diff --git a/.github/workflows/util/install_spark_resources.sh b/.github/workflows/util/install_spark_resources.sh
index 242952d60528..e1645b170dd5 100755
--- a/.github/workflows/util/install_spark_resources.sh
+++ b/.github/workflows/util/install_spark_resources.sh
@@ -16,6 +16,9 @@
 
 # Download Spark resources, required by some Spark UTs. The resource path should be set
 # for spark.test.home in mvn test.
+
+set -e
+
 INSTALL_DIR=$GITHUB_WORKSPACE
 case "$1" in
 3.2)
diff --git a/.github/workflows/util/setup_helper.sh b/.github/workflows/util/setup_helper.sh
new file mode 100644
index 000000000000..8b41d8326416
--- /dev/null
+++ b/.github/workflows/util/setup_helper.sh
@@ -0,0 +1,32 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+set -e
+
+function install_maven {
+  (
+    cd /opt/
+    wget -nv https://downloads.apache.org/maven/maven-3/3.8.8/binaries/apache-maven-3.8.8-bin.tar.gz
+    tar -xvf apache-maven-3.8.8-bin.tar.gz && mv apache-maven-3.8.8 /usr/lib/maven
+  )
+  echo "PATH=${PATH}:/usr/lib/maven/bin" >> $GITHUB_ENV
+}
+
+for cmd in "$@"
+do
+    echo "Running: $cmd"
+    "$cmd"
+done
diff --git a/.github/workflows/velox_backend.yml b/.github/workflows/velox_backend.yml
index 34ceb6d460a2..fc375c666a4f 100644
--- a/.github/workflows/velox_backend.yml
+++ b/.github/workflows/velox_backend.yml
@@ -44,6 +44,7 @@ env:
   ACTIONS_ALLOW_USE_UNSECURE_NODE_VERSION: true
   MVN_CMD: 'mvn -ntp'
   WGET_CMD: 'wget -nv'
+  SETUP: 'bash .github/workflows/util/setup_helper.sh'
 
 concurrency:
   group: ${{ github.repository }}-${{ github.head_ref || github.sha }}-${{ github.workflow }}
@@ -206,12 +207,9 @@ jobs:
           else
             yum update -y && yum install -y java-1.8.0-openjdk-devel wget
           fi
-          ${WGET_CMD} https://downloads.apache.org/maven/maven-3/3.8.8/binaries/apache-maven-3.8.8-bin.tar.gz
-          tar -xvf apache-maven-3.8.8-bin.tar.gz
-          mv apache-maven-3.8.8 /usr/lib/maven
+          $SETUP install_maven
       - name: Set environment variables
         run: |
-          echo "PATH=${PATH}:/usr/lib/maven/bin" >> $GITHUB_ENV
           if [ "${{ matrix.java }}" = "java-17" ]; then
             echo "JAVA_HOME=/usr/lib/jvm/java-17-openjdk" >> $GITHUB_ENV
           elif [ "${{ matrix.java }}" = "java-11" ]; then
@@ -436,13 +434,9 @@ jobs:
       - name: Setup java and maven
         run: |
           yum update -y && yum install -y java-1.8.0-openjdk-devel wget git
-          ${WGET_CMD} https://downloads.apache.org/maven/maven-3/3.8.8/binaries/apache-maven-3.8.8-bin.tar.gz
-          tar -xvf apache-maven-3.8.8-bin.tar.gz
-          mv apache-maven-3.8.8 /usr/lib/maven
+          $SETUP install_maven
       - name: Build for Uniffle 0.9.0
         run: |
-          export MAVEN_HOME=/usr/lib/maven && \
-          export PATH=${PATH}:${MAVEN_HOME}/bin && \
           export JAVA_HOME=/usr/lib/jvm/java-1.8.0-openjdk && \
           cd /opt && \
           git clone -b v0.9.0 https://github.com/apache/incubator-uniffle.git && \
@@ -461,14 +455,10 @@ jobs:
           bash ./bin/start-coordinator.sh && bash ./bin/start-shuffle-server.sh
       - name: Build for Spark ${{ matrix.spark }}
         run: |
-          export MAVEN_HOME=/usr/lib/maven && \
-          export PATH=${PATH}:${MAVEN_HOME}/bin && \
           cd $GITHUB_WORKSPACE/ && \
           $MVN_CMD clean install -P${{ matrix.spark }} -Pbackends-velox -Puniffle -DskipTests
       - name: TPC-H SF1.0 && TPC-DS SF1.0 Parquet local spark3.2 with uniffle-0.9.0
         run: |
-          export MAVEN_HOME=/usr/lib/maven && \
-          export PATH=${PATH}:${MAVEN_HOME}/bin && \
           export JAVA_HOME=/usr/lib/jvm/java-1.8.0-openjdk && \
           cd $GITHUB_WORKSPACE/tools/gluten-it && \
           $MVN_CMD clean install -Pspark-3.2 -Puniffle  && \
@@ -554,10 +544,7 @@ jobs:
       - name: Setup build dependency
         run: |
           yum install sudo patch java-1.8.0-openjdk-devel wget -y
-          ${WGET_CMD} https://downloads.apache.org/maven/maven-3/3.8.8/binaries/apache-maven-3.8.8-bin.tar.gz
-          tar -xvf apache-maven-3.8.8-bin.tar.gz
-          mv apache-maven-3.8.8 /usr/lib/maven
-          echo "PATH=${PATH}:/usr/lib/maven/bin" >> $GITHUB_ENV
+          $SETUP install_maven
       - name: Get Ccache
         uses: actions/cache/restore@v3
         with:
@@ -614,10 +601,7 @@ jobs:
       - name: Setup build dependency
         run: |
           yum install sudo patch java-1.8.0-openjdk-devel wget -y
-          ${WGET_CMD} https://downloads.apache.org/maven/maven-3/3.8.8/binaries/apache-maven-3.8.8-bin.tar.gz
-          tar -xvf apache-maven-3.8.8-bin.tar.gz
-          mv apache-maven-3.8.8 /usr/lib/maven
-          echo "PATH=${PATH}:/usr/lib/maven/bin" >> $GITHUB_ENV
+          $SETUP install_maven
       - name: Get Ccache
         uses: actions/cache/restore@v3
         with:
@@ -661,10 +645,7 @@ jobs:
       - name: Setup build dependency
         run: |
           yum install sudo patch java-1.8.0-openjdk-devel wget -y
-          ${WGET_CMD} https://downloads.apache.org/maven/maven-3/3.8.8/binaries/apache-maven-3.8.8-bin.tar.gz
-          tar -xvf apache-maven-3.8.8-bin.tar.gz
-          mv apache-maven-3.8.8 /usr/lib/maven
-          echo "PATH=${PATH}:/usr/lib/maven/bin" >> $GITHUB_ENV
+          $SETUP install_maven
       - name: Get Ccache
         uses: actions/cache/restore@v3
         with:
@@ -722,10 +703,7 @@ jobs:
       - name: Setup build dependency
         run: |
           yum install sudo patch java-1.8.0-openjdk-devel wget -y
-          ${WGET_CMD} https://downloads.apache.org/maven/maven-3/3.8.8/binaries/apache-maven-3.8.8-bin.tar.gz
-          tar -xvf apache-maven-3.8.8-bin.tar.gz
-          mv apache-maven-3.8.8 /usr/lib/maven
-          echo "PATH=${PATH}:/usr/lib/maven/bin" >> $GITHUB_ENV
+          $SETUP install_maven
       - name: Get Ccache
         uses: actions/cache/restore@v3
         with:
@@ -770,10 +748,7 @@ jobs:
       - name: Setup build dependency
         run: |
           yum install sudo patch java-1.8.0-openjdk-devel wget -y
-          ${WGET_CMD} https://downloads.apache.org/maven/maven-3/3.8.8/binaries/apache-maven-3.8.8-bin.tar.gz
-          tar -xvf apache-maven-3.8.8-bin.tar.gz
-          mv apache-maven-3.8.8 /usr/lib/maven
-          echo "PATH=${PATH}:/usr/lib/maven/bin" >> $GITHUB_ENV
+          $SETUP install_maven
       - name: Get Ccache
         uses: actions/cache/restore@v3
         with:
@@ -831,10 +806,7 @@ jobs:
       - name: Setup build dependency
         run: |
           yum install sudo patch java-1.8.0-openjdk-devel wget -y
-          ${WGET_CMD} https://downloads.apache.org/maven/maven-3/3.8.8/binaries/apache-maven-3.8.8-bin.tar.gz
-          tar -xvf apache-maven-3.8.8-bin.tar.gz
-          mv apache-maven-3.8.8 /usr/lib/maven
-          echo "PATH=${PATH}:/usr/lib/maven/bin" >> $GITHUB_ENV
+          $SETUP install_maven
       - name: Get Ccache
         uses: actions/cache/restore@v3
         with:
@@ -879,10 +851,7 @@ jobs:
       - name: Setup build dependency
         run: |
           yum install sudo patch java-1.8.0-openjdk-devel wget -y
-          ${WGET_CMD} https://downloads.apache.org/maven/maven-3/3.8.8/binaries/apache-maven-3.8.8-bin.tar.gz
-          tar -xvf apache-maven-3.8.8-bin.tar.gz
-          mv apache-maven-3.8.8 /usr/lib/maven
-          echo "PATH=${PATH}:/usr/lib/maven/bin" >> $GITHUB_ENV
+          $SETUP install_maven
       - name: Get Ccache
         uses: actions/cache/restore@v3
         with:
@@ -939,10 +908,7 @@ jobs:
       - name: Setup build dependency
         run: |
           yum install sudo patch java-1.8.0-openjdk-devel wget -y
-          ${WGET_CMD} https://downloads.apache.org/maven/maven-3/3.8.8/binaries/apache-maven-3.8.8-bin.tar.gz
-          tar -xvf apache-maven-3.8.8-bin.tar.gz
-          mv apache-maven-3.8.8 /usr/lib/maven
-          echo "PATH=${PATH}:/usr/lib/maven/bin" >> $GITHUB_ENV
+          $SETUP install_maven
       - name: Get Ccache
         uses: actions/cache/restore@v3
         with:
@@ -993,10 +959,7 @@ jobs:
       - name: Setup build dependency
         run: |
           yum install sudo patch java-1.8.0-openjdk-devel wget -y
-          ${WGET_CMD} https://downloads.apache.org/maven/maven-3/3.8.8/binaries/apache-maven-3.8.8-bin.tar.gz
-          tar -xvf apache-maven-3.8.8-bin.tar.gz
-          mv apache-maven-3.8.8 /usr/lib/maven
-          echo "PATH=${PATH}:/usr/lib/maven/bin" >> $GITHUB_ENV
+          $SETUP install_maven
       - name: Get Ccache
         uses: actions/cache/restore@v3
         with:
@@ -1034,6 +997,12 @@ jobs:
             ./cpp/build/velox/benchmarks/
             /root/.m2/repository/org/apache/arrow/
           key: cache-velox-build-centos-8-${{ hashFiles('./cache-key') }}
+      - name: Setup java and maven
+        run: |
+          sed -i -e "s|mirrorlist=|#mirrorlist=|g" /etc/yum.repos.d/CentOS-* || true
+          sed -i -e "s|#baseurl=http://mirror.centos.org|baseurl=http://vault.centos.org|g" /etc/yum.repos.d/CentOS-* || true
+          yum install sudo patch java-1.8.0-openjdk-devel wget -y
+          $SETUP install_maven
       - name: Build Gluten native libraries
         if: steps.cache.outputs.cache-hit != 'true'
         run: |
diff --git a/.github/workflows/velox_backend_cache.yml b/.github/workflows/velox_backend_cache.yml
index 0cb922f65f10..44ee969cba4f 100644
--- a/.github/workflows/velox_backend_cache.yml
+++ b/.github/workflows/velox_backend_cache.yml
@@ -81,6 +81,10 @@ jobs:
         if: steps.check-cache.outputs.cache-hit != 'true'
         run: |
           df -a
+          sed -i -e "s|mirrorlist=|#mirrorlist=|g" /etc/yum.repos.d/CentOS-* || true
+          sed -i -e "s|#baseurl=http://mirror.centos.org|baseurl=http://vault.centos.org|g" /etc/yum.repos.d/CentOS-* || true
+          yum install sudo patch java-1.8.0-openjdk-devel wget -y
+          bash .github/workflows/util/setup_helper.sh install_maven
           bash dev/ci-velox-buildshared-centos-8.sh
       - name: Cache
         if: steps.check-cache.outputs.cache-hit != 'true'
diff --git a/dev/ci-velox-buildshared-centos-8.sh b/dev/ci-velox-buildshared-centos-8.sh
index f337185de379..b6b0cda02d28 100755
--- a/dev/ci-velox-buildshared-centos-8.sh
+++ b/dev/ci-velox-buildshared-centos-8.sh
@@ -2,16 +2,6 @@
 
 set -e
 
-sed -i -e "s|mirrorlist=|#mirrorlist=|g" /etc/yum.repos.d/CentOS-* || true
-sed -i -e "s|#baseurl=http://mirror.centos.org|baseurl=http://vault.centos.org|g" /etc/yum.repos.d/CentOS-* || true
-
-yum install sudo patch java-1.8.0-openjdk-devel wget -y
-# Required by building arrow java.
-wget https://downloads.apache.org/maven/maven-3/3.8.8/binaries/apache-maven-3.8.8-bin.tar.gz
-tar -xvf apache-maven-3.8.8-bin.tar.gz && mv apache-maven-3.8.8 /usr/lib/maven
-export PATH="${PATH}:/usr/lib/maven/bin"
-echo "PATH=${PATH}:/usr/lib/maven/bin" >> $GITHUB_ENV
-
 source /opt/rh/gcc-toolset-9/enable
 ./dev/builddeps-veloxbe.sh --run_setup_script=OFF --enable_ep_cache=OFF --build_tests=ON \
     --build_examples=ON --build_benchmarks=ON --build_protobuf=ON