diff --git a/python/pyspark/util.py b/python/pyspark/util.py
index 4ab78caf52c0..e07474db9269 100644
--- a/python/pyspark/util.py
+++ b/python/pyspark/util.py
@@ -25,7 +25,10 @@
 import threading
 import traceback
 import types
-from collections import Callable
+try:
+    from collections.abc import Callable
+except AttributeError:
+    from collections import Callable
 
 from py4j.clientserver import ClientServer