action='create', resource='CustomResourceDefinition')
 
 
-def delete_custom_resource_definition(name):
+def delete_custom_resource_definition(name, skip_codes=None):
+    skip_codes = [] if not skip_codes else skip_codes
     api = get_extensions_v1beta_api()
     body_obj = client.V1DeleteOptions()
     try:
         api.delete_custom_resource_definition(name, body_obj)
-    except ApiException:
-        raise exceptions.KubernetesApiException(
-            action='delete', resource='CustomResourceDefinition')
+    except ApiException as e:
+        if e.status in skip_codes:
+            LOG.info(e.reason)
+        else:
+            raise exceptions.KubernetesApiException(
+                action='delete', resource='CustomResourceDefinition')
 
 
 def get_custom_resource_definition(kind):
 
         k8s_utils.create_custom_resource_definition(self._template)
 
     def delete(self):
-        k8s_utils.delete_custom_resource_definition(self._name)
+        k8s_utils.delete_custom_resource_definition(self._name, skip_codes=[404])
 
 
 class NetworkObject(object):
 
         mock_delete_crd.delete_custom_resource_definition.\
             assert_called_once_with('name', 'del_obj')
 
+    @mock.patch.object(client, 'V1DeleteOptions', return_value='del_obj')
+    @mock.patch.object(kubernetes_utils, 'get_extensions_v1beta_api')
+    @mock.patch.object(kubernetes_utils, 'LOG')
+    def test_execute_skip_exception(self, mock_log, mock_get_api, mock_delobj):
+        mock_delete_crd = mock.Mock()
+        mock_delete_crd.delete_custom_resource_definition.side_effect = rest.ApiException(
+            status=404)
+
+        mock_get_api.return_value = mock_delete_crd
+        kubernetes_utils.delete_custom_resource_definition('name', skip_codes=[404])
+
+        mock_delobj.assert_called_once()
+        mock_delete_crd.delete_custom_resource_definition.assert_called_once_with(
+            'name', 'del_obj')
+
+        mock_log.info.assert_called_once()
+
 
 class GetCustomResourceDefinitionTestCase(base.BaseUnitTestCase):