diff --git a/sdks/python/apache_beam/options/pipeline_options.py b/sdks/python/apache_beam/options/pipeline_options.py
index eb5235b796b..bea4d55e174 100644
--- a/sdks/python/apache_beam/options/pipeline_options.py
+++ b/sdks/python/apache_beam/options/pipeline_options.py
@@ -55,6 +55,11 @@
 
 _LOGGER = logging.getLogger(__name__)
 
+# Map defined with option names to flag names for boolean options
+# that have a destination(dest) in parser.add_argument() different
+# from the flag name and whose default value is `None`.
+_FLAG_THAT_SETS_FALSE_VALUE = {'use_public_ips': 'no_use_public_ips'}
+
 
 def _static_value_provider_of(value_type):
   """"Helper function to plug a ValueProvider into argparse.
@@ -180,7 +185,15 @@ def __init__(self, flags=None, **kwargs):
       flags: An iterable of command line arguments to be used. If not specified
         then sys.argv will be used as input for parsing arguments.
 
-      **kwargs: Add overrides for arguments passed in flags.
+      **kwargs: Add overrides for arguments passed in flags. For overrides
+                of arguments, please pass the `option names` instead of
+                flag names.
+                Option names: These are defined as dest in the
+                parser.add_argument() for each flag. Passing flags
+                like {no_use_public_ips: True}, for which the dest is
+                defined to a different flag name in the parser,
+                would be discarded. Instead, pass the dest of
+                the flag (dest of no_use_public_ips is use_public_ips).
     """
     # Initializing logging configuration in case the user did not set it up.
     logging.basicConfig()
@@ -237,9 +250,22 @@ def from_dictionary(cls, options):
     """
     flags = []
     for k, v in options.items():
+      # Note: If a boolean flag is True in the dictionary,
+      # implicitly the method assumes the boolean flag is
+      # specified as a command line argument. If the
+      # boolean flag is False, this method simply discards them.
+      # Eg: {no_auth: True} is similar to python your_file.py --no_auth
+      # {no_auth: False} is similar to python your_file.py.
       if isinstance(v, bool):
         if v:
           flags.append('--%s' % k)
+        elif k in _FLAG_THAT_SETS_FALSE_VALUE:
+          # Capture overriding flags, which have a different dest
+          # from the flag name defined in the parser.add_argument
+          # Eg: no_use_public_ips, which has the dest=use_public_ips
+          # different from flag name
+          flag_that_disables_the_option = (_FLAG_THAT_SETS_FALSE_VALUE[k])
+          flags.append('--%s' % flag_that_disables_the_option)
       elif isinstance(v, list):
         for i in v:
           flags.append('--%s=%s' % (k, i))
@@ -353,6 +379,7 @@ def view_as(self, cls):
 
     """
     view = cls(self._flags)
+
     for option_name in view._visible_option_list():
       # Initialize values of keys defined by a cls.
       #
diff --git a/sdks/python/apache_beam/options/pipeline_options_test.py b/sdks/python/apache_beam/options/pipeline_options_test.py
index 9392055799c..3195f3594fe 100644
--- a/sdks/python/apache_beam/options/pipeline_options_test.py
+++ b/sdks/python/apache_beam/options/pipeline_options_test.py
@@ -31,11 +31,14 @@
 from apache_beam.options.pipeline_options import ProfilingOptions
 from apache_beam.options.pipeline_options import TypeOptions
 from apache_beam.options.pipeline_options import WorkerOptions
+from apache_beam.options.pipeline_options import _BeamArgumentParser
 from apache_beam.options.value_provider import RuntimeValueProvider
 from apache_beam.options.value_provider import StaticValueProvider
 from apache_beam.transforms.display import DisplayData
 from apache_beam.transforms.display_test import DisplayDataItemMatcher
 
+_LOGGER = logging.getLogger(__name__)
+
 
 class PipelineOptionsTest(unittest.TestCase):
   def setUp(self):
@@ -647,6 +650,53 @@ def test_dataflow_service_options(self):
     self.assertEqual(
         options.get_all_options()['dataflow_service_options'], None)
 
+  def test_options_store_false_with_different_dest(self):
+    parser = _BeamArgumentParser()
+    for cls in PipelineOptions.__subclasses__():
+      cls._add_argparse_args(parser)
+
+    actions = parser._actions.copy()
+    options_to_flags = {}
+    options_diff_dest_store_true = {}
+
+    for i in range(len(actions)):
+      flag_names = actions[i].option_strings
+      option_name = actions[i].dest
+
+      if isinstance(actions[i].const, bool):
+        for flag_name in flag_names:
+          flag_name = flag_name.strip('-')
+          if flag_name != option_name:
+            # Capture flags which has store_action=True and has a
+            # different dest. This behavior would be confusing.
+            if actions[i].const:
+              options_diff_dest_store_true[flag_name] = option_name
+              continue
+            # check the flags like no_use_public_ips
+            # default is None, action is {True, False}
+            if actions[i].default is None:
+              options_to_flags[option_name] = flag_name
+
+    self.assertEqual(
+        len(options_diff_dest_store_true),
+        0,
+        _LOGGER.error(
+            "There should be no flags that have a dest "
+            "different from flag name and action as "
+            "store_true. It would be confusing "
+            "to the user. Please specify the dest as the "
+            "flag_name instead."))
+    from apache_beam.options.pipeline_options import (
+        _FLAG_THAT_SETS_FALSE_VALUE)
+
+    self.assertDictEqual(
+        _FLAG_THAT_SETS_FALSE_VALUE,
+        options_to_flags,
+        "If you are adding a new boolean flag with default=None,"
+        " with different dest/option_name from the flag name, please add "
+        "the dest and the flag name to the map "
+        "_FLAG_THAT_SETS_FALSE_VALUE in PipelineOptions.py")
+
 
 if __name__ == '__main__':
   logging.getLogger().setLevel(logging.INFO)