diff --git a/ngraph/python/src/ngraph/utils/node_factory.py b/ngraph/python/src/ngraph/utils/node_factory.py
index 67e1825a4b3..0809a55b4c5 100644
--- a/ngraph/python/src/ngraph/utils/node_factory.py
+++ b/ngraph/python/src/ngraph/utils/node_factory.py
@@ -1,6 +1,8 @@
 # Copyright (C) 2018-2021 Intel Corporation
 # SPDX-License-Identifier: Apache-2.0
 
+import logging as log
+
 from functools import partial
 from typing import Any, Dict, List, Optional, Union
 
@@ -82,6 +84,9 @@ class NodeFactory(object):
             if issubclass(type(argument), Output):
                 outputs.append(argument)
             else:
+                log.warning("Op arguments were passed as Node, please avoid passing arguments in "
+                            "this manner, and pass Output(s) instead, because accepting Nodes will "
+                            "be deprecated in a future release.")
                 outputs.extend(argument.outputs())
         return outputs