diff --git a/google/cloud/bigquery/routine/routine.py b/google/cloud/bigquery/routine/routine.py
index e933fa137..a75b1d04a 100644
--- a/google/cloud/bigquery/routine/routine.py
+++ b/google/cloud/bigquery/routine/routine.py
@@ -625,6 +625,8 @@ class RemoteFunctionOptions(object):
         "connection": "connection",
         "max_batching_rows": "maxBatchingRows",
         "user_defined_context": "userDefinedContext",
+        "container_cpu": "containerCpu",
+        "container_memory": "containerMemory",
     }
 
     def __init__(
@@ -633,6 +635,8 @@ def __init__(
         connection=None,
         max_batching_rows=None,
         user_defined_context=None,
+        container_cpu=None,
+        container_memory=None,
         _properties=None,
     ) -> None:
         if _properties is None:
@@ -647,6 +651,10 @@ def __init__(
             self.max_batching_rows = max_batching_rows
         if user_defined_context is not None:
             self.user_defined_context = user_defined_context
+        if container_cpu is not None:
+            self.container_cpu = container_cpu
+        if container_memory is not None:
+            self.container_memory = container_memory
 
     @property
     def connection(self):
@@ -682,7 +690,7 @@ def max_batching_rows(self):
 
     @max_batching_rows.setter
     def max_batching_rows(self, value):
-        self._properties["maxBatchingRows"] = _helpers._str_or_none(value)
+        self._properties["maxBatchingRows"] = _helpers._int_or_none(value)
 
     @property
     def user_defined_context(self):
@@ -699,6 +707,24 @@ def user_defined_context(self, value):
             raise ValueError("value must be dictionary")
         self._properties["userDefinedContext"] = value
 
+    @property
+    def container_cpu(self):
+        """Optional[str]: The container CPU for the remote service."""
+        return self._properties.get("containerCpu")
+
+    @container_cpu.setter
+    def container_cpu(self, value):
+        self._properties["containerCpu"] = _helpers._str_or_none(value)
+
+    @property
+    def container_memory(self):
+        """Optional[str]: The container memory for the remote service."""
+        return self._properties.get("containerMemory")
+
+    @container_memory.setter
+    def container_memory(self, value):
+        self._properties["containerMemory"] = _helpers._str_or_none(value)
+
     @classmethod
     def from_api_repr(cls, resource: dict) -> "RemoteFunctionOptions":
         """Factory: construct remote function options given its API representation.
diff --git a/tests/unit/routine/test_remote_function_options.py b/tests/unit/routine/test_remote_function_options.py
index ffd57e8c1..d0915eb8e 100644
--- a/tests/unit/routine/test_remote_function_options.py
+++ b/tests/unit/routine/test_remote_function_options.py
@@ -37,11 +37,15 @@ def test_ctor(target_class):
         connection=CONNECTION,
         max_batching_rows=MAX_BATCHING_ROWS,
         user_defined_context=USER_DEFINED_CONTEXT,
+        container_cpu="1.0",
+        container_memory="512M",
     )
     assert options.endpoint == ENDPOINT
     assert options.connection == CONNECTION
     assert options.max_batching_rows == MAX_BATCHING_ROWS
     assert options.user_defined_context == USER_DEFINED_CONTEXT
+    assert options.container_cpu == "1.0"
+    assert options.container_memory == "512M"
 
 
 def test_empty_ctor(target_class):
@@ -64,6 +68,8 @@ def test_from_api_repr(target_class):
         "connection": CONNECTION,
         "maxBatchingRows": MAX_BATCHING_ROWS,
         "userDefinedContext": USER_DEFINED_CONTEXT,
+        "containerCpu": "1.0",
+        "containerMemory": "512M",
         "someRandomField": "someValue",
     }
     options = target_class.from_api_repr(resource)
@@ -71,6 +77,8 @@ def test_from_api_repr(target_class):
     assert options.connection == CONNECTION
     assert options.max_batching_rows == MAX_BATCHING_ROWS
     assert options.user_defined_context == USER_DEFINED_CONTEXT
+    assert options.container_cpu == "1.0"
+    assert options.container_memory == "512M"
     assert options._properties["someRandomField"] == "someValue"
 
 
@@ -81,6 +89,8 @@ def test_from_api_repr_w_minimal_resource(target_class):
     assert options.connection is None
     assert options.max_batching_rows is None
     assert options.user_defined_context is None
+    assert options.container_cpu is None
+    assert options.container_memory is None
 
 
 def test_from_api_repr_w_unknown_fields(target_class):
@@ -95,12 +105,16 @@ def test_eq(target_class):
         connection=CONNECTION,
         max_batching_rows=MAX_BATCHING_ROWS,
         user_defined_context=USER_DEFINED_CONTEXT,
+        container_cpu="1.0",
+        container_memory="512M",
     )
     other_options = target_class(
         endpoint=ENDPOINT,
         connection=CONNECTION,
         max_batching_rows=MAX_BATCHING_ROWS,
         user_defined_context=USER_DEFINED_CONTEXT,
+        container_cpu="1.0",
+        container_memory="512M",
     )
     assert options == other_options
     assert not (options != other_options)
@@ -120,8 +134,12 @@ def test_repr(target_class):
         connection=CONNECTION,
         max_batching_rows=MAX_BATCHING_ROWS,
         user_defined_context=USER_DEFINED_CONTEXT,
+        container_cpu="1.0",
+        container_memory="512M",
     )
     actual_repr = repr(options)
     assert actual_repr == (
-        "RemoteFunctionOptions(connection='connection_string', endpoint='https://some.endpoint', max_batching_rows=50, user_defined_context={'foo': 'bar'})"
+        "RemoteFunctionOptions(connection='connection_string', container_cpu='1.0', "
+        "container_memory='512M', endpoint='https://some.endpoint', "
+        "max_batching_rows=50, user_defined_context={'foo': 'bar'})"
     )
diff --git a/tests/unit/routine/test_routine.py b/tests/unit/routine/test_routine.py
index acd3bc40e..15f5ca91e 100644
--- a/tests/unit/routine/test_routine.py
+++ b/tests/unit/routine/test_routine.py
@@ -80,6 +80,8 @@ def test_ctor_w_properties(target_class):
         connection="connection_string",
         max_batching_rows=99,
         user_defined_context={"foo": "bar"},
+        container_cpu="1.0",
+        container_memory="512M",
     )
 
     actual_routine = target_class(
@@ -106,6 +108,8 @@ def test_ctor_w_properties(target_class):
         actual_routine.determinism_level == bigquery.DeterminismLevel.NOT_DETERMINISTIC
     )
     assert actual_routine.remote_function_options == options
+    assert actual_routine.remote_function_options.container_cpu == "1.0"
+    assert actual_routine.remote_function_options.container_memory == "512M"
 
 
 def test_ctor_invalid_remote_function_options(target_class):
@@ -153,6 +157,8 @@ def test_from_api_repr(target_class):
             "userDefinedContext": {
                 "foo": "bar",
             },
+            "containerCpu": "1.0",
+            "containerMemory": "512M",
         },
         "dataGovernanceType": "DATA_MASKING",
     }
@@ -193,6 +199,8 @@ def test_from_api_repr(target_class):
     assert actual_routine.remote_function_options.connection == "connection_string"
     assert actual_routine.remote_function_options.max_batching_rows == 50
     assert actual_routine.remote_function_options.user_defined_context == {"foo": "bar"}
+    assert actual_routine.remote_function_options.container_cpu == "1.0"
+    assert actual_routine.remote_function_options.container_memory == "512M"
     assert actual_routine.data_governance_type == "DATA_MASKING"
 
 
@@ -489,6 +497,28 @@ def test_from_api_repr_w_unknown_fields(target_class):
                 },
             },
         ),
+        (
+            {
+                "routineType": "SCALAR_FUNCTION",
+                "remoteFunctionOptions": {
+                    "endpoint": "https://some_endpoint",
+                    "connection": "connection_string",
+                    "max_batching_rows": 101,
+                    "containerCpu": "1.0",
+                    "containerMemory": "512M",
+                },
+            },
+            ["remote_function_options"],
+            {
+                "remoteFunctionOptions": {
+                    "endpoint": "https://some_endpoint",
+                    "connection": "connection_string",
+                    "max_batching_rows": 101,
+                    "containerCpu": "1.0",
+                    "containerMemory": "512M",
+                },
+            },
+        ),
     ],
 )
 def test_build_resource(object_under_test, resource, filter_fields, expected):
@@ -605,3 +635,13 @@ def test_repr(target_class):
     model = target_class("my-proj.my_dset.my_routine")
     actual_routine = repr(model)
     assert actual_routine == "Routine('my-proj.my_dset.my_routine')"
+
+
+def test_remote_function_options_max_batching_rows_setter():
+    options = bigquery.RemoteFunctionOptions()
+    options.max_batching_rows = 10
+    assert options.max_batching_rows == 10
+    assert options._properties["maxBatchingRows"] == 10
+    options.max_batching_rows = None
+    assert options.max_batching_rows is None
+    assert options._properties["maxBatchingRows"] is None