diff --git a/kuryr/common/config.py b/kuryr/common/config.py
index 9341d742..d2b39512 100644
--- a/kuryr/common/config.py
+++ b/kuryr/common/config.py
@@ -50,7 +50,7 @@ neutron_opts = [
 keystone_opts = [
     cfg.StrOpt('auth_uri',
                default=os.environ.get('IDENTITY_URL',
-                                      'http://127.0.0.1:35357'),
+                                      'http://127.0.0.1:35357/v2.0'),
                help=_('The URL for accessing the identity service.')),
     cfg.StrOpt('admin_user',
                default=os.environ.get('SERVICE_USER'),
diff --git a/kuryr/controllers.py b/kuryr/controllers.py
index 64020562..f9002d1a 100644
--- a/kuryr/controllers.py
+++ b/kuryr/controllers.py
@@ -53,7 +53,7 @@ def neutron_client():
                 password=password, auth_url=auth_uri)
         else:
             app.neutron = utils.get_neutron_client_simple(
-                url=neutron_uri, token=auth_token)
+                url=neutron_uri, auth_url=auth_uri, token=auth_token)
 
         app.enable_dhcp = cfg.CONF.neutron_client.enable_dhcp
         app.neutron.format = 'json'
diff --git a/kuryr/tests/unit/test_config.py b/kuryr/tests/unit/test_config.py
index 338007d9..8a99b021 100644
--- a/kuryr/tests/unit/test_config.py
+++ b/kuryr/tests/unit/test_config.py
@@ -35,7 +35,7 @@ class ConfigurationTest(base.TestKuryrBase):
         self.assertEqual('http://127.0.0.1:9696',
                          config.CONF.neutron_client.neutron_uri)
 
-        self.assertEqual('http://127.0.0.1:35357',
+        self.assertEqual('http://127.0.0.1:35357/v2.0',
                          config.CONF.keystone_client.auth_uri)
 
     def test_check_for_neutron_ext_support_with_ex(self):
diff --git a/kuryr/utils.py b/kuryr/utils.py
index 75bdd628..1a7cf0a0 100644
--- a/kuryr/utils.py
+++ b/kuryr/utils.py
@@ -29,8 +29,10 @@ DOCKER_NETNS_BASE = '/var/run/docker/netns'
 PORT_POSTFIX = 'port'
 
 
-def get_neutron_client_simple(url, token):
-    return client.Client('2.0', endpoint_url=url, token=token)
+def get_neutron_client_simple(url, auth_url, token):
+    auths = auth_url.rsplit('/', 1)
+    version = auths[1][1:]
+    return client.Client(version, endpoint_url=url, token=token)
 
 
 def get_neutron_client(url, username, tenant_name, password,