diff --git a/streampark-flink/streampark-flink-client/streampark-flink-client-core/src/main/scala/org/apache/streampark/flink/client/impl/KubernetesApplicationClientV2.scala b/streampark-flink/streampark-flink-client/streampark-flink-client-core/src/main/scala/org/apache/streampark/flink/client/impl/KubernetesApplicationClientV2.scala
index 65985ca5a5..db2b3953cf 100644
--- a/streampark-flink/streampark-flink-client/streampark-flink-client-core/src/main/scala/org/apache/streampark/flink/client/impl/KubernetesApplicationClientV2.scala
+++ b/streampark-flink/streampark-flink-client/streampark-flink-client-core/src/main/scala/org/apache/streampark/flink/client/impl/KubernetesApplicationClientV2.scala
@@ -21,10 +21,11 @@ import org.apache.streampark.common.util.Logger
 import org.apache.streampark.common.zio.ZIOExt.{IOOps, OptionZIOOps}
 import org.apache.streampark.flink.client.`trait`.KubernetesClientV2Trait
 import org.apache.streampark.flink.client.bean._
-import org.apache.streampark.flink.client.impl.KubernetesSessionClientV2.{logError, logInfo}
 import org.apache.streampark.flink.kubernetes.v2.model.{FlinkDeploymentDef, JobManagerDef, TaskManagerDef}
+import org.apache.streampark.flink.kubernetes.v2.model.TrackKey.ApplicationJobKey
 import org.apache.streampark.flink.kubernetes.v2.observer.FlinkK8sObserver
 import org.apache.streampark.flink.kubernetes.v2.operator.FlinkK8sOperator
+import org.apache.streampark.flink.kubernetes.v2.operator.OprError.{FlinkResourceNotFound, UnsupportedAction}
 import org.apache.streampark.flink.packer.pipeline.K8sAppModeBuildResponse
 
 import org.apache.commons.lang3.StringUtils
@@ -33,6 +34,7 @@ import org.apache.flink.configuration._
 import org.apache.flink.kubernetes.configuration.KubernetesConfigOptions
 import org.apache.flink.runtime.jobgraph.SavepointConfigOptions
 import org.apache.flink.v1beta1.FlinkDeploymentSpec.FlinkVersion
+import zio.ZIO
 
 import scala.collection.mutable
 import scala.jdk.CollectionConverters.mapAsScalaMapConverter
@@ -40,7 +42,6 @@ import scala.util.{Failure, Success, Try}
 
 /** Flink K8s application mode task operation client via Flink K8s Operator */
 object KubernetesApplicationClientV2 extends KubernetesClientV2Trait with Logger {
-  private val observer = FlinkK8sObserver
 
   @throws[Throwable]
   override def doSubmit(
@@ -248,19 +249,24 @@ object KubernetesApplicationClientV2 extends KubernetesClientV2Trait with Logger
   def shutdown(shutDownRequest: ShutDownRequest): ShutDownResponse = {
     val name = shutDownRequest.clusterId
     val namespace = shutDownRequest.kubernetesDeployParam.kubernetesNamespace
-
     def richMsg: String => String = s"[flink-shutdown][clusterId=$name][namespace=$namespace] " + _
 
-    FlinkK8sOperator.k8sCrOpr.deleteDeployment(namespace, name).runIOAsTry match {
-      case Success(_) =>
-        observer.trackedKeys
-          .find(_.id == shutDownRequest.id)
-          .someOrUnitZIO(key => observer.untrack(key))
-        logInfo(richMsg("Shutdown Flink Applicaition successfully."))
-        ShutDownResponse()
+    FlinkK8sObserver.trackedKeys
+      .find {
+        case ApplicationJobKey(_, ns, n) => ns == namespace && n == name
+        case _ => false
+      }
+      .someOrUnitZIO(key => FlinkK8sOperator.delete(key.id))
+      .catchSome {
+        case _: FlinkResourceNotFound => ZIO.unit
+        case _: UnsupportedAction => ZIO.unit
+      }
+      .as(ShutDownResponse())
+      .runIOAsTry match {
+      case Success(result) =>
+        logInfo(richMsg("Shutdown Flink Application deployment successfully.")); result
       case Failure(err) =>
-        logError(richMsg(s"Fail to shutdown Flink Application"), err)
-        throw err
+        logError(richMsg(s"Fail to shutdown Flink Application deployment"), err); throw err
     }
   }