diff --git a/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/commands/GlutenCHCacheDataCommand.scala b/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/commands/GlutenCHCacheDataCommand.scala
index 1939d0e0367d6..bb3cb5acce37c 100644
--- a/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/commands/GlutenCHCacheDataCommand.scala
+++ b/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/commands/GlutenCHCacheDataCommand.scala
@@ -27,6 +27,7 @@ import org.apache.spark.sql.catalyst.TableIdentifier
 import org.apache.spark.sql.catalyst.expressions.{Attribute, AttributeReference, GreaterThanOrEqual, IsNotNull, Literal}
 import org.apache.spark.sql.delta._
 import org.apache.spark.sql.execution.command.LeafRunnableCommand
+import org.apache.spark.sql.execution.commands.GlutenCacheBase._
 import org.apache.spark.sql.execution.datasources.v2.clickhouse.metadata.AddMergeTreeParts
 import org.apache.spark.sql.types.{BooleanType, StringType}
 
@@ -49,8 +50,7 @@ case class GlutenCHCacheDataCommand(
     partitionColumn: Option[String],
     partitionValue: Option[String],
     tablePropertyOverrides: Map[String, String]
-) extends LeafRunnableCommand
-  with GlutenCacheBase {
+) extends LeafRunnableCommand {
 
   override def output: Seq[Attribute] = Seq(
     AttributeReference("result", BooleanType, nullable = false)(),
diff --git a/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/commands/GlutenCacheBase.scala b/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/commands/GlutenCacheBase.scala
index 2907febf8028e..c4e9f51bce63e 100644
--- a/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/commands/GlutenCacheBase.scala
+++ b/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/commands/GlutenCacheBase.scala
@@ -29,10 +29,10 @@ import scala.collection.mutable.ArrayBuffer
 import scala.concurrent.Future
 import scala.concurrent.duration.Duration
 
-trait GlutenCacheBase {
+object GlutenCacheBase {
   def ALL_EXECUTORS: String = "allExecutors"
 
-  protected def toExecutorId(executorId: String): String =
+  def toExecutorId(executorId: String): String =
     executorId.split("_").last
 
   protected def waitRpcResults
@@ -46,7 +46,7 @@ trait GlutenCacheBase {
       resultList
     }
 
-  protected def checkExecutorId(executorId: String): Unit = {
+  def checkExecutorId(executorId: String): Unit = {
     if (!GlutenDriverEndpoint.executorDataMap.containsKey(toExecutorId(executorId))) {
       throw new GlutenException(
         s"executor $executorId not found," +
@@ -87,7 +87,7 @@ trait GlutenCacheBase {
     (status, messages.mkString(";"))
   }
 
-  protected def collectJobTriggerResult(
+  def collectJobTriggerResult(
       jobs: ArrayBuffer[(String, CacheJobInfo)]): (Boolean, ArrayBuffer[String]) = {
     var status = true
     val messages = ArrayBuffer[String]()
@@ -101,7 +101,7 @@ trait GlutenCacheBase {
     (status, messages)
   }
 
-  protected def getResult(
+  def getResult(
       futureList: ArrayBuffer[(String, Future[CacheJobInfo])],
       async: Boolean): Seq[Row] = {
     val resultList = waitRpcResults(futureList)
diff --git a/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/commands/GlutenCacheFilesCommand.scala b/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/commands/GlutenCacheFilesCommand.scala
index e535097ed9fcf..0a08df7cebade 100644
--- a/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/commands/GlutenCacheFilesCommand.scala
+++ b/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/commands/GlutenCacheFilesCommand.scala
@@ -25,6 +25,7 @@ import org.apache.spark.rpc.GlutenRpcMessages.{CacheJobInfo, GlutenFilesCacheLoa
 import org.apache.spark.sql.{Row, SparkSession}
 import org.apache.spark.sql.catalyst.expressions.{Attribute, AttributeReference}
 import org.apache.spark.sql.execution.command.LeafRunnableCommand
+import org.apache.spark.sql.execution.commands.GlutenCacheBase._
 import org.apache.spark.sql.types.{BooleanType, StringType}
 
 import org.apache.hadoop.conf.Configuration
@@ -42,8 +43,7 @@ case class GlutenCacheFilesCommand(
     selectedColumn: Option[Seq[String]],
     filePath: String,
     propertyOverrides: Map[String, String]
-) extends LeafRunnableCommand
-  with GlutenCacheBase {
+) extends LeafRunnableCommand {
 
   override def output: Seq[Attribute] = Seq(
     AttributeReference("result", BooleanType, nullable = false)(),
@@ -135,8 +135,7 @@ case class GlutenCacheFilesCommand(
       executorIdsToLocalFiles.foreach {
         case (executorId, fileNode) =>
           checkExecutorId(executorId)
-          val executor = GlutenDriverEndpoint.executorDataMap.get(
-            GlutenCacheFilesCommand.toExecutorId(executorId))
+          val executor = GlutenDriverEndpoint.executorDataMap.get(toExecutorId(executorId))
           futureList.append(
             (
               executorId,
@@ -187,10 +186,3 @@ case class GlutenCacheFilesCommand(
     }
   }
 }
-
-object GlutenCacheFilesCommand {
-  val ALL_EXECUTORS = "allExecutors"
-
-  private def toExecutorId(executorId: String): String =
-    executorId.split("_").last
-}
diff --git a/cpp-ch/local-engine/Common/QueryContext.cpp b/cpp-ch/local-engine/Common/QueryContext.cpp
index e5f5dd5dccdb8..ff9c151159a6d 100644
--- a/cpp-ch/local-engine/Common/QueryContext.cpp
+++ b/cpp-ch/local-engine/Common/QueryContext.cpp
@@ -77,14 +77,19 @@ int64_t QueryContextManager::initializeQuery()
 
 DB::ContextMutablePtr QueryContextManager::currentQueryContext()
 {
-    if (!CurrentThread::getGroup())
-    {
-        throw DB::Exception(ErrorCodes::LOGICAL_ERROR, "Thread group not found.");
-    }
+    auto thread_group = currentThreadGroup();
     int64_t id = reinterpret_cast<int64_t>(CurrentThread::getGroup().get());
     return query_map.get(id)->query_context;
 }
 
+std::shared_ptr<DB::ThreadGroup> QueryContextManager::currentThreadGroup()
+{
+    if (auto thread_group = CurrentThread::getGroup())
+        return thread_group;
+
+    throw Exception(ErrorCodes::LOGICAL_ERROR, "Thread group not found.");
+}
+
 void QueryContextManager::logCurrentPerformanceCounters(ProfileEvents::Counters & counters)
 {
     if (!CurrentThread::getGroup())
diff --git a/cpp-ch/local-engine/Common/QueryContext.h b/cpp-ch/local-engine/Common/QueryContext.h
index 0fbf4977321f1..4770327d1715c 100644
--- a/cpp-ch/local-engine/Common/QueryContext.h
+++ b/cpp-ch/local-engine/Common/QueryContext.h
@@ -30,6 +30,7 @@ class QueryContextManager
     }
     int64_t initializeQuery();
     DB::ContextMutablePtr currentQueryContext();
+    static std::shared_ptr<DB::ThreadGroup> currentThreadGroup();
     void logCurrentPerformanceCounters(ProfileEvents::Counters& counters);
     size_t currentPeakMemory(int64_t id);
     void finalizeQuery(int64_t id);
diff --git a/cpp-ch/local-engine/Parser/RelMetric.cpp b/cpp-ch/local-engine/Parser/RelMetric.cpp
index 039d978bf77de..e138642607c4e 100644
--- a/cpp-ch/local-engine/Parser/RelMetric.cpp
+++ b/cpp-ch/local-engine/Parser/RelMetric.cpp
@@ -15,10 +15,12 @@
  * limitations under the License.
  */
 #include "RelMetric.h"
+
 #include <Processors/IProcessor.h>
 #include <Processors/QueryPlan/AggregatingStep.h>
 #include <Processors/QueryPlan/ReadFromMergeTree.h>
 #include <Storages/SubstraitSource/SubstraitFileSourceStep.h>
+#include <Common/QueryContext.h>
 
 using namespace rapidjson;
 
@@ -47,7 +49,8 @@ namespace local_engine
 
 static void writeCacheHits(Writer<StringBuffer> & writer)
 {
-    auto & counters = DB::CurrentThread::getProfileEvents();
+    const auto thread_group = QueryContextManager::currentThreadGroup();
+    auto & counters = thread_group->performance_counters;
     auto read_cache_hits = counters[ProfileEvents::CachedReadBufferReadFromCacheHits].load();
     auto miss_cache_hits = counters[ProfileEvents::CachedReadBufferReadFromCacheMisses].load();
     auto read_cache_bytes = counters[ProfileEvents::CachedReadBufferReadFromCacheBytes].load();