diff --git a/ray-operator/controllers/ray/raycluster_controller.go b/ray-operator/controllers/ray/raycluster_controller.go
index 12efc3cd02..3ddcc968e9 100644
--- a/ray-operator/controllers/ray/raycluster_controller.go
+++ b/ray-operator/controllers/ray/raycluster_controller.go
@@ -10,6 +10,7 @@ import (
 	"time"
 
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"k8s.io/utils/pointer"
 
 	"github.com/ray-project/kuberay/ray-operator/controllers/ray/batchscheduler"
 	"github.com/ray-project/kuberay/ray-operator/controllers/ray/common"
@@ -28,8 +29,10 @@ import (
 	"k8s.io/client-go/rest"
 
 	corev1 "k8s.io/api/core/v1"
+	v1 "k8s.io/api/core/v1"
 	networkingv1 "k8s.io/api/networking/v1"
 	"k8s.io/apimachinery/pkg/api/errors"
+	"k8s.io/apimachinery/pkg/api/resource"
 	"k8s.io/apimachinery/pkg/runtime"
 	"k8s.io/apimachinery/pkg/types"
 	ctrl "sigs.k8s.io/controller-runtime"
@@ -282,8 +285,12 @@ func (r *RayClusterReconciler) rayClusterReconcile(ctx context.Context, request
 					return ctrl.Result{}, nil
 				}
 				if redisCleanupJob.Status.Failed > 0 {
-					r.Log.Info("If the Redis cleanup Job has failed, we will requeue the RayCluster CR after 1 minute.")
-					return ctrl.Result{RequeueAfter: 1 * time.Minute}, nil
+					r.Log.Info(fmt.Sprintf(
+						"The Redis cleanup Job %s has failed, requeue the RayCluster CR after 5 minute. "+
+							"You should manually delete the storage namespace %s in Redis and remove the RayCluster's finalizer. "+
+							"Please check https://docs.ray.io/en/master/cluster/kubernetes/user-guides/kuberay-gcs-ft.html for more details.",
+						redisCleanupJob.Name, redisCleanupJob.Annotations[common.RayExternalStorageNSAnnotationKey]))
+					return ctrl.Result{RequeueAfter: 5 * time.Minute}, nil
 				}
 			} else {
 				redisCleanupJob := r.buildRedisCleanupJob(*instance)
@@ -1051,6 +1058,18 @@ func (r *RayClusterReconciler) buildRedisCleanupJob(instance rayv1.RayCluster) b
 	// Disable liveness and readiness probes because the Job will not launch processes like Raylet and GCS.
 	pod.Spec.Containers[common.RayContainerIndex].LivenessProbe = nil
 	pod.Spec.Containers[common.RayContainerIndex].ReadinessProbe = nil
+	pod.Spec.Containers[common.RayContainerIndex].Resources = v1.ResourceRequirements{
+		// The container's resource consumption remains constant. so hard-coding the resources is acceptable.
+		// In addition, avoid using the GPU for the Redis cleanup Job.
+		Limits: v1.ResourceList{
+			v1.ResourceCPU:    resource.MustParse("200m"),
+			v1.ResourceMemory: resource.MustParse("256Mi"),
+		},
+		Requests: v1.ResourceList{
+			v1.ResourceCPU:    resource.MustParse("200m"),
+			v1.ResourceMemory: resource.MustParse("256Mi"),
+		},
+	}
 	// For Kubernetes Job, the valid values for Pod's `RestartPolicy` are `Never` and `OnFailure`.
 	pod.Spec.RestartPolicy = corev1.RestartPolicyNever
 
@@ -1062,6 +1081,7 @@ func (r *RayClusterReconciler) buildRedisCleanupJob(instance rayv1.RayCluster) b
 			Annotations: pod.Annotations,
 		},
 		Spec: batchv1.JobSpec{
+			BackoffLimit: pointer.Int32(0),
 			Template: corev1.PodTemplateSpec{
 				ObjectMeta: pod.ObjectMeta,
 				Spec:       pod.Spec,