diff --git a/backends-clickhouse/src/main/scala/org/apache/gluten/execution/CHHashJoinExecTransformer.scala b/backends-clickhouse/src/main/scala/org/apache/gluten/execution/CHHashJoinExecTransformer.scala
index 252b9bc03fd68..dc3350a7b6fa3 100644
--- a/backends-clickhouse/src/main/scala/org/apache/gluten/execution/CHHashJoinExecTransformer.scala
+++ b/backends-clickhouse/src/main/scala/org/apache/gluten/execution/CHHashJoinExecTransformer.scala
@@ -115,9 +115,6 @@ case class CHShuffledHashJoinExecTransformer(
   override def genJoinParameters(): Any = {
     val (isBHJ, isNullAwareAntiJoin, buildHashTableId): (Int, Int, String) = (0, 0, "")
 
-    // Don't use lef/right directly, they may be reordered in `HashJoinLikeExecTransformer`
-    val leftStats = getShuffleStageStatistics(streamedPlan)
-    val rightStats = getShuffleStageStatistics(buildPlan)
     // Start with "JoinParameters:"
     val joinParametersStr = new StringBuffer("JoinParameters:")
     // isBHJ: 0 for SHJ, 1 for BHJ
@@ -138,14 +135,12 @@ case class CHShuffledHashJoinExecTransformer(
       .append("\n")
     logicalLink match {
       case Some(join: Join) =>
-        val leftRowCount =
-          if (needSwitchChildren) join.left.stats.rowCount else join.right.stats.rowCount
-        val rightRowCount =
-          if (needSwitchChildren) join.right.stats.rowCount else join.left.stats.rowCount
-        val leftSizeInBytes =
-          if (needSwitchChildren) join.left.stats.sizeInBytes else join.right.stats.sizeInBytes
-        val rightSizeInBytes =
-          if (needSwitchChildren) join.right.stats.sizeInBytes else join.left.stats.sizeInBytes
+        val left = if (!needSwitchChildren) join.left else join.right
+        val right = if (!needSwitchChildren) join.right else join.left
+        val leftRowCount = left.stats.rowCount
+        val rightRowCount = right.stats.rowCount
+        val leftSizeInBytes = left.stats.sizeInBytes
+        val rightSizeInBytes = right.stats.sizeInBytes
         val numPartitions = outputPartitioning.numPartitions
         joinParametersStr
           .append("leftRowCount=")
@@ -171,26 +166,6 @@ case class CHShuffledHashJoinExecTransformer(
       .build()
     BackendsApiManager.getTransformerApiInstance.packPBMessage(message)
   }
-
-  private def getShuffleStageStatistics(plan: SparkPlan): ShuffleStageStaticstics = {
-    plan match {
-      case queryStage: ShuffleQueryStageExec =>
-        ShuffleStageStaticstics(
-          queryStage.shuffle.numPartitions,
-          queryStage.shuffle.numMappers,
-          queryStage.getRuntimeStatistics.rowCount)
-      case shuffle: ColumnarShuffleExchangeExec =>
-        // FIXEME: We cannot access shuffle.numPartitions and shuffle.numMappers here.
-        // Otherwise it will cause an exception `ProjectExecTransformer has column support mismatch`
-        ShuffleStageStaticstics(-1, -1, None)
-      case _ =>
-        if (plan.children.length == 1) {
-          getShuffleStageStatistics(plan.children.head)
-        } else {
-          ShuffleStageStaticstics(-1, -1, None)
-        }
-    }
-  }
 }
 
 case class CHBroadcastBuildSideRDD(