diff --git a/src/flake8/plugins/manager.py b/src/flake8/plugins/manager.py
index 1b9005e..e17fc17 100644
--- a/src/flake8/plugins/manager.py
+++ b/src/flake8/plugins/manager.py
@@ -1,6 +1,6 @@
 """Plugin loading and management logic and classes."""
-import collections
 import logging
+import sys
 
 import pkg_resources
 
@@ -8,6 +8,11 @@ from flake8 import exceptions
 from flake8 import utils
 from flake8.plugins import notifier
 
+if sys.version_info >= (3, 3):
+    import collections.abc as collections_abc
+else:
+    import collections as collections_abc
+
 LOG = logging.getLogger(__name__)
 
 __all__ = (
@@ -411,7 +416,7 @@ class PluginTypeManager(object):
         def generated_function(plugin):  # noqa: D105
             method = getattr(plugin, method_name, None)
             if method is not None and isinstance(
-                method, collections.Callable
+                method, collections_abc.Callable
             ):
                 return method(optmanager, *args, **kwargs)
 
diff --git a/tests/unit/test_plugin_type_manager.py b/tests/unit/test_plugin_type_manager.py
index 388cd8d..18058d4 100644
--- a/tests/unit/test_plugin_type_manager.py
+++ b/tests/unit/test_plugin_type_manager.py
@@ -1,5 +1,5 @@
 """Tests for flake8.plugins.manager.PluginTypeManager."""
-import collections
+import sys
 
 import mock
 import pytest
@@ -7,6 +7,11 @@ import pytest
 from flake8 import exceptions
 from flake8.plugins import manager
 
+if sys.version_info >= (3, 3):
+    import collections.abc as collections_abc
+else:
+    import collections as collections_abc
+
 TEST_NAMESPACE = "testing.plugin-type-manager"
 
 
@@ -86,7 +91,7 @@ def test_generate_call_function():
         'method_name', optmanager,
     )
 
-    assert isinstance(func, collections.Callable)
+    assert isinstance(func, collections_abc.Callable)
     assert func(plugin) is optmanager