diff --git a/rally/benchmark/runner.py b/rally/benchmark/runner.py
index 255af915fa..ece5cc4774 100644
--- a/rally/benchmark/runner.py
+++ b/rally/benchmark/runner.py
@@ -17,6 +17,7 @@ import collections
 import multiprocessing
 from multiprocessing import pool as multiprocessing_pool
 import random
+import sys
 import time
 import uuid
 
@@ -116,6 +117,11 @@ class ScenarioRunner(object):
     def _delete_glance_resources(cls, glance, project_uuid):
         utils.delete_images(glance, project_uuid)
 
+    def _delete_keystone_resources(self):
+        kclient = __admin_clients__["keystone"]
+        for resource in ["users", "tenants", "services", "roles"]:
+            utils.delete_keystone_resources(kclient, resource)
+
     @classmethod
     def _cleanup_with_clients(cls, indexes):
         for index in indexes:
@@ -137,6 +143,14 @@ class ScenarioRunner(object):
         for client_indicies in chunked_indexes:
             pool.apply_async(utils.async_cleanup, args=(ScenarioRunner,
                                                         client_indicies,))
+        try:
+            self._delete_keystone_resources()
+        except Exception as e:
+            LOG.debug(_("Not all resources were cleaned."),
+                      exc_info=sys.exc_info())
+            LOG.warning(_('Unable to fully cleanup keystone service: %s') %
+                        (e.message))
+
         pool.close()
         pool.join()
 
diff --git a/rally/benchmark/scenarios/keystone/__init__.py b/rally/benchmark/scenarios/keystone/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/rally/benchmark/scenarios/keystone/utils.py b/rally/benchmark/scenarios/keystone/utils.py
new file mode 100644
index 0000000000..89cb8dd781
--- /dev/null
+++ b/rally/benchmark/scenarios/keystone/utils.py
@@ -0,0 +1,21 @@
+# Copyright 2013: Mirantis Inc.
+# All Rights Reserved.
+#
+#    Licensed 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.
+
+
+TEMP_TEMPLATE = "rally_k_"
+
+
+def is_temporary(resource):
+    return resource.name.startswith(TEMP_TEMPLATE)
diff --git a/rally/benchmark/utils.py b/rally/benchmark/utils.py
index 3da5c406d2..c79427246d 100644
--- a/rally/benchmark/utils.py
+++ b/rally/benchmark/utils.py
@@ -17,6 +17,7 @@ import traceback
 
 from novaclient import exceptions as nova_exceptions
 
+from rally.benchmark.scenarios.keystone import utils as kutils
 from rally import exceptions as rally_exceptions
 from rally import osclients
 from rally import utils
@@ -239,3 +240,9 @@ def delete_volume_backups(cinder):
     for backup in cinder.backups.list():
         backup.delete()
     _wait_for_empty_list(cinder.backups, timeout=240)
+
+
+def delete_keystone_resources(keystone, resource_name):
+    for resource in getattr(keystone, resource_name).list():
+        if kutils.is_temporary(resource):
+            resource.delete()
diff --git a/tests/benchmark/test_runner.py b/tests/benchmark/test_runner.py
index b5a55a1f0d..fdba56b15a 100644
--- a/tests/benchmark/test_runner.py
+++ b/tests/benchmark/test_runner.py
@@ -361,9 +361,10 @@ class ScenarioTestCase(test.TestCase):
     @mock.patch("rally.benchmark.utils.create_openstack_clients")
     @mock.patch("rally.benchmark.runner.base")
     @mock.patch("rally.benchmark.utils.osclients")
+    @mock.patch("rally.benchmark.utils.delete_keystone_resources")
     @mock.patch("multiprocessing.Pool")
-    def test_generic_cleanup(self, mock_pool, mock_osclients,
-                             mock_base, mock_clients):
+    def test_generic_cleanup(self, mock_pool, mock_del_keystone_res,
+                             mock_osclients, mock_base, mock_clients):
         FakeScenario = mock.MagicMock()
         FakeScenario.init = mock.MagicMock(return_value={})
 
@@ -434,3 +435,8 @@ class ScenarioTestCase(test.TestCase):
             for image in nova.images.list():
                 self.assertEqual("DELETED", image.status,
                                  "image not purged: %s" % (image))
+
+        expected = [mock.call(clients[0]["keystone"], resource) for resource in
+                    ["users", "tenants", "services", "roles"]]
+
+        self.assertEqual(mock_del_keystone_res.mock_calls, expected)