diff --git a/charts/karmada-operator/crds/operator.karmada.io_karmadas.yaml b/charts/karmada-operator/crds/operator.karmada.io_karmadas.yaml
index 74ef3a965..2b14c43b4 100644
--- a/charts/karmada-operator/crds/operator.karmada.io_karmadas.yaml
+++ b/charts/karmada-operator/crds/operator.karmada.io_karmadas.yaml
@@ -642,6 +642,12 @@ spec:
                               Requests cannot exceed Limits. More info: https://kubernetes.io/docs/concepts/configuration/manage-resources-containers/'
                             type: object
                         type: object
+                      serviceAnnotations:
+                        additionalProperties:
+                          type: string
+                        description: 'ServiceAnnotations is an extra set of annotations
+                          for service of karmada apiserver. more info: https://github.com/karmada-io/karmada/issues/4634'
+                        type: object
                       serviceSubnet:
                         description: ServiceSubnet is the subnet used by k8s services.
                           Defaults to "10.96.0.0/12".
diff --git a/operator/config/crds/operator.karmada.io_karmadas.yaml b/operator/config/crds/operator.karmada.io_karmadas.yaml
index 74ef3a965..2b14c43b4 100644
--- a/operator/config/crds/operator.karmada.io_karmadas.yaml
+++ b/operator/config/crds/operator.karmada.io_karmadas.yaml
@@ -642,6 +642,12 @@ spec:
                               Requests cannot exceed Limits. More info: https://kubernetes.io/docs/concepts/configuration/manage-resources-containers/'
                             type: object
                         type: object
+                      serviceAnnotations:
+                        additionalProperties:
+                          type: string
+                        description: 'ServiceAnnotations is an extra set of annotations
+                          for service of karmada apiserver. more info: https://github.com/karmada-io/karmada/issues/4634'
+                        type: object
                       serviceSubnet:
                         description: ServiceSubnet is the subnet used by k8s services.
                           Defaults to "10.96.0.0/12".
diff --git a/operator/pkg/apis/operator/v1alpha1/type.go b/operator/pkg/apis/operator/v1alpha1/type.go
index 3e66a8e4b..9155fce5f 100644
--- a/operator/pkg/apis/operator/v1alpha1/type.go
+++ b/operator/pkg/apis/operator/v1alpha1/type.go
@@ -228,6 +228,11 @@ type KarmadaAPIServer struct {
 	// +optional
 	ServiceType corev1.ServiceType `json:"serviceType,omitempty"`
 
+	// ServiceAnnotations is an extra set of annotations for service of karmada apiserver.
+	// more info: https://github.com/karmada-io/karmada/issues/4634
+	// +optional
+	ServiceAnnotations map[string]string `json:"serviceAnnotations,omitempty"`
+
 	// ExtraArgs is an extra set of flags to pass to the kube-apiserver component or
 	// override. A key in this map is the flag name as it appears on the command line except
 	// without leading dash(es).
diff --git a/operator/pkg/apis/operator/v1alpha1/zz_generated.deepcopy.go b/operator/pkg/apis/operator/v1alpha1/zz_generated.deepcopy.go
index 45bca101e..7e0139e61 100644
--- a/operator/pkg/apis/operator/v1alpha1/zz_generated.deepcopy.go
+++ b/operator/pkg/apis/operator/v1alpha1/zz_generated.deepcopy.go
@@ -221,6 +221,13 @@ func (in *KarmadaAPIServer) DeepCopyInto(out *KarmadaAPIServer) {
 		*out = new(string)
 		**out = **in
 	}
+	if in.ServiceAnnotations != nil {
+		in, out := &in.ServiceAnnotations, &out.ServiceAnnotations
+		*out = make(map[string]string, len(*in))
+		for key, val := range *in {
+			(*out)[key] = val
+		}
+	}
 	if in.ExtraArgs != nil {
 		in, out := &in.ExtraArgs, &out.ExtraArgs
 		*out = make(map[string]string, len(*in))
diff --git a/operator/pkg/controlplane/apiserver/apiserver.go b/operator/pkg/controlplane/apiserver/apiserver.go
index 7610b8cb3..b3c2bfb26 100644
--- a/operator/pkg/controlplane/apiserver/apiserver.go
+++ b/operator/pkg/controlplane/apiserver/apiserver.go
@@ -21,6 +21,7 @@ import (
 
 	appsv1 "k8s.io/api/apps/v1"
 	corev1 "k8s.io/api/core/v1"
+	"k8s.io/apimachinery/pkg/labels"
 	kuberuntime "k8s.io/apimachinery/pkg/runtime"
 	clientset "k8s.io/client-go/kubernetes"
 	clientsetscheme "k8s.io/client-go/kubernetes/scheme"
@@ -100,6 +101,9 @@ func createKarmadaAPIServerService(client clientset.Interface, cfg *operatorv1al
 		return fmt.Errorf("error when decoding karmadaApiserver serive: %w", err)
 	}
 
+	// merge annotaions with configuration of karmada apiserver.
+	karmadaApiserverService.Annotations = labels.Merge(karmadaApiserverService.Annotations, cfg.ServiceAnnotations)
+
 	if err := apiclient.CreateOrUpdateService(client, karmadaApiserverService); err != nil {
 		return fmt.Errorf("err when creating service for %s, err: %w", karmadaApiserverService.Name, err)
 	}