diff --git a/.github/workflows/velox_backend_x86.yml b/.github/workflows/velox_backend_x86.yml
index c7d98cac19cb..e06d0d05549c 100644
--- a/.github/workflows/velox_backend_x86.yml
+++ b/.github/workflows/velox_backend_x86.yml
@@ -595,7 +595,7 @@ jobs:
       fail-fast: false
       matrix:
         spark: [ "spark-3.3" ]
-        celeborn: [ "celeborn-0.6.1", "celeborn-0.5.4"]
+        celeborn: [ "celeborn-0.6.3", "celeborn-0.5.4"]
         writer: ["sort", "hash"]
     runs-on: ubuntu-22.04
     container: centos:8
@@ -630,7 +630,7 @@ jobs:
           EXTRA_PROFILE=""
           if [ "${{ matrix.celeborn }}" = "celeborn-0.5.4" ]; then
             EXTRA_PROFILE="-Pceleborn-0.5"
-          elif [ "${{ matrix.celeborn }}" = "celeborn-0.6.1" ]; then
+          elif [ "${{ matrix.celeborn }}" = "celeborn-0.6.3" ]; then
             EXTRA_PROFILE="-Pceleborn-0.6"
           fi
           echo "EXTRA_PROFILE: ${EXTRA_PROFILE}"
diff --git a/dev/docker/Dockerfile.centos8-dynamic-build b/dev/docker/Dockerfile.centos8-dynamic-build
index b87e234bab23..48f45794a49f 100644
--- a/dev/docker/Dockerfile.centos8-dynamic-build
+++ b/dev/docker/Dockerfile.centos8-dynamic-build
@@ -33,7 +33,7 @@ RUN set -ex; \
     yum install -y java-${JAVA_VERSION}-openjdk-devel patch wget git perl; \
     mirror_host="https://www.apache.org/dyn/closer.lua"; \
     wget -nv ${mirror_host}/celeborn/celeborn-0.5.4/apache-celeborn-0.5.4-bin.tgz?action=download -O /opt/apache-celeborn-0.5.4-bin.tgz; \
-    wget -nv ${mirror_host}/celeborn/celeborn-0.6.1/apache-celeborn-0.6.1-bin.tgz?action=download -O /opt/apache-celeborn-0.6.1-bin.tgz; \
+    wget -nv ${mirror_host}/celeborn/celeborn-0.6.3/apache-celeborn-0.6.3-bin.tgz?action=download -O /opt/apache-celeborn-0.6.3-bin.tgz; \
     wget -nv ${mirror_host}/uniffle/0.10.0/apache-uniffle-0.10.0-bin.tar.gz?action=download -O /opt/apache-uniffle-0.10.0-bin.tar.gz; \
     wget -nv ${mirror_host}/hadoop/common/hadoop-2.8.5/hadoop-2.8.5.tar.gz?action=download -O /opt/hadoop-2.8.5.tar.gz; \
     git clone --depth=1 https://github.com/apache/gluten /opt/gluten; \
diff --git a/dev/docker/Dockerfile.centos9-dynamic-build b/dev/docker/Dockerfile.centos9-dynamic-build
index 2034bf01e77f..7b3387ce8c83 100644
--- a/dev/docker/Dockerfile.centos9-dynamic-build
+++ b/dev/docker/Dockerfile.centos9-dynamic-build
@@ -31,7 +31,7 @@ RUN set -ex; \
     yum install -y java-${JAVA_VERSION}-openjdk-devel patch wget git perl; \
     mirror_host="https://www.apache.org/dyn/closer.lua"; \
     wget -nv ${mirror_host}/celeborn/celeborn-0.5.4/apache-celeborn-0.5.4-bin.tgz?action=download -O /opt/apache-celeborn-0.5.4-bin.tgz; \
-    wget -nv ${mirror_host}/celeborn/celeborn-0.6.1/apache-celeborn-0.6.1-bin.tgz?action=download -O /opt/apache-celeborn-0.6.1-bin.tgz; \
+    wget -nv ${mirror_host}/celeborn/celeborn-0.6.3/apache-celeborn-0.6.3-bin.tgz?action=download -O /opt/apache-celeborn-0.6.3-bin.tgz; \
     wget -nv ${mirror_host}/uniffle/0.10.0/apache-uniffle-0.10.0-bin.tar.gz?action=download -O /opt/apache-uniffle-0.10.0-bin.tar.gz; \
     wget -nv ${mirror_host}/hadoop/common/hadoop-2.8.5/hadoop-2.8.5.tar.gz?action=download -O /opt/hadoop-2.8.5.tar.gz; \
     git clone --depth=1 https://github.com/apache/gluten /opt/gluten; \
diff --git a/gluten-celeborn/src/main/java/org/apache/spark/shuffle/gluten/celeborn/CelebornUtils.java b/gluten-celeborn/src/main/java/org/apache/spark/shuffle/gluten/celeborn/CelebornUtils.java
index e8a8fcca6052..653ceaad139a 100644
--- a/gluten-celeborn/src/main/java/org/apache/spark/shuffle/gluten/celeborn/CelebornUtils.java
+++ b/gluten-celeborn/src/main/java/org/apache/spark/shuffle/gluten/celeborn/CelebornUtils.java
@@ -700,4 +700,54 @@ public static void stopFailedShuffleCleaner(Object failedShuffleCleaner) {
       throw new RuntimeException(e);
     }
   }
+
+  public static void prepareForMergeData(
+      ShuffleClient shuffleClient, int shuffleId, int mapId, int attemptId) {
+    try {
+      Method prepareMethod =
+          shuffleClient
+              .getClass()
+              .getDeclaredMethod("prepareForMergeData", Integer.TYPE, Integer.TYPE, Integer.TYPE);
+      prepareMethod.invoke(shuffleClient, shuffleId, mapId, attemptId);
+    } catch (NoSuchMethodException ignored) {
+    } catch (Exception e) {
+      throw new RuntimeException(e);
+    }
+  }
+
+  public static void mapperEnd(
+      ShuffleClient shuffleClient,
+      int shuffleId,
+      int mapId,
+      int attemptId,
+      int numMappers,
+      int numPartitions) {
+    try {
+      try {
+        // for Celeborn 0.6.3
+        Method mapperEndMethod =
+            shuffleClient
+                .getClass()
+                .getDeclaredMethod(
+                    "mapperEnd",
+                    Integer.TYPE,
+                    Integer.TYPE,
+                    Integer.TYPE,
+                    Integer.TYPE,
+                    Integer.TYPE);
+        mapperEndMethod.invoke(
+            shuffleClient, shuffleId, mapId, attemptId, numMappers, numPartitions);
+      } catch (NoSuchMethodException e) {
+        Method mapperEndMethod =
+            shuffleClient
+                .getClass()
+                .getDeclaredMethod(
+                    "mapperEnd", Integer.TYPE, Integer.TYPE, Integer.TYPE, Integer.TYPE);
+        mapperEndMethod.invoke(shuffleClient, shuffleId, mapId, attemptId, numMappers);
+      }
+    } catch (NoSuchMethodException ignored) {
+    } catch (Exception e) {
+      throw new RuntimeException(e);
+    }
+  }
 }
diff --git a/gluten-celeborn/src/main/scala/org/apache/spark/shuffle/CelebornColumnarShuffleWriter.scala b/gluten-celeborn/src/main/scala/org/apache/spark/shuffle/CelebornColumnarShuffleWriter.scala
index 451a020f6ff5..7ac31d797354 100644
--- a/gluten-celeborn/src/main/scala/org/apache/spark/shuffle/CelebornColumnarShuffleWriter.scala
+++ b/gluten-celeborn/src/main/scala/org/apache/spark/shuffle/CelebornColumnarShuffleWriter.scala
@@ -23,6 +23,7 @@ import org.apache.spark.internal.Logging
 import org.apache.spark.internal.config.SHUFFLE_COMPRESS
 import org.apache.spark.scheduler.MapStatus
 import org.apache.spark.shuffle.celeborn.CelebornShuffleHandle
+import org.apache.spark.shuffle.gluten.celeborn.CelebornUtils
 import org.apache.spark.sql.vectorized.ColumnarBatch
 import org.apache.spark.storage.BlockManager
 
@@ -150,15 +151,27 @@ abstract class CelebornColumnarShuffleWriter[K, V](
 
   def pushMergedDataToCeleborn(): Unit = {
     val pushMergedDataTime = System.nanoTime
-    client.prepareForMergeData(shuffleId, mapId, context.attemptNumber())
+    CelebornUtils.prepareForMergeData(client, shuffleId, mapId, context.attemptNumber())
     client.pushMergedData(shuffleId, mapId, context.attemptNumber)
-    client.mapperEnd(shuffleId, mapId, context.attemptNumber, numMappers)
+    CelebornUtils.mapperEnd(
+      client,
+      shuffleId,
+      mapId,
+      context.attemptNumber,
+      numMappers,
+      numPartitions)
     writeMetrics.incWriteTime(System.nanoTime - pushMergedDataTime)
   }
 
   def handleEmptyIterator(): Unit = {
     partitionLengths = new Array[Long](dep.partitioner.numPartitions)
-    client.mapperEnd(shuffleId, mapId, context.attemptNumber, numMappers)
+    CelebornUtils.mapperEnd(
+      client,
+      shuffleId,
+      mapId,
+      context.attemptNumber,
+      numMappers,
+      numPartitions)
     mapStatus = MapStatus(blockManager.shuffleServerId, partitionLengths, mapId)
   }
 }
diff --git a/pom.xml b/pom.xml
index 2a6d7ed75f83..676c7252ac1b 100644
--- a/pom.xml
+++ b/pom.xml
@@ -78,7 +78,7 @@
     <delta.version>3.3.2</delta.version>
     <delta.binary.version>33</delta.binary.version>
     <aws-java-sdk-dynamodb.version>1.12.262</aws-java-sdk-dynamodb.version>
-    <celeborn.version>0.6.1</celeborn.version>
+    <celeborn.version>0.6.3</celeborn.version>
     <uniffle.version>0.10.0</uniffle.version>
     <arrow.version>15.0.0</arrow.version>
     <arrow-gluten.version>15.0.0-gluten</arrow-gluten.version>
diff --git a/tools/gluten-it/pom.xml b/tools/gluten-it/pom.xml
index 487117ea2e06..1afea4edce6e 100644
--- a/tools/gluten-it/pom.xml
+++ b/tools/gluten-it/pom.xml
@@ -38,7 +38,7 @@
     <spark.major.version>3</spark.major.version>
     <delta.package.name>delta-core</delta.package.name>
     <delta.version>2.4.0</delta.version>
-    <celeborn.version>0.6.1</celeborn.version>
+    <celeborn.version>0.6.3</celeborn.version>
     <uniffle.version>0.10.0</uniffle.version>
     <gluten.version>1.7.0-SNAPSHOT</gluten.version>
     <tpch.version>1.1</tpch.version>
@@ -333,7 +333,7 @@
     <profile>
       <id>celeborn-0.6</id>
       <properties>
-        <celeborn.version>0.6.1</celeborn.version>
+        <celeborn.version>0.6.3</celeborn.version>
       </properties>
     </profile>
   </profiles>