diff --git a/.github/workflows/velox_backend.yml b/.github/workflows/velox_backend.yml
index 3ec7e36ca08b..55cb42176f94 100644
--- a/.github/workflows/velox_backend.yml
+++ b/.github/workflows/velox_backend.yml
@@ -546,7 +546,7 @@ jobs:
         spark: [ "spark-3.2" ]
         celeborn: [ "celeborn-0.5.2", "celeborn-0.4.2", "celeborn-0.3.2-incubating" ]
     runs-on: ubuntu-20.04
-    container: ubuntu:22.04
+    container: apache/gluten:centos-8
     steps:
       - uses: actions/checkout@v2
       - name: Download All Native Artifacts
@@ -559,15 +559,6 @@ jobs:
         with:
           name: arrow-jars-centos-7-${{github.sha}}
           path: /root/.m2/repository/org/apache/arrow/
-      - name: Setup tzdata
-        run: |
-          apt-get update
-          TZ="Etc/GMT" DEBIAN_FRONTEND=noninteractive apt-get install -y tzdata
-      - name: Setup java and maven
-        run: |
-          apt-get update && apt-get install -y openjdk-8-jdk maven wget
-          apt remove openjdk-11* -y
-          echo "JAVA_HOME=/usr/lib/jvm/java-8-openjdk-amd64" >> $GITHUB_ENV
       - name: Build for Spark ${{ matrix.spark }}
         run: |
           cd $GITHUB_WORKSPACE/
@@ -582,7 +573,6 @@ jobs:
           fi
           echo "EXTRA_PROFILE: ${EXTRA_PROFILE}"
           cd /opt && mkdir -p celeborn && \
-          ${WGET_CMD} https://archive.apache.org/dist/celeborn/${{ matrix.celeborn }}/apache-${{ matrix.celeborn }}-bin.tgz && \
           tar xzf apache-${{ matrix.celeborn }}-bin.tgz -C /opt/celeborn --strip-components=1 && cd celeborn && \
           mv ./conf/celeborn-env.sh.template ./conf/celeborn-env.sh && \
           bash -c "echo -e 'CELEBORN_MASTER_MEMORY=4g\nCELEBORN_WORKER_MEMORY=4g\nCELEBORN_WORKER_OFFHEAP_MEMORY=8g' > ./conf/celeborn-env.sh" && \
@@ -608,9 +598,8 @@ jobs:
         with:
           name: arrow-jars-centos-7-${{github.sha}}
           path: /root/.m2/repository/org/apache/arrow/
-      - name: Prepare spark.test.home for Spark 3.2.2 (other tests)
+      - name: Prepare
         run: |
-          bash .github/workflows/util/install_spark_resources.sh 3.2
           dnf module -y install python39 && \
           alternatives --set python3 /usr/bin/python3.9 && \
           pip3 install setuptools && \
@@ -652,9 +641,6 @@ jobs:
         with:
           name: arrow-jars-centos-7-${{github.sha}}
           path: /root/.m2/repository/org/apache/arrow/
-      - name: Prepare spark.test.home for Spark 3.2.2 (slow tests)
-        run: |
-          bash .github/workflows/util/install_spark_resources.sh 3.2
       - name: Build and run unit test for Spark 3.2.2 (slow tests)
         run: |
           cd $GITHUB_WORKSPACE/
@@ -683,9 +669,8 @@ jobs:
         with:
           name: arrow-jars-centos-7-${{github.sha}}
           path: /root/.m2/repository/org/apache/arrow/
-      - name: Prepare spark.test.home for Spark 3.3.1 (other tests)
+      - name: Prepare
         run: |
-          bash .github/workflows/util/install_spark_resources.sh 3.3
           dnf module -y install python39 && \
           alternatives --set python3 /usr/bin/python3.9 && \
           pip3 install setuptools && \
@@ -728,9 +713,7 @@ jobs:
         with:
           name: arrow-jars-centos-7-${{github.sha}}
           path: /root/.m2/repository/org/apache/arrow/
-      - name: Prepare spark.test.home for Spark 3.3.1 (slow tests)
-        run: |
-          bash .github/workflows/util/install_spark_resources.sh 3.3
+
       - name: Build and Run unit test for Spark 3.3.1 (slow tests)
         run: |
           cd $GITHUB_WORKSPACE/
@@ -760,9 +743,8 @@ jobs:
         with:
           name: arrow-jars-centos-7-${{github.sha}}
           path: /root/.m2/repository/org/apache/arrow/
-      - name: Prepare spark.test.home for Spark 3.4.3 (other tests)
+      - name: Prepare
         run: |
-          bash .github/workflows/util/install_spark_resources.sh 3.4
           dnf module -y install python39 && \
           alternatives --set python3 /usr/bin/python3.9 && \
           pip3 install setuptools && \
@@ -805,9 +787,6 @@ jobs:
         with:
           name: arrow-jars-centos-7-${{github.sha}}
           path: /root/.m2/repository/org/apache/arrow/
-      - name: Prepare spark.test.home for Spark 3.4.3 (slow tests)
-        run: |
-          bash .github/workflows/util/install_spark_resources.sh 3.4
       - name: Build and Run unit test for Spark 3.4.3 (slow tests)
         run: |
           cd $GITHUB_WORKSPACE/
@@ -837,9 +816,8 @@ jobs:
         with:
           name: arrow-jars-centos-7-${{github.sha}}
           path: /root/.m2/repository/org/apache/arrow/
-      - name: Prepare spark.test.home for Spark 3.5.2 (other tests)
+      - name: Prepare
         run: |
-          bash .github/workflows/util/install_spark_resources.sh 3.5
           dnf module -y install python39 && \
           alternatives --set python3 /usr/bin/python3.9 && \
           pip3 install setuptools && \
@@ -881,9 +859,8 @@ jobs:
         with:
           name: arrow-jars-centos-7-${{github.sha}}
           path: /root/.m2/repository/org/apache/arrow/
-      - name: Prepare spark.test.home for Spark 3.5.2 (other tests)
+      - name: Prepare
         run: |
-          bash .github/workflows/util/install_spark_resources.sh 3.5-scala2.13
           dnf module -y install python39 && \
           alternatives --set python3 /usr/bin/python3.9 && \
           pip3 install setuptools && \
@@ -919,9 +896,6 @@ jobs:
         with:
           name: arrow-jars-centos-7-${{github.sha}}
           path: /root/.m2/repository/org/apache/arrow/
-      - name: Prepare spark.test.home for Spark 3.5.2 (slow tests)
-        run: |
-          bash .github/workflows/util/install_spark_resources.sh 3.5
       - name: Build and Run unit test for Spark 3.5.2 (slow tests)
         run: |
           cd $GITHUB_WORKSPACE/
@@ -951,9 +925,8 @@ jobs:
         with:
           name: arrow-jars-centos-7-${{github.sha}}
           path: /root/.m2/repository/org/apache/arrow/
-      - name: Prepare spark.test.home for Spark 3.5.2 (other tests)
+      - name: Prepare
         run: |
-          bash .github/workflows/util/install_spark_resources.sh 3.5
           dnf module -y install python39 && \
           alternatives --set python3 /usr/bin/python3.9 && \
           pip3 install setuptools && \
@@ -988,9 +961,6 @@ jobs:
         with:
           name: arrow-jars-centos-7-${{github.sha}}
           path: /root/.m2/repository/org/apache/arrow/
-      - name: Prepare spark.test.home for Spark 3.5.2 (slow tests)
-        run: |
-          bash .github/workflows/util/install_spark_resources.sh 3.5
       - name: Build and Run unit test for Spark 3.5.2 (slow tests)
         run: |
           cd $GITHUB_WORKSPACE/