diff --git a/kyuubi-common/src/main/scala/org/apache/kyuubi/config/KyuubiConf.scala b/kyuubi-common/src/main/scala/org/apache/kyuubi/config/KyuubiConf.scala
index f489e8528dd..11910efa1ea 100644
--- a/kyuubi-common/src/main/scala/org/apache/kyuubi/config/KyuubiConf.scala
+++ b/kyuubi-common/src/main/scala/org/apache/kyuubi/config/KyuubiConf.scala
@@ -1441,6 +1441,34 @@ object KyuubiConf {
       .checkValues(KubernetesApplicationStateSource)
       .createWithDefault(KubernetesApplicationStateSource.POD.toString)
 
+  // Configuration for checking and deleting pods stuck in FailedMount loop
+  // Kubernetes will retry ~every 2 minutes,
+  // Thus 30 count correspond to (30*2)/60 = 1 hours
+  val KUBERNETES_POD_FAILED_MOUNT_LOOP_THRESHOLD: ConfigEntry[Int] =
+    buildConf("kyuubi.kubernetes.pod.failed.mount.loop.threshold")
+      .serverOnly
+      .doc("The threshold for the number of failed mount loop to trigger pod deletion")
+      .version("1.11.0")
+      .intConf
+      .createWithDefault(30)
+
+  val KUBERNETES_POD_FAILED_MOUNT_LOOP_CHECK_ENABLED: ConfigEntry[Boolean] =
+    buildConf("kyuubi.kubernetes.pod.failed.mount.loop.check.enabled")
+      .serverOnly
+      .doc("Whether to periodically check Pending pods for FailedMount " +
+        "loops and delete them when exceeding the threshold.")
+      .version("1.11.0")
+      .booleanConf
+      .createWithDefault(true)
+
+  val KUBERNETES_POD_FAILED_MOUNT_LOOP_CHECK_INTERVAL: ConfigEntry[Long] =
+    buildConf("kyuubi.kubernetes.pod.failed.mount.loop.check.interval")
+      .serverOnly
+      .doc("Interval for periodically checking Pending pods for FailedMount loops.")
+      .version("1.11.0")
+      .timeConf
+      .createWithDefault(60 * 60 * 1000)
+
   object KubernetesApplicationStateSource extends Enumeration {
     type KubernetesApplicationStateSource = Value
     val POD, CONTAINER = Value
diff --git a/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/KubernetesApplicationOperation.scala b/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/KubernetesApplicationOperation.scala
index 0160f9077ba..c4f23d21370 100644
--- a/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/KubernetesApplicationOperation.scala
+++ b/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/KubernetesApplicationOperation.scala
@@ -60,6 +60,9 @@ class KubernetesApplicationOperation extends ApplicationOperation with Logging {
   private def allowedNamespaces: Set[String] =
     kyuubiConf.get(KyuubiConf.KUBERNETES_NAMESPACE_ALLOW_LIST)
 
+  private def failedMountLoopThreshold: Int =
+    kyuubiConf.get(KyuubiConf.KUBERNETES_POD_FAILED_MOUNT_LOOP_THRESHOLD)
+
   private def appStateSource: KubernetesApplicationStateSource =
     KubernetesApplicationStateSource.withName(
       kyuubiConf.get(KyuubiConf.KUBERNETES_APPLICATION_STATE_SOURCE))
@@ -85,6 +88,10 @@ class KubernetesApplicationOperation extends ApplicationOperation with Logging {
 
   private var kubernetesClientInitializeCleanupTerminatedPodExecutor: ThreadPoolExecutor = _
 
+  private var cleanupFailedMountLoopPodExecutor: ThreadPoolExecutor = _
+
+  private var failedMountLoopPeriodicChecker: ScheduledExecutorService = _
+
   private def getOrCreateKubernetesClient(kubernetesInfo: KubernetesInfo): KubernetesClient = {
     checkKubernetesInfo(kubernetesInfo)
     kubernetesClients.computeIfAbsent(
@@ -213,7 +220,50 @@ class KubernetesApplicationOperation extends ApplicationOperation with Logging {
     kubernetesClientInitializeCleanupTerminatedPodExecutor =
       ThreadUtils.newDaemonCachedThreadPool(
         "kubernetes-client-initialize-cleanup-terminated-pod-thread")
+    cleanupFailedMountLoopPodExecutor = ThreadUtils.newDaemonCachedThreadPool(
+      "cleanup-failed-mount-loop-pod-thread")
     initializeKubernetesClient(kyuubiConf)
+
+    // start a periodic FailedMount checker for Pending pods
+    if (kyuubiConf.get(KyuubiConf.KUBERNETES_POD_FAILED_MOUNT_LOOP_CHECK_ENABLED)) {
+      val interval = kyuubiConf.get(KyuubiConf.KUBERNETES_POD_FAILED_MOUNT_LOOP_CHECK_INTERVAL)
+      failedMountLoopPeriodicChecker = ThreadUtils.newDaemonSingleThreadScheduledExecutor(
+        "failed-mount-loop-periodic-checker")
+      ThreadUtils.scheduleTolerableRunnableWithFixedDelay(
+        failedMountLoopPeriodicChecker,
+        new Runnable {
+          override def run(): Unit = Utils.tryLogNonFatalError {
+            try {
+              // Iterate over known applications and check Pending pods for FailedMount loops
+              appInfoStore.asScala.foreach { case (_, (kubernetesInfo, appInfo)) =>
+                if (appInfo.state == ApplicationState.PENDING) {
+                  val client = getOrCreateKubernetesClient(kubernetesInfo)
+                  val podNameOpt = appInfo.podName
+                  val podOpt = podNameOpt
+                    .flatMap { name => Option(client.pods().withName(name).get()) }
+                    .orElse {
+                      Option(client.pods()
+                        .withLabel(LABEL_KYUUBI_UNIQUE_KEY, appInfo.name)
+                        .list())
+                        .flatMap(l => Option(l.getItems)).map(_.asScala.headOption).flatten
+                    }
+                  podOpt.foreach { pod =>
+                    // Reuse the existing logic through checkPodFailedMountLoop
+                    checkPodFailedMountLoop(
+                      kubernetesInfo,
+                      pod)
+                  }
+                }
+              }
+            } catch {
+              case NonFatal(e) => warn("Periodic FailedMount checker encountered an error", e)
+            }
+          }
+        },
+        1 * 60 * 1000,
+        interval,
+        TimeUnit.MILLISECONDS)
+    }
   }
 
   private[kyuubi] def getKubernetesClientInitializeInfo(
@@ -378,6 +428,15 @@ class KubernetesApplicationOperation extends ApplicationOperation with Logging {
       ThreadUtils.shutdown(kubernetesClientInitializeCleanupTerminatedPodExecutor)
       kubernetesClientInitializeCleanupTerminatedPodExecutor = null
     }
+    if (cleanupFailedMountLoopPodExecutor != null) {
+      ThreadUtils.shutdown(cleanupFailedMountLoopPodExecutor)
+      cleanupFailedMountLoopPodExecutor = null
+    }
+
+    if (failedMountLoopPeriodicChecker != null) {
+      ThreadUtils.shutdown(failedMountLoopPeriodicChecker)
+      failedMountLoopPeriodicChecker = null
+    }
   }
 
   private class SparkEnginePodEventHandler(kubernetesInfo: KubernetesInfo)
@@ -593,6 +652,37 @@ class KubernetesApplicationOperation extends ApplicationOperation with Logging {
       })
     }
   }
+
+  // Check if pod is stuck at failedMount Loop
+  private def checkPodFailedMountLoop(
+      kubernetesInfo: KubernetesInfo,
+      pod: Pod): Unit = {
+    cleanupFailedMountLoopPodExecutor.submit(new Runnable {
+      override def run(): Unit = Utils.tryLogNonFatalError {
+        val kyuubiUniqueKey = pod.getMetadata.getLabels.get(LABEL_KYUUBI_UNIQUE_KEY)
+        val client = getOrCreateKubernetesClient(kubernetesInfo)
+        val ns = Option(pod.getMetadata.getNamespace).getOrElse(client.getNamespace)
+        val events = client.v1().events().inNamespace(ns)
+          .withField("involvedObject.kind", "Pod")
+          .withField("involvedObject.name", pod.getMetadata.getName)
+          .list()
+          .getItems.asScala.toList
+
+        val hasFailedMount = events.exists { event =>
+          val reasonMatches = Option(event.getReason)
+            .exists(_.contains("FailedMount"))
+          val count = Option(event.getCount).getOrElse(0).asInstanceOf[Int]
+          reasonMatches && (count >= failedMountLoopThreshold)
+        }
+        if (hasFailedMount) {
+          warn(s"[$kubernetesInfo] Detected FailedMount for pod " +
+            s" exceeding the threshold of $failedMountLoopThreshold, " +
+            s"${pod.getMetadata.getName}, deleting pod")
+          deletePod(kubernetesInfo, pod.getMetadata.getName, kyuubiUniqueKey)
+        }
+      }
+    })
+  }
 }
 
 object KubernetesApplicationOperation extends Logging {