diff --git a/pkg/features/kube_features.go b/pkg/features/kube_features.go
index 314b08868c3..46d7ed0dd9d 100644
--- a/pkg/features/kube_features.go
+++ b/pkg/features/kube_features.go
@@ -700,6 +700,14 @@ const (
 	// equals to spec.parallelism before and after the update.
 	ElasticIndexedJob featuregate.Feature = "ElasticIndexedJob"
 
+	// owner: @sanposhiho
+	// kep: http://kep.k8s.io/3063
+	// beta: v1.28
+	//
+	// Enables the scheduler's enhancement called QueueingHints,
+	// which benefits to reduce the useless requeueing.
+	SchedulerQueueingHints featuregate.Feature = "SchedulerQueueingHints"
+
 	// owner: @saschagrunert
 	// kep: https://kep.k8s.io/2413
 	// alpha: v1.22
@@ -1051,6 +1059,8 @@ var defaultKubernetesFeatureGates = map[featuregate.Feature]featuregate.FeatureS
 
 	ElasticIndexedJob: {Default: true, PreRelease: featuregate.Beta},
 
+	SchedulerQueueingHints: {Default: true, PreRelease: featuregate.Beta},
+
 	SeccompDefault: {Default: true, PreRelease: featuregate.GA, LockToDefault: true}, // remove in 1.29
 
 	SecurityContextDeny: {Default: false, PreRelease: featuregate.Alpha},
diff --git a/pkg/scheduler/scheduler.go b/pkg/scheduler/scheduler.go
index 9a6327e89e0..3b0d761a89d 100644
--- a/pkg/scheduler/scheduler.go
+++ b/pkg/scheduler/scheduler.go
@@ -25,6 +25,7 @@ import (
 	v1 "k8s.io/api/core/v1"
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
 	"k8s.io/apimachinery/pkg/util/wait"
+	utilfeature "k8s.io/apiserver/pkg/util/feature"
 	"k8s.io/client-go/dynamic/dynamicinformer"
 	"k8s.io/client-go/informers"
 	coreinformers "k8s.io/client-go/informers/core/v1"
@@ -33,6 +34,7 @@ import (
 	"k8s.io/client-go/tools/cache"
 	"k8s.io/klog/v2"
 	configv1 "k8s.io/kube-scheduler/config/v1"
+	"k8s.io/kubernetes/pkg/features"
 	schedulerapi "k8s.io/kubernetes/pkg/scheduler/apis/config"
 	"k8s.io/kubernetes/pkg/scheduler/apis/config/scheme"
 	"k8s.io/kubernetes/pkg/scheduler/framework"
@@ -377,7 +379,7 @@ func buildQueueingHintMap(es []framework.EnqueueExtensions) internalqueue.Queuei
 
 		for _, event := range events {
 			fn := event.QueueingHintFn
-			if fn == nil {
+			if fn == nil || !utilfeature.DefaultFeatureGate.Enabled(features.SchedulerQueueingHints) {
 				fn = defaultQueueingHintFn
 			}
 
diff --git a/pkg/scheduler/scheduler_test.go b/pkg/scheduler/scheduler_test.go
index 6d06b1a88b8..a85f04261e1 100644
--- a/pkg/scheduler/scheduler_test.go
+++ b/pkg/scheduler/scheduler_test.go
@@ -30,14 +30,17 @@ import (
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
 	"k8s.io/apimachinery/pkg/runtime"
 	"k8s.io/apimachinery/pkg/util/sets"
+	utilfeature "k8s.io/apiserver/pkg/util/feature"
 	"k8s.io/client-go/informers"
 	"k8s.io/client-go/kubernetes"
 	"k8s.io/client-go/kubernetes/fake"
 	"k8s.io/client-go/kubernetes/scheme"
 	"k8s.io/client-go/tools/cache"
 	"k8s.io/client-go/tools/events"
+	featuregatetesting "k8s.io/component-base/featuregate/testing"
 	"k8s.io/klog/v2"
 	"k8s.io/klog/v2/ktesting"
+	"k8s.io/kubernetes/pkg/features"
 	schedulerapi "k8s.io/kubernetes/pkg/scheduler/apis/config"
 	"k8s.io/kubernetes/pkg/scheduler/apis/config/testing/defaults"
 	"k8s.io/kubernetes/pkg/scheduler/framework"
@@ -657,9 +660,10 @@ const (
 
 func Test_buildQueueingHintMap(t *testing.T) {
 	tests := []struct {
-		name    string
-		plugins []framework.Plugin
-		want    map[framework.ClusterEvent][]*internalqueue.QueueingHintFunction
+		name                string
+		plugins             []framework.Plugin
+		want                map[framework.ClusterEvent][]*internalqueue.QueueingHintFunction
+		featuregateDisabled bool
 	}{
 		{
 			name:    "no-op plugin",
@@ -760,10 +764,60 @@ func Test_buildQueueingHintMap(t *testing.T) {
 				},
 			},
 		},
+		{
+			name:                "node and pod plugin (featuregate is disabled)",
+			plugins:             []framework.Plugin{&fakeNodePlugin{}, &fakePodPlugin{}},
+			featuregateDisabled: true,
+			want: map[framework.ClusterEvent][]*internalqueue.QueueingHintFunction{
+				{Resource: framework.Pod, ActionType: framework.All}: {
+					{PluginName: fakeBind, QueueingHintFn: defaultQueueingHintFn},
+					{PluginName: queueSort, QueueingHintFn: defaultQueueingHintFn},
+				},
+				{Resource: framework.Pod, ActionType: framework.Add}: {
+					{PluginName: fakePod, QueueingHintFn: defaultQueueingHintFn}, // default queueing hint due to disabled feature gate.
+				},
+				{Resource: framework.Node, ActionType: framework.All}: {
+					{PluginName: fakeBind, QueueingHintFn: defaultQueueingHintFn},
+					{PluginName: queueSort, QueueingHintFn: defaultQueueingHintFn},
+				},
+				{Resource: framework.Node, ActionType: framework.Add}: {
+					{PluginName: fakeNode, QueueingHintFn: defaultQueueingHintFn}, // default queueing hint due to disabled feature gate.
+				},
+				{Resource: framework.CSINode, ActionType: framework.All}: {
+					{PluginName: fakeBind, QueueingHintFn: defaultQueueingHintFn},
+					{PluginName: queueSort, QueueingHintFn: defaultQueueingHintFn},
+				},
+				{Resource: framework.CSIDriver, ActionType: framework.All}: {
+					{PluginName: fakeBind, QueueingHintFn: defaultQueueingHintFn},
+					{PluginName: queueSort, QueueingHintFn: defaultQueueingHintFn},
+				},
+				{Resource: framework.CSIStorageCapacity, ActionType: framework.All}: {
+					{PluginName: fakeBind, QueueingHintFn: defaultQueueingHintFn},
+					{PluginName: queueSort, QueueingHintFn: defaultQueueingHintFn},
+				},
+				{Resource: framework.PersistentVolume, ActionType: framework.All}: {
+					{PluginName: fakeBind, QueueingHintFn: defaultQueueingHintFn},
+					{PluginName: queueSort, QueueingHintFn: defaultQueueingHintFn},
+				},
+				{Resource: framework.StorageClass, ActionType: framework.All}: {
+					{PluginName: fakeBind, QueueingHintFn: defaultQueueingHintFn},
+					{PluginName: queueSort, QueueingHintFn: defaultQueueingHintFn},
+				},
+				{Resource: framework.PersistentVolumeClaim, ActionType: framework.All}: {
+					{PluginName: fakeBind, QueueingHintFn: defaultQueueingHintFn},
+					{PluginName: queueSort, QueueingHintFn: defaultQueueingHintFn},
+				},
+				{Resource: framework.PodSchedulingContext, ActionType: framework.All}: {
+					{PluginName: fakeBind, QueueingHintFn: defaultQueueingHintFn},
+					{PluginName: queueSort, QueueingHintFn: defaultQueueingHintFn},
+				},
+			},
+		},
 	}
 
 	for _, tt := range tests {
 		t.Run(tt.name, func(t *testing.T) {
+			defer featuregatetesting.SetFeatureGateDuringTest(t, utilfeature.DefaultFeatureGate, features.SchedulerQueueingHints, !tt.featuregateDisabled)()
 			logger, _ := ktesting.NewTestContext(t)
 			registry := frameworkruntime.Registry{}
 			cfgPls := &schedulerapi.Plugins{}