diff --git a/libnetwork/drivers/overlay/overlay.go b/libnetwork/drivers/overlay/overlay.go
index 7f20840db2..88e1010c43 100644
--- a/libnetwork/drivers/overlay/overlay.go
+++ b/libnetwork/drivers/overlay/overlay.go
@@ -48,6 +48,7 @@ type driver struct {
 	vxlanIdm         *idm.Idm
 	once             sync.Once
 	joinOnce         sync.Once
+	localJoinOnce    sync.Once
 	keys             []*key
 	sync.Mutex
 }
@@ -241,6 +242,12 @@ func (d *driver) nodeJoin(advertiseAddress, bindAddress string, self bool) {
 		d.bindAddress = bindAddress
 		d.Unlock()
 
+		// If containers are already running on this network update the
+		// advertiseaddress in the peerDB
+		d.localJoinOnce.Do(func() {
+			d.peerDBUpdateSelf()
+		})
+
 		// If there is no cluster store there is no need to start serf.
 		if d.store != nil {
 			if err := validateSelf(advertiseAddress); err != nil {
diff --git a/libnetwork/drivers/overlay/peerdb.go b/libnetwork/drivers/overlay/peerdb.go
index 92817a1a98..adc370ff0f 100644
--- a/libnetwork/drivers/overlay/peerdb.go
+++ b/libnetwork/drivers/overlay/peerdb.go
@@ -367,3 +367,12 @@ func (d *driver) pushLocalDb() {
 		return false
 	})
 }
+
+func (d *driver) peerDBUpdateSelf() {
+	d.peerDbWalk(func(nid string, pkey *peerKey, pEntry *peerEntry) bool {
+		if pEntry.isLocal {
+			pEntry.vtep = net.ParseIP(d.advertiseAddress)
+		}
+		return false
+	})
+}