodb_store_config.retry_mode == "adaptive"
 
 
 def test_dynamodb_online_store_config_custom_params():