diff --git a/sdks/python/apache_beam/internal/cloudpickle_pickler.py b/sdks/python/apache_beam/internal/cloudpickle_pickler.py
index eebba178e7c3..4f3fae4f68df 100644
--- a/sdks/python/apache_beam/internal/cloudpickle_pickler.py
+++ b/sdks/python/apache_beam/internal/cloudpickle_pickler.py
@@ -156,17 +156,24 @@ def _dumps(
     enable_stable_code_identifier_pickling=False,
     config: cloudpickle.CloudPickleConfig = DEFAULT_CONFIG) -> bytes:
 
+  if enable_stable_code_identifier_pickling:
+    config = STABLE_CODE_IDENTIFIER_CONFIG
+  config_kwargs = config.__dict__.copy()
+
   if enable_best_effort_determinism:
     # TODO: Add support once https://github.com/cloudpipe/cloudpickle/pull/563
     # is merged in.
-    _LOGGER.warning(
-        'Ignoring unsupported option: enable_best_effort_determinism. '
-        'This has only been implemented for dill.')
+    config_kwargs['filepath_interceptor'] = cloudpickle.get_relative_path
+    _LOGGER.info(
+        'Option not fully supported:'
+        'enable_best_effort_determinism is True: Applying file path '
+        'normalization for pickling.'
+        'This has been fully implemented for dill.')
+
+  final_config = cloudpickle.CloudPickleConfig(**config_kwargs)
   with _pickle_lock:
     with io.BytesIO() as file:
-      if enable_stable_code_identifier_pickling:
-        config = STABLE_CODE_IDENTIFIER_CONFIG
-      pickler = cloudpickle.CloudPickler(file, config=config)
+      pickler = cloudpickle.CloudPickler(file, config=final_config)
       try:
         pickler.dispatch_table[type(flags.FLAGS)] = _pickle_absl_flags
       except NameError:
diff --git a/sdks/python/apache_beam/internal/cloudpickle_pickler_test.py b/sdks/python/apache_beam/internal/cloudpickle_pickler_test.py
index b63ebd6c7109..f2e0f57faab5 100644
--- a/sdks/python/apache_beam/internal/cloudpickle_pickler_test.py
+++ b/sdks/python/apache_beam/internal/cloudpickle_pickler_test.py
@@ -25,8 +25,10 @@
 
 from apache_beam.coders import proto2_coder_test_messages_pb2
 from apache_beam.internal import module_test
+from apache_beam.internal.cloudpickle import register_pickle_by_value
 from apache_beam.internal.cloudpickle_pickler import dumps
 from apache_beam.internal.cloudpickle_pickler import loads
+from apache_beam.internal.test_data import module_for_path_test
 from apache_beam.utils import shared
 
 GLOBAL_DICT_REF = module_test.GLOBAL_DICT
@@ -212,14 +214,30 @@ def test_dataclass(self):
 self.assertEqual(DataClass(datum='abc'), loads(dumps(DataClass(datum='abc'))))
     ''')
 
-  def test_best_effort_determinism_not_implemented(self):
+  def test_best_effort_determinism_is_partially_supported(self):
     with self.assertLogs('apache_beam.internal.cloudpickle_pickler',
-                         "WARNING") as l:
+                         "INFO") as l:
       dumps(123, enable_best_effort_determinism=True)
       self.assertIn(
-          'Ignoring unsupported option: enable_best_effort_determinism',
+          'Option not fully supported:'
+          'enable_best_effort_determinism is True: Applying file path '
+          'normalization for pickling.'
+          'This has been fully implemented for dill.',
           '\n'.join(l.output))
 
+  def test_code_object_path_is_normalized(self):
+    """Tests that cloudpickle normalizes a function's co_filename."""
+    func = module_for_path_test.func_for_path_test
+
+    register_pickle_by_value(module_for_path_test)
+    unpickled_func = loads(dumps(func, enable_best_effort_determinism=True))
+
+    unpickled_filename = unpickled_func.__code__.co_filename
+    expected_normalized_filename = 'apache_beam/internal/test_data/' \
+    'module_for_path_test.py'
+
+    self.assertEqual(unpickled_filename, expected_normalized_filename)
+
 
 if __name__ == '__main__':
   unittest.main()
diff --git a/sdks/python/apache_beam/internal/test_data/module_for_path_test.py b/sdks/python/apache_beam/internal/test_data/module_for_path_test.py
new file mode 100644
index 000000000000..f31e7eb46dd3
--- /dev/null
+++ b/sdks/python/apache_beam/internal/test_data/module_for_path_test.py
@@ -0,0 +1,22 @@
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You 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.
+#
+
+"""A test module for source file path normalization."""
+
+
+def func_for_path_test():
+  """A simple function for path normalization testing."""
+  return "hello"