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..3321ae8801799 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
@@ -29,7 +29,6 @@ import org.apache.spark.sql.catalyst.plans._
 import org.apache.spark.sql.catalyst.plans.logical._
 import org.apache.spark.sql.execution._
 import org.apache.spark.sql.execution.{SparkPlan, SQLExecution}
-import org.apache.spark.sql.execution.adaptive._
 import org.apache.spark.sql.execution.joins.BuildSideRelation
 import org.apache.spark.sql.vectorized.ColumnarBatch
 
@@ -115,9 +114,6 @@ 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 +134,12 @@ 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 +165,6 @@ 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(
diff --git a/backends-clickhouse/src/test/scala/org/apache/gluten/execution/GlutenClickHouseColumnarShuffleAQESuite.scala b/backends-clickhouse/src/test/scala/org/apache/gluten/execution/GlutenClickHouseColumnarShuffleAQESuite.scala
index ebeb69c16350a..94d9b6f015ffc 100644
--- a/backends-clickhouse/src/test/scala/org/apache/gluten/execution/GlutenClickHouseColumnarShuffleAQESuite.scala
+++ b/backends-clickhouse/src/test/scala/org/apache/gluten/execution/GlutenClickHouseColumnarShuffleAQESuite.scala
@@ -265,9 +265,9 @@ class GlutenClickHouseColumnarShuffleAQESuite
 
   test("GLUTEN-6768 change mixed join condition into multi join on clauses") {
     withSQLConf(
-      (backendConfigPrefix + "runtime_config.prefer_inequal_join_to_multi_join_on_clauses", "true"),
+      (backendConfigPrefix + "runtime_config.prefer_multi_join_on_clauses", "true"),
       (
-        backendConfigPrefix + "runtime_config.inequal_join_to_multi_join_on_clauses_row_limit",
+        backendConfigPrefix + "runtime_config.multi_join_on_clauses_build_side_row_limit",
         "1000000")
     ) {
 
diff --git a/cpp-ch/local-engine/Parser/JoinRelParser.cpp b/cpp-ch/local-engine/Parser/JoinRelParser.cpp
index fbab2609412ab..70e051b02cadc 100644
--- a/cpp-ch/local-engine/Parser/JoinRelParser.cpp
+++ b/cpp-ch/local-engine/Parser/JoinRelParser.cpp
@@ -315,7 +315,7 @@ DB::QueryPlanPtr JoinRelParser::parseJoin(const substrait::JoinRel & join, DB::Q
         if (table_join->getClauses().empty())
             table_join->addDisjunct();
         bool is_multi_join_on_clauses
-            = isJoinWithMultiJoinOnClauses(table_join->getOnlyClause(), join_on_clauses, join, left_header, right_header);
+            = couldRewriteToMultiJoinOnClauses(table_join->getOnlyClause(), join_on_clauses, join, left_header, right_header);
         if (is_multi_join_on_clauses && join_config.prefer_multi_join_on_clauses && join_opt_info.right_table_rows > 0
             && join_opt_info.partitions_num > 0
             && join_opt_info.right_table_rows / join_opt_info.partitions_num
@@ -611,14 +611,14 @@ void JoinRelParser::addPostFilter(DB::QueryPlan & query_plan, const substrait::J
 }
 
 /// Only support following pattern: a1 = b1 or a2 = b2 or (a3 = b3 and a4 = b4)
-bool JoinRelParser::isJoinWithMultiJoinOnClauses(
+bool JoinRelParser::couldRewriteToMultiJoinOnClauses(
     const DB::TableJoin::JoinOnClause & prefix_clause,
     std::vector<DB::TableJoin::JoinOnClause> & clauses,
     const substrait::JoinRel & join_rel,
     const DB::Block & left_header,
     const DB::Block & right_header)
 {
-    /// There is only on join clause
+    /// There is only one join clause
     if (!join_rel.has_post_join_filter())
         return false;
 
diff --git a/cpp-ch/local-engine/Parser/JoinRelParser.h b/cpp-ch/local-engine/Parser/JoinRelParser.h
index 0c0d07d6fdd27..7e43187be308b 100644
--- a/cpp-ch/local-engine/Parser/JoinRelParser.h
+++ b/cpp-ch/local-engine/Parser/JoinRelParser.h
@@ -72,7 +72,7 @@ class JoinRelParser : public RelParser
     static std::unordered_set<DB::JoinTableSide> extractTableSidesFromExpression(
         const substrait::Expression & expr, const DB::Block & left_header, const DB::Block & right_header);
 
-    bool isJoinWithMultiJoinOnClauses(
+    bool couldRewriteToMultiJoinOnClauses(
         const DB::TableJoin::JoinOnClause & prefix_clause,
         std::vector<DB::TableJoin::JoinOnClause> & clauses,
         const substrait::JoinRel & join_rel,