diff --git a/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/utils/CHExecUtil.scala b/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/utils/CHExecUtil.scala
index 55be8846a71b..f9e53d789e96 100644
--- a/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/utils/CHExecUtil.scala
+++ b/backends-clickhouse/src/main/scala/org/apache/spark/sql/execution/utils/CHExecUtil.scala
@@ -27,7 +27,7 @@ import org.apache.spark.ShuffleDependency
 import org.apache.spark.internal.Logging
 import org.apache.spark.rdd.RDD
 import org.apache.spark.serializer.Serializer
-import org.apache.spark.shuffle.{ColumnarShuffleDependency, GlutenShuffleUtils}
+import org.apache.spark.shuffle.{ColumnarShuffleDependency, GlutenShuffleUtils, HashPartitioningWrapper}
 import org.apache.spark.shuffle.utils.RangePartitionerBoundsGenerator
 import org.apache.spark.sql.catalyst.InternalRow
 import org.apache.spark.sql.catalyst.expressions.{Attribute, BindReferences, BoundReference, UnsafeProjection, UnsafeRow}
@@ -175,11 +175,17 @@ object CHExecUtil extends Logging {
   }
 
   private def buildHashPartitioning(
-      partitoining: HashPartitioning,
+      partitioning: HashPartitioning,
       childOutput: Seq[Attribute],
       output: Seq[Attribute]): NativePartitioning = {
+    val hashExpressions = partitioning match {
+      case partitioning: HashPartitioningWrapper =>
+        partitioning.getNewExpr
+      case _ =>
+        partitioning.expressions
+    }
     val hashFields =
-      partitoining.expressions.map(
+      hashExpressions.map(
         a =>
           BindReferences
             .bindReference(ConverterUtils.getAttrFromExpr(a).toAttribute, childOutput)
@@ -199,7 +205,7 @@ object CHExecUtil extends Logging {
 
     new NativePartitioning(
       GlutenShuffleUtils.HashPartitioningShortName,
-      partitoining.numPartitions,
+      partitioning.numPartitions,
       Array.empty[Byte],
       hashFields.mkString(",").getBytes(),
       outputFields.mkString(",").getBytes()
diff --git a/gluten-core/src/main/scala/io/glutenproject/extension/ColumnarOverrides.scala b/gluten-core/src/main/scala/io/glutenproject/extension/ColumnarOverrides.scala
index 84a0dc58bc35..4ee22c0bc24c 100644
--- a/gluten-core/src/main/scala/io/glutenproject/extension/ColumnarOverrides.scala
+++ b/gluten-core/src/main/scala/io/glutenproject/extension/ColumnarOverrides.scala
@@ -26,6 +26,7 @@ import io.glutenproject.utils.{LogLevelUtil, PhysicalPlanSelector}
 
 import org.apache.spark.api.python.EvalPythonExecTransformer
 import org.apache.spark.internal.Logging
+import org.apache.spark.shuffle.HashPartitioningWrapper
 import org.apache.spark.sql.{SparkSession, SparkSessionExtensions}
 import org.apache.spark.sql.catalyst.expressions.{Alias, Attribute, AttributeReference, BindReferences, BoundReference, Expression, Murmur3Hash, NamedExpression, SortOrder}
 import org.apache.spark.sql.catalyst.optimizer.{BuildLeft, BuildRight, BuildSide}
@@ -204,7 +205,10 @@ case class TransformPreOverrides(isAdaptiveContext: Boolean)
           val pos = newExpressionsPosition(i)
           newExprs = newExprs :+ project.output(pos)
         }
-        (projectExpressions.size, HashPartitioning(newExprs, numPartitions), project)
+        (
+          projectExpressions.size,
+          new HashPartitioningWrapper(exprs, newExprs, numPartitions),
+          project)
       case RangePartitioning(orderings, numPartitions) =>
         val exprs = orderings.map(ordering => ordering.child)
         val (projectExpressions, newExpressionsPosition) = {
diff --git a/gluten-core/src/main/scala/org/apache/spark/shuffle/HashPartitioningWrapper.scala b/gluten-core/src/main/scala/org/apache/spark/shuffle/HashPartitioningWrapper.scala
new file mode 100644
index 000000000000..06ce8fe0f508
--- /dev/null
+++ b/gluten-core/src/main/scala/org/apache/spark/shuffle/HashPartitioningWrapper.scala
@@ -0,0 +1,31 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.spark.shuffle
+
+import org.apache.spark.sql.catalyst.expressions.Expression
+import org.apache.spark.sql.catalyst.plans.physical.HashPartitioning
+
+// A wrapper for HashPartitioning to remain original hash expressions.
+// Only used by CH backend when shuffle hash expressions contains non-field expression.
+class HashPartitioningWrapper(
+    original: Seq[Expression],
+    newExpr: Seq[Expression],
+    override val numPartitions: Int)
+  extends HashPartitioning(original, numPartitions) {
+
+  def getNewExpr: Seq[Expression] = newExpr
+}