diff --git a/rollout/controller.go b/rollout/controller.go
index ebc17c1303..1d7d8cde92 100644
--- a/rollout/controller.go
+++ b/rollout/controller.go
@@ -132,6 +132,7 @@ type reconcilerBase struct {
 	replicaSetSynced              cache.InformerSynced
 	rolloutsInformer              cache.SharedIndexInformer
 	rolloutsLister                listers.RolloutLister
+	replicaSetInformer            cache.SharedIndexInformer
 	rolloutsSynced                cache.InformerSynced
 	rolloutsIndexer               cache.Indexer
 	servicesLister                v1.ServiceLister
@@ -176,7 +177,6 @@ func NewController(cfg ControllerConfig) *Controller {
 			controllerutil.EnqueueAfter(obj, duration, cfg.RolloutWorkQueue)
 		},
 	}
-
 	base := reconcilerBase{
 		kubeclientset:                 cfg.KubeClientSet,
 		argoprojclientset:             cfg.ArgoProjClientset,
@@ -185,6 +185,7 @@ func NewController(cfg ControllerConfig) *Controller {
 		replicaSetLister:              cfg.ReplicaSetInformer.Lister(),
 		replicaSetSynced:              cfg.ReplicaSetInformer.Informer().HasSynced,
 		rolloutsInformer:              cfg.RolloutsInformer.Informer(),
+		replicaSetInformer:            cfg.ReplicaSetInformer.Informer(),
 		rolloutsIndexer:               cfg.RolloutsInformer.Informer().GetIndexer(),
 		rolloutsLister:                cfg.RolloutsInformer.Lister(),
 		rolloutsSynced:                cfg.RolloutsInformer.Informer().HasSynced,
diff --git a/rollout/replicaset.go b/rollout/replicaset.go
index dceff65aa0..fad23e756e 100644
--- a/rollout/replicaset.go
+++ b/rollout/replicaset.go
@@ -35,6 +35,7 @@ func (c *rolloutContext) removeScaleDownDelay(rs *appsv1.ReplicaSet) error {
 	_, err := c.kubeclientset.AppsV1().ReplicaSets(rs.Namespace).Patch(ctx, rs.Name, patchtypes.JSONPatchType, []byte(patch), metav1.PatchOptions{})
 	if err == nil {
 		c.log.Infof("Removed '%s' annotation from RS '%s'", v1alpha1.DefaultReplicaSetScaleDownDeadlineAnnotationKey, rs.Name)
+		c.replicaSetInformer.GetIndexer().Update(rs)
 	}
 	return err
 }
@@ -56,9 +57,10 @@ func (c *rolloutContext) addScaleDownDelay(rs *appsv1.ReplicaSet, scaleDownDelay
 	}
 	deadline := timeutil.MetaNow().Add(scaleDownDelaySeconds).UTC().Format(time.RFC3339)
 	patch := fmt.Sprintf(addScaleDownAtAnnotationsPatch, v1alpha1.DefaultReplicaSetScaleDownDeadlineAnnotationKey, deadline)
-	_, err := c.kubeclientset.AppsV1().ReplicaSets(rs.Namespace).Patch(ctx, rs.Name, patchtypes.JSONPatchType, []byte(patch), metav1.PatchOptions{})
+	rs, err := c.kubeclientset.AppsV1().ReplicaSets(rs.Namespace).Patch(ctx, rs.Name, patchtypes.JSONPatchType, []byte(patch), metav1.PatchOptions{})
 	if err == nil {
 		c.log.Infof("Set '%s' annotation on '%s' to %s (%s)", v1alpha1.DefaultReplicaSetScaleDownDeadlineAnnotationKey, rs.Name, deadline, scaleDownDelaySeconds)
+		c.replicaSetInformer.GetIndexer().Update(rs)
 	}
 	return err
 }
diff --git a/rollout/replicaset_test.go b/rollout/replicaset_test.go
index 26b05b5b54..10c1dc0893 100644
--- a/rollout/replicaset_test.go
+++ b/rollout/replicaset_test.go
@@ -195,16 +195,29 @@ func TestReconcileNewReplicaSet(t *testing.T) {
 			rollout := newBlueGreenRollout("foo", test.rolloutReplicas, nil, "", "")
 			fake := fake.Clientset{}
 			k8sfake := k8sfake.Clientset{}
+
+			f := newFixture(t)
+			defer f.Close()
+			f.objects = append(f.objects, rollout)
+			f.replicaSetLister = append(f.replicaSetLister, oldRS, newRS)
+			f.kubeobjects = append(f.kubeobjects, oldRS, newRS)
+			_, informers, k8sInformer := f.newController(noResyncPeriodFunc)
+			stopCh := make(chan struct{})
+			informers.Start(stopCh)
+			informers.WaitForCacheSync(stopCh)
+			close(stopCh)
+
 			roCtx := rolloutContext{
 				log:      logutil.WithRollout(rollout),
 				rollout:  rollout,
 				newRS:    newRS,
 				stableRS: oldRS,
 				reconcilerBase: reconcilerBase{
-					argoprojclientset: &fake,
-					kubeclientset:     &k8sfake,
-					recorder:          record.NewFakeEventRecorder(),
-					resyncPeriod:      30 * time.Second,
+					argoprojclientset:  &fake,
+					kubeclientset:      &k8sfake,
+					recorder:           record.NewFakeEventRecorder(),
+					resyncPeriod:       30 * time.Second,
+					replicaSetInformer: k8sInformer.Apps().V1().ReplicaSets().Informer(),
 				},
 				pauseContext: &pauseContext{
 					rollout: rollout,
diff --git a/rollout/sync.go b/rollout/sync.go
index f13a3489c7..25c0c14813 100644
--- a/rollout/sync.go
+++ b/rollout/sync.go
@@ -85,7 +85,14 @@ func (c *rolloutContext) syncReplicaSetRevision() (*appsv1.ReplicaSet, error) {
 	if annotationsUpdated || minReadySecondsNeedsUpdate || affinityNeedsUpdate {
 		rsCopy.Spec.MinReadySeconds = c.rollout.Spec.MinReadySeconds
 		rsCopy.Spec.Template.Spec.Affinity = replicasetutil.GenerateReplicaSetAffinity(*c.rollout)
-		return c.kubeclientset.AppsV1().ReplicaSets(rsCopy.ObjectMeta.Namespace).Update(ctx, rsCopy, metav1.UpdateOptions{})
+		rs, err := c.kubeclientset.AppsV1().ReplicaSets(rsCopy.ObjectMeta.Namespace).Update(ctx, rsCopy, metav1.UpdateOptions{})
+		if err != nil {
+			c.log.WithError(err).Error("Error: updating replicaset revision")
+			return nil, fmt.Errorf("error updating replicaset revision: %v", err)
+		}
+		c.log.Infof("Synced revision on ReplicaSet '%s' to '%s'", rs.Name, newRevision)
+		c.replicaSetInformer.GetIndexer().Update(rs)
+		return rs, nil
 	}
 
 	// Should use the revision in existingNewRS's annotation, since it set by before
@@ -370,6 +377,7 @@ func (c *rolloutContext) scaleReplicaSet(rs *appsv1.ReplicaSet, newScale int32,
 			scaled = true
 			revision, _ := replicasetutil.Revision(rs)
 			c.recorder.Eventf(rollout, record.EventOptions{EventReason: conditions.ScalingReplicaSetReason}, conditions.ScalingReplicaSetMessage, scalingOperation, rs.Name, revision, oldScale, newScale)
+			c.replicaSetInformer.GetIndexer().Update(rs)
 		}
 	}
 	return scaled, rs, err