diff --git a/backends-clickhouse/src/main/java/io/glutenproject/vectorized/BlockSplitIterator.java b/backends-clickhouse/src/main/java/io/glutenproject/vectorized/BlockSplitIterator.java
index facb9f5eed20..3c0d919f6f5e 100644
--- a/backends-clickhouse/src/main/java/io/glutenproject/vectorized/BlockSplitIterator.java
+++ b/backends-clickhouse/src/main/java/io/glutenproject/vectorized/BlockSplitIterator.java
@@ -33,7 +33,8 @@ public BlockSplitIterator(Iterator<Long> in, IteratorOptions options) {
             options.getExpr(),
             options.getRequiredFields(),
             options.getPartitionNum(),
-            options.getBufferSize());
+            options.getBufferSize(),
+            options.getHashAlgorithm());
   }
 
   private native long nativeCreate(
@@ -42,7 +43,8 @@ private native long nativeCreate(
       String expr,
       String schema,
       int partitionNum,
-      int bufferSize);
+      int bufferSize,
+      String hashAlgorithm);
 
   private native void nativeClose(long instance);
 
@@ -80,6 +82,8 @@ public static class IteratorOptions implements Serializable {
     private String expr;
     private String requiredFields;
 
+    private String hashAlgorithm;
+
     public int getPartitionNum() {
       return partitionNum;
     }
@@ -119,5 +123,13 @@ public String getRequiredFields() {
     public void setRequiredFields(String requiredFields) {
       this.requiredFields = requiredFields;
     }
+
+    public String getHashAlgorithm() {
+      return hashAlgorithm;
+    }
+
+    public void setHashAlgorithm(String hashAlgorithm) {
+      this.hashAlgorithm = hashAlgorithm;
+    }
   }
 }
diff --git a/backends-clickhouse/src/main/java/io/glutenproject/vectorized/CHShuffleSplitterJniWrapper.java b/backends-clickhouse/src/main/java/io/glutenproject/vectorized/CHShuffleSplitterJniWrapper.java
index bd40b8fef5fc..ec773343a09c 100644
--- a/backends-clickhouse/src/main/java/io/glutenproject/vectorized/CHShuffleSplitterJniWrapper.java
+++ b/backends-clickhouse/src/main/java/io/glutenproject/vectorized/CHShuffleSplitterJniWrapper.java
@@ -31,7 +31,8 @@ public long make(
       String localDirs,
       int subDirsPerLocalDir,
       boolean preferSpill,
-      long spillThreshold) {
+      long spillThreshold,
+      String hashAlgorithm) {
     return nativeMake(
         part.getShortName(),
         part.getNumPartitions(),
@@ -45,7 +46,8 @@ public long make(
         localDirs,
         subDirsPerLocalDir,
         preferSpill,
-        spillThreshold);
+        spillThreshold,
+        hashAlgorithm);
   }
 
   public long makeForRSS(
@@ -55,6 +57,7 @@ public long makeForRSS(
       int bufferSize,
       String codec,
       long spillThreshold,
+      String hashAlgorithm,
       Object pusher) {
     return nativeMakeForRSS(
         part.getShortName(),
@@ -66,6 +69,7 @@ public long makeForRSS(
         bufferSize,
         codec,
         spillThreshold,
+        hashAlgorithm,
         pusher);
   }
 
@@ -82,7 +86,8 @@ public native long nativeMake(
       String localDirs,
       int subDirsPerLocalDir,
       boolean preferSpill,
-      long spillThreshold);
+      long spillThreshold,
+      String hashAlgorithm);
 
   public native long nativeMakeForRSS(
       String shortName,
@@ -94,6 +99,7 @@ public native long nativeMakeForRSS(
       int bufferSize,
       String codec,
       long spillThreshold,
+      String hashAlgorithm,
       Object pusher);
 
   public native void split(long splitterId, long block);
diff --git a/backends-clickhouse/src/main/scala/io/glutenproject/backendsapi/clickhouse/CHBackend.scala b/backends-clickhouse/src/main/scala/io/glutenproject/backendsapi/clickhouse/CHBackend.scala
index 62f784828444..5765e0293313 100644
--- a/backends-clickhouse/src/main/scala/io/glutenproject/backendsapi/clickhouse/CHBackend.scala
+++ b/backends-clickhouse/src/main/scala/io/glutenproject/backendsapi/clickhouse/CHBackend.scala
@@ -90,6 +90,24 @@ object CHBackendSettings extends BackendSettingsApi with Logging {
 
   private val GLUTEN_CLICKHOUSE_SHUFFLE_SUPPORTED_CODEC: Set[String] = Set("lz4", "zstd", "snappy")
 
+  // The algorithm for hash partition of the shuffle
+  private val GLUTEN_CLICKHOUSE_SHUFFLE_HASH_ALGORITHM: String =
+    GlutenConfig.GLUTEN_CONFIG_PREFIX + CHBackend.BACKEND_NAME +
+      ".shuffle.hash.algorithm"
+  // valid values are: cityHash64 or murmurHash3_32
+  private val GLUTEN_CLICKHOUSE_SHUFFLE_HASH_ALGORITHM_DEFAULT = "cityHash64"
+  lazy val shuffleHashAlgorithm: String = {
+    val algorithm = SparkEnv.get.conf.get(
+      CHBackendSettings.GLUTEN_CLICKHOUSE_SHUFFLE_HASH_ALGORITHM,
+      CHBackendSettings.GLUTEN_CLICKHOUSE_SHUFFLE_HASH_ALGORITHM_DEFAULT
+    )
+    if (!algorithm.equals("cityHash64") && !algorithm.equals("murmurHash3_32")) {
+      CHBackendSettings.GLUTEN_CLICKHOUSE_SHUFFLE_HASH_ALGORITHM_DEFAULT
+    } else {
+      algorithm
+    }
+  }
+
   override def supportFileFormatRead(
       format: ReadFileFormat,
       fields: Array[StructField],
diff --git a/backends-clickhouse/src/main/scala/org/apache/spark/shuffle/CHColumnarShuffleWriter.scala b/backends-clickhouse/src/main/scala/org/apache/spark/shuffle/CHColumnarShuffleWriter.scala
index 0248dec768f4..8af1a46875ec 100644
--- a/backends-clickhouse/src/main/scala/org/apache/spark/shuffle/CHColumnarShuffleWriter.scala
+++ b/backends-clickhouse/src/main/scala/org/apache/spark/shuffle/CHColumnarShuffleWriter.scala
@@ -17,6 +17,7 @@
 package org.apache.spark.shuffle
 
 import io.glutenproject.GlutenConfig
+import io.glutenproject.backendsapi.clickhouse.CHBackendSettings
 import io.glutenproject.memory.alloc.CHNativeMemoryAllocators
 import io.glutenproject.memory.memtarget.{MemoryTarget, Spiller}
 import io.glutenproject.vectorized._
@@ -100,7 +101,8 @@ class CHColumnarShuffleWriter[K, V](
         localDirs,
         subDirsPerLocalDir,
         preferSpill,
-        spillThreshold
+        spillThreshold,
+        CHBackendSettings.shuffleHashAlgorithm
       )
       CHNativeMemoryAllocators.createSpillable(
         "ShuffleWriter",
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 0544ad4b90b7..3144522c34e5 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
@@ -17,6 +17,7 @@
 package org.apache.spark.sql.execution.utils
 
 import io.glutenproject.GlutenConfig
+import io.glutenproject.backendsapi.clickhouse.CHBackendSettings
 import io.glutenproject.expression.ConverterUtils
 import io.glutenproject.row.SparkRowInfo
 import io.glutenproject.vectorized._
@@ -210,6 +211,7 @@ object CHExecUtil extends Logging {
     options.setName(nativePartitioning.getShortName)
     options.setPartitionNum(nativePartitioning.getNumPartitions)
     options.setExpr(new String(nativePartitioning.getExprList))
+    options.setHashAlgorithm(CHBackendSettings.shuffleHashAlgorithm)
     options.setRequiredFields(if (nativePartitioning.getRequiredFields != null) {
       new String(nativePartitioning.getRequiredFields)
     } else {
diff --git a/backends-clickhouse/src/test/scala/io/glutenproject/execution/GlutenClickHouseTPCHColumnarShuffleParquetAQESuite.scala b/backends-clickhouse/src/test/scala/io/glutenproject/execution/GlutenClickHouseTPCHColumnarShuffleParquetAQESuite.scala
index 9b7cc2518d28..6d304ee0ba79 100644
--- a/backends-clickhouse/src/test/scala/io/glutenproject/execution/GlutenClickHouseTPCHColumnarShuffleParquetAQESuite.scala
+++ b/backends-clickhouse/src/test/scala/io/glutenproject/execution/GlutenClickHouseTPCHColumnarShuffleParquetAQESuite.scala
@@ -43,6 +43,7 @@ class GlutenClickHouseTPCHColumnarShuffleParquetAQESuite
       .set("spark.sql.autoBroadcastJoinThreshold", "10MB")
       .set("spark.gluten.sql.columnar.backend.ch.use.v2", "false")
       .set("spark.sql.adaptive.enabled", "true")
+      .set("spark.gluten.sql.columnar.backend.ch.shuffle.hash.algorithm", "murmurHash3_32")
   }
 
   override protected def createTPCHNotNullTables(): Unit = {
diff --git a/backends-clickhouse/src/test/scala/io/glutenproject/execution/GlutenClickHouseTPCHParquetAQESuite.scala b/backends-clickhouse/src/test/scala/io/glutenproject/execution/GlutenClickHouseTPCHParquetAQESuite.scala
index 292a78310470..6f70ac2c3065 100644
--- a/backends-clickhouse/src/test/scala/io/glutenproject/execution/GlutenClickHouseTPCHParquetAQESuite.scala
+++ b/backends-clickhouse/src/test/scala/io/glutenproject/execution/GlutenClickHouseTPCHParquetAQESuite.scala
@@ -46,6 +46,7 @@ class GlutenClickHouseTPCHParquetAQESuite
       .set("spark.gluten.sql.columnar.backend.ch.use.v2", "false")
       .set("spark.sql.adaptive.enabled", "true")
       .set("spark.gluten.sql.columnar.backend.ch.runtime_config.use_local_format", "true")
+      .set("spark.gluten.sql.columnar.backend.ch.shuffle.hash.algorithm", "murmurHash3_32")
   }
 
   override protected def createTPCHNotNullTables(): Unit = {
diff --git a/cpp-ch/local-engine/Shuffle/CachedShuffleWriter.cpp b/cpp-ch/local-engine/Shuffle/CachedShuffleWriter.cpp
index 4f3ae465078e..676231e048b9 100644
--- a/cpp-ch/local-engine/Shuffle/CachedShuffleWriter.cpp
+++ b/cpp-ch/local-engine/Shuffle/CachedShuffleWriter.cpp
@@ -50,7 +50,7 @@ CachedShuffleWriter::CachedShuffleWriter(const String & short_name, SplitOptions
         {
             hash_fields.push_back(std::stoi(expr));
         }
-        partitioner = std::make_unique<HashSelectorBuilder>(options.partition_nums, hash_fields, "cityHash64");
+        partitioner = std::make_unique<HashSelectorBuilder>(options.partition_nums, hash_fields, options_.hash_algorithm);
     }
     else if (short_name == "single")
     {
diff --git a/cpp-ch/local-engine/Shuffle/NativeSplitter.cpp b/cpp-ch/local-engine/Shuffle/NativeSplitter.cpp
index 4b8b56f99c57..eec4e05fffb9 100644
--- a/cpp-ch/local-engine/Shuffle/NativeSplitter.cpp
+++ b/cpp-ch/local-engine/Shuffle/NativeSplitter.cpp
@@ -209,7 +209,7 @@ HashNativeSplitter::HashNativeSplitter(NativeSplitter::Options options_, jobject
         output_columns_indicies.push_back(std::stoi(*iter));
     }
 
-    selector_builder = std::make_unique<HashSelectorBuilder>(options.partition_nums, hash_fields, "cityHash64");
+    selector_builder = std::make_unique<HashSelectorBuilder>(options.partition_nums, hash_fields, options_.hash_algorithm);
 }
 
 void HashNativeSplitter::computePartitionId(Block & block)
diff --git a/cpp-ch/local-engine/Shuffle/NativeSplitter.h b/cpp-ch/local-engine/Shuffle/NativeSplitter.h
index c883da4bfb4a..c30f235b6550 100644
--- a/cpp-ch/local-engine/Shuffle/NativeSplitter.h
+++ b/cpp-ch/local-engine/Shuffle/NativeSplitter.h
@@ -41,6 +41,7 @@ class NativeSplitter : BlockIterator
         size_t partition_nums;
         std::string exprs_buffer;
         std::string schema_buffer;
+        std::string hash_algorithm;
     };
 
     struct Holder
diff --git a/cpp-ch/local-engine/Shuffle/ShuffleSplitter.cpp b/cpp-ch/local-engine/Shuffle/ShuffleSplitter.cpp
index 2f7d14410284..266c343a59e7 100644
--- a/cpp-ch/local-engine/Shuffle/ShuffleSplitter.cpp
+++ b/cpp-ch/local-engine/Shuffle/ShuffleSplitter.cpp
@@ -383,7 +383,7 @@ HashSplitter::HashSplitter(SplitOptions options_) : ShuffleSplitter(std::move(op
         output_columns_indicies.push_back(std::stoi(*iter));
     }
 
-    selector_builder = std::make_unique<HashSelectorBuilder>(options.partition_nums, hash_fields, "cityHash64");
+    selector_builder = std::make_unique<HashSelectorBuilder>(options.partition_nums, hash_fields, options_.hash_algorithm);
 }
 std::unique_ptr<ShuffleSplitter> HashSplitter::create(SplitOptions && options_)
 {
diff --git a/cpp-ch/local-engine/Shuffle/ShuffleSplitter.h b/cpp-ch/local-engine/Shuffle/ShuffleSplitter.h
index 49fa967fc03e..e9a59c339cae 100644
--- a/cpp-ch/local-engine/Shuffle/ShuffleSplitter.h
+++ b/cpp-ch/local-engine/Shuffle/ShuffleSplitter.h
@@ -47,7 +47,7 @@ struct SplitOptions
     std::string compress_method = "zstd";
     int compress_level;
     size_t spill_threshold = 300 * 1024 * 1024;
-
+    std::string hash_algorithm;
 };
 
 class ColumnsBuffer
diff --git a/cpp-ch/local-engine/local_engine_jni.cpp b/cpp-ch/local-engine/local_engine_jni.cpp
index 5d6add257854..6813a5c9335f 100644
--- a/cpp-ch/local-engine/local_engine_jni.cpp
+++ b/cpp-ch/local-engine/local_engine_jni.cpp
@@ -653,7 +653,8 @@ JNIEXPORT jlong Java_io_glutenproject_vectorized_CHShuffleSplitterJniWrapper_nat
     jstring local_dirs,
     jint num_sub_dirs,
     jboolean prefer_spill,
-    jlong spill_threshold)
+    jlong spill_threshold,
+    jstring hash_algorithm)
 {
     LOCAL_ENGINE_JNI_METHOD_START
     std::string hash_exprs;
@@ -694,7 +695,8 @@ JNIEXPORT jlong Java_io_glutenproject_vectorized_CHShuffleSplitterJniWrapper_nat
         .hash_exprs = hash_exprs,
         .out_exprs = out_exprs,
         .compress_method = jstring2string(env, codec),
-        .spill_threshold = static_cast<size_t>(spill_threshold)};
+        .spill_threshold = static_cast<size_t>(spill_threshold),
+        .hash_algorithm = jstring2string(env, hash_algorithm)};
     auto name = jstring2string(env, short_name);
     local_engine::SplitterHolder * splitter;
     if (prefer_spill)
@@ -721,6 +723,7 @@ JNIEXPORT jlong Java_io_glutenproject_vectorized_CHShuffleSplitterJniWrapper_nat
     jint split_size,
     jstring codec,
     jlong spill_threshold,
+    jstring hash_algorithm,
     jobject pusher)
 {
     LOCAL_ENGINE_JNI_METHOD_START
@@ -753,7 +756,8 @@ JNIEXPORT jlong Java_io_glutenproject_vectorized_CHShuffleSplitterJniWrapper_nat
         .hash_exprs = hash_exprs,
         .out_exprs = out_exprs,
         .compress_method = jstring2string(env, codec),
-        .spill_threshold = static_cast<size_t>(spill_threshold)};
+        .spill_threshold = static_cast<size_t>(spill_threshold),
+        .hash_algorithm = jstring2string(env, hash_algorithm)};
     auto name = jstring2string(env, short_name);
     local_engine::SplitterHolder * splitter;
     splitter = new local_engine::SplitterHolder{.splitter = std::make_unique<local_engine::CachedShuffleWriter>(name, options, pusher)};
@@ -1060,12 +1064,14 @@ Java_io_glutenproject_vectorized_StorageJoinBuilder_nativeCleanBuildHashTable(JN
 
 // BlockSplitIterator
 JNIEXPORT jlong Java_io_glutenproject_vectorized_BlockSplitIterator_nativeCreate(
-    JNIEnv * env, jobject, jobject in, jstring name, jstring expr, jstring schema, jint partition_num, jint buffer_size)
+    JNIEnv * env, jobject, jobject in, jstring name, jstring expr, jstring schema, jint partition_num, jint buffer_size, jstring hash_algorithm)
 {
     LOCAL_ENGINE_JNI_METHOD_START
     local_engine::NativeSplitter::Options options;
     options.partition_nums = partition_num;
     options.buffer_size = buffer_size;
+    auto hash_algorithm_str = jstring2string(env, hash_algorithm);
+    options.hash_algorithm.swap(hash_algorithm_str);
     auto expr_str = jstring2string(env, expr);
     std::string schema_str;
     if (schema)
diff --git a/gluten-celeborn/clickhouse/src/main/scala/org/apache/spark/shuffle/CHCelebornHashBasedColumnarShuffleWriter.scala b/gluten-celeborn/clickhouse/src/main/scala/org/apache/spark/shuffle/CHCelebornHashBasedColumnarShuffleWriter.scala
index 3cb52dcb4104..8d22624919c2 100644
--- a/gluten-celeborn/clickhouse/src/main/scala/org/apache/spark/shuffle/CHCelebornHashBasedColumnarShuffleWriter.scala
+++ b/gluten-celeborn/clickhouse/src/main/scala/org/apache/spark/shuffle/CHCelebornHashBasedColumnarShuffleWriter.scala
@@ -21,6 +21,7 @@ import io.glutenproject.memory.alloc.CHNativeMemoryAllocators
 import io.glutenproject.memory.memtarget.MemoryTarget
 import io.glutenproject.memory.memtarget.Spiller
 import io.glutenproject.vectorized._
+import io.glutenproject.backendsapi.clickhouse.CHBackendSettings
 
 import org.apache.spark._
 import org.apache.spark.scheduler.MapStatus
@@ -68,6 +69,7 @@ class CHCelebornHashBasedColumnarShuffleWriter[K, V](
         nativeBufferSize,
         customizedCompressCodec,
         GlutenConfig.getConf.chColumnarShuffleSpillThreshold,
+        CHBackendSettings.shuffleHashAlgorithm,
         celebornPartitionPusher
       )
       CHNativeMemoryAllocators.createSpillable(