diff --git a/api/client/stack/deploy.go b/api/client/stack/deploy.go
index 5a1a5a5318..c3258f1778 100644
--- a/api/client/stack/deploy.go
+++ b/api/client/stack/deploy.go
@@ -168,6 +168,10 @@ func deployServices(
 					Command: service.Command,
 					Args:    service.Args,
 					Env:     service.Env,
+					// Service Labels will not be copied to Containers
+					// automatically during the deployment so we apply
+					// it here.
+					Labels: getStackLabels(namespace, nil),
 				},
 			},
 			EndpointSpec: &swarm.EndpointSpec{