diff --git a/octavia/api/drivers/driver_agent/driver_updater.py b/octavia/api/drivers/driver_agent/driver_updater.py
index 912e392a7e..af90d34079 100644
--- a/octavia/api/drivers/driver_agent/driver_updater.py
+++ b/octavia/api/drivers/driver_agent/driver_updater.py
@@ -58,6 +58,13 @@ class DriverUpdater(object):
     def _decrement_quota(self, repo, object_name, record_id):
         lock_session = db_apis.get_session(autocommit=False)
         db_object = repo.get(lock_session, id=record_id)
+        if db_object is None:
+            lock_session.rollback()
+            msg = ('{} with ID of {} is not present in the '
+                   'database, it might have already been deleted. '
+                   'Skipping quota update.'.format(
+                       object_name, record_id))
+            raise driver_exceptions.NotFound(msg)
         try:
             if db_object.provisioning_status == consts.DELETED:
                 LOG.info('%(name)s with ID of %(id)s is already in the '
@@ -91,7 +98,12 @@ class DriverUpdater(object):
                     if object_name == consts.LOADBALANCERS:
                         self._check_for_lb_vip_deallocate(repo, record_id)
 
-                    self._decrement_quota(repo, object_name, record_id)
+                    try:
+                        self._decrement_quota(repo, object_name, record_id)
+                    except driver_exceptions.NotFound:
+                        # prov_status is DELETED and the object no longer
+                        # exists in the DB, ignore the update.
+                        return
 
                     if delete_record and object_name != consts.LOADBALANCERS:
                         repo.delete(self.db_session, id=record_id)
diff --git a/octavia/tests/functional/api/drivers/driver_agent/test_driver_agent.py b/octavia/tests/functional/api/drivers/driver_agent/test_driver_agent.py
index 24e77ce03c..6d16c25e08 100644
--- a/octavia/tests/functional/api/drivers/driver_agent/test_driver_agent.py
+++ b/octavia/tests/functional/api/drivers/driver_agent/test_driver_agent.py
@@ -342,3 +342,40 @@ class DriverAgentTest(base.OctaviaDBTestBase):
         # Test non-existent L7 rule
         result = self.driver_lib.get_l7rule('bogus')
         self.assertIsNone(result)
+
+    def test_update_load_balancer_status(self):
+        # Add a new member
+        member_dict = copy.deepcopy(self.sample_data.test_member2_dict)
+        self.repos.member.create(self.session, **member_dict)
+
+        result = self.driver_lib.get_member(member_dict[lib_consts.ID])
+        self.assertEqual(self.sample_data.provider_member2_dict,
+                         result.to_dict(render_unsets=True))
+
+        # Test deleting a member
+        status = {
+            "loadbalancers": [
+                {"id": self.sample_data.lb_id,
+                 "provisioning_status": "ACTIVE",
+                 "operating_status": "ONLINE"}
+            ],
+            "healthmonitors": [],
+            "l7policies": [],
+            "l7rules": [],
+            "listeners": [],
+            "members": [
+                {"id": member_dict[lib_consts.ID],
+                 "provisioning_status": "DELETED"}
+            ],
+            "pools": []
+        }
+
+        self.driver_lib.update_loadbalancer_status(status)
+        result = self.driver_lib.get_member(member_dict[lib_consts.ID])
+        self.assertIsNone(result)
+
+        # Test deleting an already deleted member
+        # It should be silently ignored
+        self.driver_lib.update_loadbalancer_status(status)
+        result = self.driver_lib.get_member(member_dict[lib_consts.ID])
+        self.assertIsNone(result)