diff --git a/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/spark/kyuubi/SQLOperationListener.scala b/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/spark/kyuubi/SQLOperationListener.scala
index 5e7e33712ec..4e4a940d295 100644
--- a/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/spark/kyuubi/SQLOperationListener.scala
+++ b/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/spark/kyuubi/SQLOperationListener.scala
@@ -44,17 +44,15 @@ class SQLOperationListener(
     spark: SparkSession) extends StatsReportListener with Logging {
 
   private val operationId: String = operation.getHandle.identifier.toString
-
-  private lazy val activeJobs = new ConcurrentHashMap[Int, JobInfo]()
-  private lazy val activeStages = new ConcurrentHashMap[StageAttempt, StageInfo]()
-
+  private lazy val activeJobs = new java.util.HashSet[Int]()
+  private lazy val activeStages = new ConcurrentHashMap[SparkStageAttempt, SparkStageInfo]()
   private var executionId: Option[Long] = None
+
   private val conf: KyuubiConf = operation.getSession.sessionManager.getConf
   private lazy val consoleProgressBar =
     if (conf.get(ENGINE_SPARK_SHOW_PROGRESS)) {
       Some(new SparkConsoleProgressBar(
         operation,
-        activeJobs,
         activeStages,
         conf.get(ENGINE_SPARK_SHOW_PROGRESS_UPDATE_INTERVAL),
         conf.get(ENGINE_SPARK_SHOW_PROGRESS_TIME_FORMAT)))
@@ -84,7 +82,6 @@ class SQLOperationListener(
   override def onJobStart(jobStart: SparkListenerJobStart): Unit = activeJobs.synchronized {
     if (sameGroupId(jobStart.properties)) {
       val jobId = jobStart.jobId
-      val stageIds = jobStart.stageInfos.map(_.stageId).toList
       val stageSize = jobStart.stageInfos.size
       if (executionId.isEmpty) {
         executionId = Option(jobStart.properties.getProperty(SPARK_SQL_EXECUTION_ID_KEY))
@@ -97,10 +94,7 @@ class SQLOperationListener(
         }
       }
       withOperationLog {
-        activeJobs.put(
-          jobId,
-          new JobInfo(stageSize, stageIds)
-        )
+        activeJobs.add(jobId)
         info(s"Query [$operationId]: Job $jobId started with $stageSize stages," +
           s" ${activeJobs.size()} active jobs running")
       }
@@ -109,7 +103,7 @@ class SQLOperationListener(
 
   override def onJobEnd(jobEnd: SparkListenerJobEnd): Unit = activeJobs.synchronized {
     val jobId = jobEnd.jobId
-    if (activeJobs.remove(jobId) != null ) {
+    if (activeJobs.remove(jobId)) {
       val hint = jobEnd.jobResult match {
         case JobSucceeded => "succeeded"
         case _ => "failed" // TODO: Handle JobFailed(exception: Exception)
@@ -140,13 +134,7 @@ class SQLOperationListener(
 
   override def onStageCompleted(stageCompleted: SparkListenerStageCompleted): Unit = {
     val stageInfo = stageCompleted.stageInfo
-    val stageAttempt = StageAttempt(stageInfo.stageId, stageInfo.attemptNumber())
-    activeJobs.forEach((_, jobInfo) => {
-      if (jobInfo.stageIds.contains(stageInfo.stageId)) {
-        jobInfo.numCompleteStages += 1
-      }
-    })
-
+    val stageAttempt = SparkStageAttempt(stageInfo.stageId, stageInfo.attemptNumber())
     activeStages.synchronized {
       if (activeStages.remove(stageAttempt) != null) {
         withOperationLog(super.onStageCompleted(stageCompleted))
@@ -154,7 +142,6 @@ class SQLOperationListener(
     }
   }
 
-
   override def onTaskStart(taskStart: SparkListenerTaskStart): Unit = activeStages.synchronized {
     val stageAttempt = SparkStageAttempt(taskStart.stageId, taskStart.stageAttemptId)
     if (activeStages.containsKey(stageAttempt)) {
diff --git a/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/spark/kyuubi/SparkConsoleProgressBar.scala b/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/spark/kyuubi/SparkConsoleProgressBar.scala
index 148427214fa..dc8b493cc04 100644
--- a/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/spark/kyuubi/SparkConsoleProgressBar.scala
+++ b/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/spark/kyuubi/SparkConsoleProgressBar.scala
@@ -29,8 +29,7 @@ import org.apache.kyuubi.operation.Operation
 
 class SparkConsoleProgressBar(
     operation: Operation,
-    liveJobs: ConcurrentHashMap[Int, JobInfo],
-    liveStages: ConcurrentHashMap[StageAttempt, StageInfo],
+    liveStages: ConcurrentHashMap[SparkStageAttempt, SparkStageInfo],
     updatePeriodMSec: Long,
     timeFormat: String)
   extends Logging {
@@ -81,13 +80,6 @@ class SparkConsoleProgressBar(
   private def show(now: Long, stages: Seq[SparkStageInfo]): Unit = {
     val width = TerminalWidth / stages.size
     val bar = stages.map { s =>
-      // build job log info
-      val jobId: Option[Int] = liveJobs.asScala.find {
-        case (jobId, jobInfo) => jobInfo.stageIds.contains(s.stageId)
-      }.map(_._1)
-      val jobInfoHeader = s"[Job ${jobId} " +
-        s"(${liveJobs.get(jobId).numCompleteStages} / ${liveJobs.get(jobId).numStages}) Stages] "
-      // build stage log info
       val total = s.numTasks
       val header = s"[Stage ${s.stageId}:"
       val tailer = s"(${s.numCompleteTasks} + ${s.numActiveTasks}) / $total]"
@@ -101,7 +93,7 @@ class SparkConsoleProgressBar(
         } else {
           ""
         }
-      jobInfoHeader + header + bar + tailer
+      header + bar + tailer
     }.mkString("")
 
     // only refresh if it's changed OR after 1 minute (or the ssh connection will be closed
diff --git a/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/spark/kyuubi/StageStatus.scala b/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/spark/kyuubi/StageStatus.scala
index 1e78e1c2f4a..2ea9c3fdae6 100644
--- a/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/spark/kyuubi/StageStatus.scala
+++ b/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/spark/kyuubi/StageStatus.scala
@@ -23,11 +23,7 @@ case class SparkStageAttempt(stageId: Int, stageAttemptId: Int) {
   override def toString: String = s"Stage $stageId (Attempt $stageAttemptId)"
 }
 
-class JobInfo(val numStages: Int, val stageIds: Seq[Int]) {
-  var numCompleteStages = 0
-}
-
-class StageInfo(val stageId: Int, val numTasks: Int) {
-  var numActiveTasks = 0
-  var numCompleteTasks = 0
+class SparkStageInfo(val stageId: Int, val numTasks: Int) {
+  var numActiveTasks = new AtomicInteger(0)
+  var numCompleteTasks = new AtomicInteger(0)
 }