diff --git a/pkg/synchromanager/clustersynchro/cluster_synchro.go b/pkg/synchromanager/clustersynchro/cluster_synchro.go
index d13107ea6..ca7ef3e9d 100644
--- a/pkg/synchromanager/clustersynchro/cluster_synchro.go
+++ b/pkg/synchromanager/clustersynchro/cluster_synchro.go
@@ -22,6 +22,7 @@ import (
 	resourceconfigfactory "github.com/clusterpedia-io/clusterpedia/pkg/runtime/resourceconfig/factory"
 	"github.com/clusterpedia-io/clusterpedia/pkg/storage"
 	"github.com/clusterpedia-io/clusterpedia/pkg/synchromanager/features"
+	"github.com/clusterpedia-io/clusterpedia/pkg/synchromanager/resourcesynchro"
 	clusterpediafeature "github.com/clusterpedia-io/clusterpedia/pkg/utils/feature"
 )
 
@@ -36,11 +37,12 @@ type ClusterSynchro struct {
 	RESTConfig           *rest.Config
 	ClusterStatusUpdater ClusterStatusUpdater
 
-	storage              storage.StorageFactory
-	syncConfig           ClusterSyncConfig
-	healthChecker        *healthChecker
-	dynamicDiscovery     discovery.DynamicDiscoveryInterface
-	listerWatcherFactory informer.DynamicListerWatcherFactory
+	storage                storage.StorageFactory
+	resourceSynchroFactory resourcesynchro.SynchroFactory
+	syncConfig             ClusterSyncConfig
+	healthChecker          *healthChecker
+	dynamicDiscovery       discovery.DynamicDiscoveryInterface
+	listerWatcherFactory   informer.DynamicListerWatcherFactory
 
 	closeOnce sync.Once
 	closer    chan struct{}
@@ -123,6 +125,12 @@ func New(name string, config *rest.Config, storage storage.StorageFactory, updat
 		storageResourceVersions: make(map[schema.GroupVersionResource]map[string]interface{}),
 	}
 
+	if factory, ok := storage.(resourcesynchro.SynchroFactory); ok {
+		synchro.resourceSynchroFactory = factory
+	} else {
+		synchro.resourceSynchroFactory = DefaultResourceSynchroFactory{}
+	}
+
 	var refresherOnce sync.Once
 	synchro.dynamicDiscovery.Prepare(discovery.PrepareConfig{
 		ResourceMutationHandler: synchro.resetSyncResources,
@@ -167,8 +175,9 @@ func New(name string, config *rest.Config, storage storage.StorageFactory, updat
 
 func (s *ClusterSynchro) GetMetricsWriterList() (writers metricsstore.MetricsWriterList) {
 	s.storageResourceSynchros.Range(func(_, value interface{}) bool {
-		if synchro := value.(*ResourceSynchro); synchro.metricsWriter != nil {
-			writers = append(writers, synchro.metricsWriter)
+		synchro := value.(resourcesynchro.Synchro)
+		if writer := synchro.GetMetricsWriter(); writer != nil {
+			writers = append(writers, writer)
 		}
 		return true
 	})
@@ -237,7 +246,7 @@ func (s *ClusterSynchro) Shutdown(updateStatus bool) {
 				shutdownCount := 0
 				statuses := make(map[string][]string)
 				s.storageResourceSynchros.Range(func(key, value interface{}) bool {
-					synchro := value.(*ResourceSynchro)
+					synchro := value.(resourcesynchro.Synchro)
 					status := synchro.Status()
 					if status.Status == clusterv1alpha2.ResourceSyncStatusStop && status.Reason == "" {
 						shutdownCount++
@@ -245,7 +254,7 @@ func (s *ClusterSynchro) Shutdown(updateStatus bool) {
 					}
 
 					gvr := key.(schema.GroupVersionResource)
-					sr := fmt.Sprintf("%s,%s,%s", status.Status, status.Reason, synchro.runningStage)
+					sr := fmt.Sprintf("%s,%s,%s", status.Status, status.Reason, synchro.Stage())
 					msg := fmt.Sprintf("%s/%s/%s", gvr.Group, gvr.Version, gvr.Resource)
 					statuses[sr] = append(statuses[sr], msg)
 					return true
@@ -359,18 +368,23 @@ func (s *ClusterSynchro) refreshSyncResources() {
 			if s.syncConfig.MetricsStoreBuilder != nil {
 				metricsStore = s.syncConfig.MetricsStoreBuilder.GetMetricStore(s.name, config.syncResource)
 			}
-			synchro := newResourceSynchro(s.name,
-				ResourceSynchroConfig{
+			synchro, err := s.resourceSynchroFactory.NewResourceSynchro(s.name,
+				resourcesynchro.Config{
 					GroupVersionResource: config.syncResource,
 					Kind:                 config.kind,
 					ListerWatcher:        s.listerWatcherFactory.ForResource(metav1.NamespaceAll, config.syncResource),
 					ObjectConvertor:      config.convertor,
-					ResourceStorage:      resourceStorage,
 					MetricsStore:         metricsStore,
 					ResourceVersions:     rvs,
 					PageSizeForInformer:  s.syncConfig.PageSizeForResourceSync,
+					ResourceStorage:      resourceStorage,
 				},
 			)
+			if err != nil {
+				klog.ErrorS(err, "Failed to create resource synchro", "cluster", s.name, "storage resource", storageGVR)
+				updateSyncConditions(storageGVR, clusterv1alpha2.ResourceSyncStatusPending, "SynchroCreateFailed", fmt.Sprintf("new resource synchro failed: %s", err))
+				continue
+			}
 			s.waitGroup.StartWithChannel(s.closer, synchro.Run)
 			s.storageResourceSynchros.Store(storageGVR, synchro)
 
@@ -400,7 +414,7 @@ func (s *ClusterSynchro) refreshSyncResources() {
 	for storageGVR := range removedStorageGVRs {
 		if synchro, ok := s.storageResourceSynchros.Load(storageGVR); ok {
 			select {
-			case <-synchro.(*ResourceSynchro).Close():
+			case <-synchro.(resourcesynchro.Synchro).Close():
 			case <-s.closer:
 				return
 			}
@@ -475,7 +489,7 @@ func (s *ClusterSynchro) runner() {
 			go s.dynamicDiscovery.Start(s.handlerStopCh)
 
 			s.storageResourceSynchros.Range(func(_, value interface{}) bool {
-				go value.(*ResourceSynchro).Start(s.handlerStopCh)
+				go value.(resourcesynchro.Synchro).Start(s.handlerStopCh)
 				return true
 			})
 		}()
@@ -542,12 +556,13 @@ func (s *ClusterSynchro) genClusterStatus() *clusterv1alpha2.ClusterStatus {
 				gr := schema.GroupResource{Group: status.Group, Resource: resource.Name}
 				storageGVR := cond.StorageGVR(gr)
 				if value, ok := s.storageResourceSynchros.Load(storageGVR); ok {
-					synchro := value.(*ResourceSynchro)
-					if gr != synchro.syncResource.GroupResource() {
-						cond.SyncResource = synchro.syncResource.GroupResource().String()
+					synchro := value.(resourcesynchro.Synchro)
+					syncedGVR := synchro.GroupVersionResource()
+					if gr != syncedGVR.GroupResource() {
+						cond.SyncResource = syncedGVR.GroupResource().String()
 					}
-					if cond.Version != synchro.syncResource.Version {
-						cond.SyncVersion = synchro.syncResource.Version
+					if cond.Version != syncedGVR.Version {
+						cond.SyncVersion = syncedGVR.Version
 					}
 
 					status := synchro.Status()
diff --git a/pkg/synchromanager/clustersynchro/resource_synchro.go b/pkg/synchromanager/clustersynchro/default_resource_synchro.go
similarity index 87%
rename from pkg/synchromanager/clustersynchro/resource_synchro.go
rename to pkg/synchromanager/clustersynchro/default_resource_synchro.go
index 8f92f4e74..b6e8200e4 100644
--- a/pkg/synchromanager/clustersynchro/resource_synchro.go
+++ b/pkg/synchromanager/clustersynchro/default_resource_synchro.go
@@ -19,34 +19,16 @@ import (
 	metricsstore "k8s.io/kube-state-metrics/v2/pkg/metrics_store"
 
 	clusterv1alpha2 "github.com/clusterpedia-io/api/cluster/v1alpha2"
-	kubestatemetrics "github.com/clusterpedia-io/clusterpedia/pkg/kube_state_metrics"
 	"github.com/clusterpedia-io/clusterpedia/pkg/runtime/informer"
 	"github.com/clusterpedia-io/clusterpedia/pkg/storage"
-	"github.com/clusterpedia-io/clusterpedia/pkg/synchromanager/clustersynchro/queue"
 	"github.com/clusterpedia-io/clusterpedia/pkg/synchromanager/features"
+	"github.com/clusterpedia-io/clusterpedia/pkg/synchromanager/resourcesynchro"
+	"github.com/clusterpedia-io/clusterpedia/pkg/synchromanager/resourcesynchro/queue"
 	"github.com/clusterpedia-io/clusterpedia/pkg/utils"
 	clusterpediafeature "github.com/clusterpedia-io/clusterpedia/pkg/utils/feature"
 )
 
-type ResourceSynchroConfig struct {
-	schema.GroupVersionResource
-	Kind string
-
-	cache.ListerWatcher
-	runtime.ObjectConvertor
-	storage.ResourceStorage
-
-	*kubestatemetrics.MetricsStore
-
-	ResourceVersions    map[string]interface{}
-	PageSizeForInformer int64
-}
-
-func (c ResourceSynchroConfig) GroupVersionKind() schema.GroupVersionKind {
-	return c.GroupVersionResource.GroupVersion().WithKind(c.Kind)
-}
-
-type ResourceSynchro struct {
+type resourceSynchro struct {
 	cluster string
 
 	example         runtime.Object
@@ -88,9 +70,13 @@ type ResourceSynchro struct {
 	runningStage string
 }
 
-func newResourceSynchro(cluster string, config ResourceSynchroConfig) *ResourceSynchro {
+type DefaultResourceSynchroFactory struct{}
+
+var _ resourcesynchro.SynchroFactory = DefaultResourceSynchroFactory{}
+
+func (factory DefaultResourceSynchroFactory) NewResourceSynchro(cluster string, config resourcesynchro.Config) (resourcesynchro.Synchro, error) {
 	storageConfig := config.ResourceStorage.GetStorageConfig()
-	synchro := &ResourceSynchro{
+	synchro := &resourceSynchro{
 		cluster:         cluster,
 		syncResource:    config.GroupVersionResource,
 		storageResource: storageConfig.StorageResource,
@@ -127,10 +113,26 @@ func newResourceSynchro(cluster string, config ResourceSynchroConfig) *ResourceS
 	}
 
 	synchro.setStatus(clusterv1alpha2.ResourceSyncStatusPending, "", "")
-	return synchro
+	return synchro, nil
+}
+
+func (synchro *resourceSynchro) Stage() string {
+	return synchro.runningStage
+}
+
+func (synchro *resourceSynchro) GroupVersionResource() schema.GroupVersionResource {
+	return synchro.syncResource
+}
+
+func (synchro *resourceSynchro) StoragedGroupVersionResource() schema.GroupVersionResource {
+	return synchro.storageResource
+}
+
+func (synchro *resourceSynchro) GetMetricsWriter() *metricsstore.MetricsWriter {
+	return synchro.metricsWriter
 }
 
-func (synchro *ResourceSynchro) Run(shutdown <-chan struct{}) {
+func (synchro *resourceSynchro) Run(shutdown <-chan struct{}) {
 	defer close(synchro.closed)
 	go func() {
 		select {
@@ -158,7 +160,7 @@ func (synchro *ResourceSynchro) Run(shutdown <-chan struct{}) {
 	synchro.runningStage = "shutdown"
 }
 
-func (synchro *ResourceSynchro) Close() <-chan struct{} {
+func (synchro *resourceSynchro) Close() <-chan struct{} {
 	synchro.closeOnce.Do(func() {
 		close(synchro.closer)
 		synchro.queue.Close()
@@ -167,7 +169,7 @@ func (synchro *ResourceSynchro) Close() <-chan struct{} {
 	return synchro.closed
 }
 
-func (synchro *ResourceSynchro) Start(stopCh <-chan struct{}) {
+func (synchro *resourceSynchro) Start(stopCh <-chan struct{}) {
 	synchro.startlock.Lock()
 	stopped := synchro.stopped // avoid race
 	synchro.startlock.Unlock()
@@ -288,7 +290,7 @@ func (synchro *ResourceSynchro) Start(stopCh <-chan struct{}) {
 
 const LastAppliedConfigurationAnnotation = "kubectl.kubernetes.io/last-applied-configuration"
 
-func (synchro *ResourceSynchro) pruneObject(obj *unstructured.Unstructured) {
+func (synchro *resourceSynchro) pruneObject(obj *unstructured.Unstructured) {
 	if clusterpediafeature.FeatureGate.Enabled(features.PruneManagedFields) {
 		obj.SetManagedFields(nil)
 	}
@@ -305,7 +307,7 @@ func (synchro *ResourceSynchro) pruneObject(obj *unstructured.Unstructured) {
 	}
 }
 
-func (synchro *ResourceSynchro) OnAdd(obj interface{}, isInInitialList bool) {
+func (synchro *resourceSynchro) OnAdd(obj interface{}, isInInitialList bool) {
 	if !synchro.isRunnableForStorage.Load() {
 		return
 	}
@@ -327,7 +329,7 @@ func (synchro *ResourceSynchro) OnAdd(obj interface{}, isInInitialList bool) {
 	_ = synchro.queue.Add(obj)
 }
 
-func (synchro *ResourceSynchro) OnUpdate(_, obj interface{}) {
+func (synchro *resourceSynchro) OnUpdate(_, obj interface{}) {
 	if !synchro.isRunnableForStorage.Load() {
 		return
 	}
@@ -342,7 +344,7 @@ func (synchro *ResourceSynchro) OnUpdate(_, obj interface{}) {
 	_ = synchro.queue.Update(obj)
 }
 
-func (synchro *ResourceSynchro) OnDelete(obj interface{}) {
+func (synchro *resourceSynchro) OnDelete(obj interface{}) {
 	if !synchro.isRunnableForStorage.Load() {
 		return
 	}
@@ -357,9 +359,9 @@ func (synchro *ResourceSynchro) OnDelete(obj interface{}) {
 	_ = synchro.queue.Delete(obj)
 }
 
-func (synchro *ResourceSynchro) OnSync(obj interface{}) {}
+func (synchro *resourceSynchro) OnSync(obj interface{}) {}
 
-func (synchro *ResourceSynchro) processResources() {
+func (synchro *resourceSynchro) processResources() {
 	for {
 		select {
 		case <-synchro.closer:
@@ -381,7 +383,7 @@ func (synchro *ResourceSynchro) processResources() {
 	}
 }
 
-func (synchro *ResourceSynchro) handleResourceEvent(event *queue.Event) {
+func (synchro *resourceSynchro) handleResourceEvent(event *queue.Event) {
 	defer func() { _ = synchro.queue.Done(event) }()
 
 	obj, ok := event.Object.(runtime.Object)
@@ -476,7 +478,7 @@ func (synchro *ResourceSynchro) handleResourceEvent(event *queue.Event) {
 	}
 }
 
-func (synchro *ResourceSynchro) setRunnableForStorage() {
+func (synchro *resourceSynchro) setRunnableForStorage() {
 	synchro.isRunnableForStorage.Store(true)
 
 	synchro.forStorageLock.Lock()
@@ -494,7 +496,7 @@ func (synchro *ResourceSynchro) setRunnableForStorage() {
 	}
 }
 
-func (synchro *ResourceSynchro) setStopForStorage() {
+func (synchro *resourceSynchro) setStopForStorage() {
 	synchro.isRunnableForStorage.Store(false)
 
 	synchro.forStorageLock.Lock()
@@ -512,7 +514,7 @@ func (synchro *ResourceSynchro) setStopForStorage() {
 	}
 }
 
-func (synchro *ResourceSynchro) convertToStorageVersion(obj runtime.Object) (runtime.Object, error) {
+func (synchro *resourceSynchro) convertToStorageVersion(obj runtime.Object) (runtime.Object, error) {
 	if synchro.syncResource == synchro.storageResource || synchro.convertor == nil {
 		return obj, nil
 	}
@@ -535,7 +537,7 @@ func (synchro *ResourceSynchro) convertToStorageVersion(obj runtime.Object) (run
 	return obj, nil
 }
 
-func (synchro *ResourceSynchro) createOrUpdateResource(ctx context.Context, obj runtime.Object) error {
+func (synchro *resourceSynchro) createOrUpdateResource(ctx context.Context, obj runtime.Object) error {
 	err := synchro.storage.Create(ctx, synchro.cluster, obj)
 	if genericstorage.IsExist(err) {
 		return synchro.storage.Update(ctx, synchro.cluster, obj)
@@ -543,7 +545,7 @@ func (synchro *ResourceSynchro) createOrUpdateResource(ctx context.Context, obj
 	return err
 }
 
-func (synchro *ResourceSynchro) updateOrCreateResource(ctx context.Context, obj runtime.Object) error {
+func (synchro *resourceSynchro) updateOrCreateResource(ctx context.Context, obj runtime.Object) error {
 	err := synchro.storage.Update(ctx, synchro.cluster, obj)
 	if genericstorage.IsNotFound(err) {
 		return synchro.storage.Create(ctx, synchro.cluster, obj)
@@ -551,11 +553,11 @@ func (synchro *ResourceSynchro) updateOrCreateResource(ctx context.Context, obj
 	return err
 }
 
-func (synchro *ResourceSynchro) deleteResource(ctx context.Context, obj runtime.Object) error {
+func (synchro *resourceSynchro) deleteResource(ctx context.Context, obj runtime.Object) error {
 	return synchro.storage.Delete(ctx, synchro.cluster, obj)
 }
 
-func (synchro *ResourceSynchro) setStatus(status string, reason, message string) {
+func (synchro *resourceSynchro) setStatus(status string, reason, message string) {
 	synchro.status.Store(clusterv1alpha2.ClusterResourceSyncCondition{
 		Status:             status,
 		Reason:             reason,
@@ -564,11 +566,11 @@ func (synchro *ResourceSynchro) setStatus(status string, reason, message string)
 	})
 }
 
-func (synchro *ResourceSynchro) Status() clusterv1alpha2.ClusterResourceSyncCondition {
+func (synchro *resourceSynchro) Status() clusterv1alpha2.ClusterResourceSyncCondition {
 	return synchro.status.Load().(clusterv1alpha2.ClusterResourceSyncCondition)
 }
 
-func (synchro *ResourceSynchro) ErrorHandler(r *informer.Reflector, err error) {
+func (synchro *resourceSynchro) ErrorHandler(r *informer.Reflector, err error) {
 	if err != nil {
 		// TODO(iceber): Use `k8s.io/apimachinery/pkg/api/errors` to resolve the error type and update it to `status.Reason`
 		synchro.setStatus(clusterv1alpha2.ResourceSyncStatusError, "ResourceWatchFailed", err.Error())
diff --git a/pkg/synchromanager/clustersynchro/queue/event.go b/pkg/synchromanager/resourcesynchro/queue/event.go
similarity index 100%
rename from pkg/synchromanager/clustersynchro/queue/event.go
rename to pkg/synchromanager/resourcesynchro/queue/event.go
diff --git a/pkg/synchromanager/clustersynchro/queue/event_test.go b/pkg/synchromanager/resourcesynchro/queue/event_test.go
similarity index 100%
rename from pkg/synchromanager/clustersynchro/queue/event_test.go
rename to pkg/synchromanager/resourcesynchro/queue/event_test.go
diff --git a/pkg/synchromanager/clustersynchro/queue/pressurequeue.go b/pkg/synchromanager/resourcesynchro/queue/pressurequeue.go
similarity index 100%
rename from pkg/synchromanager/clustersynchro/queue/pressurequeue.go
rename to pkg/synchromanager/resourcesynchro/queue/pressurequeue.go
diff --git a/pkg/synchromanager/clustersynchro/queue/queue.go b/pkg/synchromanager/resourcesynchro/queue/queue.go
similarity index 100%
rename from pkg/synchromanager/clustersynchro/queue/queue.go
rename to pkg/synchromanager/resourcesynchro/queue/queue.go
diff --git a/pkg/synchromanager/resourcesynchro/resource_synchro.go b/pkg/synchromanager/resourcesynchro/resource_synchro.go
new file mode 100644
index 000000000..fc2c7f11c
--- /dev/null
+++ b/pkg/synchromanager/resourcesynchro/resource_synchro.go
@@ -0,0 +1,49 @@
+package resourcesynchro
+
+import (
+	"k8s.io/apimachinery/pkg/runtime"
+	"k8s.io/apimachinery/pkg/runtime/schema"
+	"k8s.io/client-go/tools/cache"
+	metricsstore "k8s.io/kube-state-metrics/v2/pkg/metrics_store"
+
+	clusterv1alpha2 "github.com/clusterpedia-io/api/cluster/v1alpha2"
+	kubestatemetrics "github.com/clusterpedia-io/clusterpedia/pkg/kube_state_metrics"
+	"github.com/clusterpedia-io/clusterpedia/pkg/storage"
+)
+
+type SynchroFactory interface {
+	NewResourceSynchro(name string, config Config) (Synchro, error)
+}
+
+type Synchro interface {
+	Run(shutdown <-chan struct{})
+	Start(stopCh <-chan struct{})
+	Close() <-chan struct{}
+
+	GroupVersionResource() schema.GroupVersionResource
+	StoragedGroupVersionResource() schema.GroupVersionResource
+
+	GetMetricsWriter() *metricsstore.MetricsWriter
+
+	// TODO(iceber): Provide a more meaningful name for this method
+	Stage() string
+	Status() clusterv1alpha2.ClusterResourceSyncCondition
+}
+
+type Config struct {
+	schema.GroupVersionResource
+	Kind string
+
+	ListerWatcher   cache.ListerWatcher
+	ObjectConvertor runtime.ObjectConvertor
+
+	ResourceVersions    map[string]interface{}
+	PageSizeForInformer int64
+
+	MetricsStore    *kubestatemetrics.MetricsStore
+	ResourceStorage storage.ResourceStorage
+}
+
+func (c Config) GroupVersionKind() schema.GroupVersionKind {
+	return c.GroupVersionResource.GroupVersion().WithKind(c.Kind)
+}