diff --git a/.github/workflows/docker_image.yml b/.github/workflows/docker_image.yml
index 20c3b594d8ac..eff5b389a1af 100644
--- a/.github/workflows/docker_image.yml
+++ b/.github/workflows/docker_image.yml
@@ -21,7 +21,8 @@ on:
       - main
     paths:
       - '.github/workflows/docker_image.yml'
-      - '.github/workflows/util/install-resources.sh'
+      - '.github/workflows/util/install-spark-deps.sh'
+      - '.github/workflows/util/install-spark-resources.sh'
       - 'dev/docker/*'
       - 'dev/docker/cudf/*'
       - 'dev/docker/ubuntu/*'
diff --git a/.github/workflows/flink.yml b/.github/workflows/flink.yml
index 5bd953c77cf8..b53a8f62c5ec 100644
--- a/.github/workflows/flink.yml
+++ b/.github/workflows/flink.yml
@@ -60,7 +60,7 @@ jobs:
           source /opt/rh/gcc-toolset-11/enable
           sudo dnf install -y patchelf
           sudo yum install https://mirror.stream.centos.org/9-stream/BaseOS/x86_64/os/Packages/tzdata-2025a-1.el9.noarch.rpm -y
-          sudo .github/workflows/util/install-flink-resources.sh
+          sudo .github/workflows/util/install-flink-deps.sh
           git clone -b gluten-0530 https://github.com/bigo-sg/velox4j.git
           cd velox4j && git reset --hard 889bafcf2fa04e8c31a30edbdf40fe203ef58484
           git apply $GITHUB_WORKSPACE/gluten-flink/patches/fix-velox4j.patch
diff --git a/.github/workflows/util/install-flink-resources.sh b/.github/workflows/util/install-flink-deps.sh
similarity index 100%
rename from .github/workflows/util/install-flink-resources.sh
rename to .github/workflows/util/install-flink-deps.sh
diff --git a/.github/workflows/util/install-resources.sh b/.github/workflows/util/install-spark-deps.sh
similarity index 56%
rename from .github/workflows/util/install-resources.sh
rename to .github/workflows/util/install-spark-deps.sh
index fb54080cce4f..71ddc69e2785 100755
--- a/.github/workflows/util/install-resources.sh
+++ b/.github/workflows/util/install-spark-deps.sh
@@ -18,8 +18,7 @@
 # for spark.test.home in mvn test.
 #
 # This file can be:
-# 1. Executed directly: ./install-resources.sh <spark-version> [install-dir]
-# 2. Sourced to use functions: source install-resources.sh; install_hadoop; setup_hdfs
+# Sourced to use functions: source install-spark-deps.sh; install_hadoop; setup_hdfs
 
 set -e
 
@@ -152,112 +151,3 @@ function setup_minio {
   mc alias set s3local http://localhost:9100 "$MINIO_ROOT_USER" "$MINIO_ROOT_PASSWORD"
   mc mb -p s3local/gluten-it || true
 }
-
-# Installs Spark binary and source releases with:
-# 1 - spark version
-# 2 - hadoop version
-# 3 - scala version
-function install_spark() {
-  local spark_version="$1"
-  local hadoop_version="$2"
-  local scala_version="$3"
-  local spark_version_short=$(echo "${spark_version}" | cut -d '.' -f 1,2 | tr -d '.')
-  local scala_suffix=$([ "${scala_version}" == '2.13' ] && echo '-scala-2.13' || echo '')
-  local scala_suffix_short=$([ "${scala_version}" == '2.13' ] && echo '-scala2.13' || echo '')
-  local mirror_host='https://www.apache.org/dyn/closer.lua/'
-  local mirror_host2='https://mirror.lyrahosting.com/apache/' # Fallback mirror due to closer.lua slowness
-  local url_query='?action=download'
-  local checksum_suffix='sha512'
-  local url_path="spark/spark-${spark_version}/"
-  local local_binary="spark-${spark_version}-bin-hadoop${hadoop_version}${scala_suffix_short}.tgz"
-  local local_binary_checksum="${local_binary}.${checksum_suffix}"
-  local local_source="spark-${spark_version}.tgz"
-  local local_source_checksum="${local_source}.${checksum_suffix}"
-  local remote_binary="${mirror_host2}${url_path}${local_binary}${url_query}"
-  local remote_binary_checksum="${mirror_host}${url_path}${local_binary_checksum}${url_query}"
-  local remote_source="${mirror_host2}${url_path}${local_source}${url_query}"
-  local remote_source_checksum="${mirror_host}${url_path}${local_source_checksum}${url_query}"
-  local wget_opts="--no-verbose --no-check-certificate"
-
-  wget ${wget_opts} -O "${local_binary}" "${remote_binary}"
-  wget ${wget_opts} -O "${local_source}" "${remote_source}"
-
-  # Checksum may not have been specified; don't check if doesn't exist
-  if [ "$(command -v shasum)" ]; then
-    wget ${wget_opts} -O "${local_binary_checksum}" "${remote_binary_checksum}"
-    if ! shasum -a 512 -c "${local_binary_checksum}" > /dev/null ; then
-      echo "Bad checksum from ${remote_binary_checksum}"
-      rm -f "${local_binary_checksum}"
-      exit 2
-    fi
-    rm -f "${local_binary_checksum}"
-
-    wget ${wget_opts} -O "${local_source_checksum}" "${remote_source_checksum}"
-    if ! shasum -a 512 -c "${local_source_checksum}" > /dev/null ; then
-      echo "Bad checksum from ${remote_source_checksum}"
-      rm -f "${local_source_checksum}"
-      exit 2
-    fi
-    rm -f "${local_source_checksum}"
-  else
-    echo "Skipping checksum because shasum is not installed." 1>&2
-  fi
-
-  tar --strip-components=1 -xf "${local_binary}" spark-"${spark_version}"-bin-hadoop"${hadoop_version}""${scala_suffix_short}"/jars/ \
-    spark-"${spark_version}"-bin-hadoop"${hadoop_version}""${scala_suffix_short}"/python \
-    spark-"${spark_version}"-bin-hadoop"${hadoop_version}""${scala_suffix_short}"/bin
-  mkdir -p ${INSTALL_DIR}/shims/spark"${spark_version_short}""${scala_suffix}"/spark_home/assembly/target/scala-"${scala_version}"
-  mv jars ${INSTALL_DIR}/shims/spark"${spark_version_short}""${scala_suffix}"/spark_home/assembly/target/scala-"${scala_version}"
-  mv python ${INSTALL_DIR}/shims/spark"${spark_version_short}""${scala_suffix}"/spark_home
-  mv bin ${INSTALL_DIR}/shims/spark"${spark_version_short}""${scala_suffix}"/spark_home
-
-  tar --strip-components=1 -xf "${local_source}" spark-"${spark_version}"/sql/core/src/test/resources/
-  mkdir -p shims/spark"${spark_version_short}${scala_suffix}"/spark_home/
-  mv sql shims/spark"${spark_version_short}${scala_suffix}"/spark_home/
-
-  rm -rf "${local_binary}"
-  rm -rf "${local_source}"
-}
-
-# Only run install_spark when script is executed directly (not sourced)
-if [[ "${BASH_SOURCE[0]}" == "${0}" ]]; then
-  INSTALL_DIR=${2:-/opt/}
-  mkdir -p ${INSTALL_DIR}
-
-  case "$1" in
-  3.3)
-      # Spark-3.3
-      cd ${INSTALL_DIR} && \
-      install_spark "3.3.1" "3" "2.12"
-      ;;
-  3.4)
-      # Spark-3.4
-      cd ${INSTALL_DIR} && \
-      install_spark "3.4.4" "3" "2.12"
-      ;;
-  3.5)
-      # Spark-3.5
-      cd ${INSTALL_DIR} && \
-      install_spark "3.5.5" "3" "2.12"
-      ;;
-  3.5-scala2.13)
-      # Spark-3.5, scala 2.13
-      cd ${INSTALL_DIR} && \
-      install_spark "3.5.5" "3" "2.13"
-      ;;
-  4.0)
-      # Spark-4.0, scala 2.12 // using 2.12 as a hack as 4.0 does not have 2.13 suffix
-      cd ${INSTALL_DIR} && \
-      install_spark "4.0.1" "3" "2.12"
-      ;;
-  4.1)
-      # Spark-4.x, scala 2.12 // using 2.12 as a hack as 4.0 does not have 2.13 suffix
-      cd ${INSTALL_DIR} && \
-      install_spark "4.1.1" "3" "2.12"
-      ;;
-  *)
-      echo "Spark version is expected to be specified."
-      exit 1
-      ;;
-  esac
-fi
diff --git a/.github/workflows/util/install-spark-resources.sh b/.github/workflows/util/install-spark-resources.sh
new file mode 100755
index 000000000000..31defd69b845
--- /dev/null
+++ b/.github/workflows/util/install-spark-resources.sh
@@ -0,0 +1,134 @@
+#!/usr/bin/env 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.
+
+# Download Spark resources, required by some Spark UTs. The resource path should be set
+# for spark.test.home in mvn test.
+#
+# This file can be:
+# Executed directly: ./install-spark-resources.sh <spark-version> [install-dir]
+
+set -e
+
+# Installs Spark binary and source releases with:
+# 1 - spark version
+# 2 - hadoop version
+# 3 - scala version
+function install_spark() {
+  local spark_version="$1"
+  local hadoop_version="$2"
+  local scala_version="$3"
+  local spark_version_short=$(echo "${spark_version}" | cut -d '.' -f 1,2 | tr -d '.')
+  local scala_suffix=$([ "${scala_version}" == '2.13' ] && echo '-scala-2.13' || echo '')
+  local scala_suffix_short=$([ "${scala_version}" == '2.13' ] && echo '-scala2.13' || echo '')
+  local mirror_host='https://www.apache.org/dyn/closer.lua/'
+  local mirror_host2='https://mirror.lyrahosting.com/apache/' # Fallback mirror due to closer.lua slowness
+  local url_query='?action=download'
+  local checksum_suffix='sha512'
+  local url_path="spark/spark-${spark_version}/"
+  local local_binary="spark-${spark_version}-bin-hadoop${hadoop_version}${scala_suffix_short}.tgz"
+  local local_binary_checksum="${local_binary}.${checksum_suffix}"
+  local local_source="spark-${spark_version}.tgz"
+  local local_source_checksum="${local_source}.${checksum_suffix}"
+  local remote_binary="${mirror_host2}${url_path}${local_binary}${url_query}"
+  local remote_binary_checksum="${mirror_host}${url_path}${local_binary_checksum}${url_query}"
+  local remote_source="${mirror_host2}${url_path}${local_source}${url_query}"
+  local remote_source_checksum="${mirror_host}${url_path}${local_source_checksum}${url_query}"
+  local wget_opts="--no-verbose --no-check-certificate"
+
+  wget ${wget_opts} -O "${local_binary}" "${remote_binary}"
+  wget ${wget_opts} -O "${local_source}" "${remote_source}"
+
+  # Checksum may not have been specified; don't check if doesn't exist
+  if [ "$(command -v shasum)" ]; then
+    wget ${wget_opts} -O "${local_binary_checksum}" "${remote_binary_checksum}"
+    if ! shasum -a 512 -c "${local_binary_checksum}" > /dev/null ; then
+      echo "Bad checksum from ${remote_binary_checksum}"
+      rm -f "${local_binary_checksum}"
+      exit 2
+    fi
+    rm -f "${local_binary_checksum}"
+
+    wget ${wget_opts} -O "${local_source_checksum}" "${remote_source_checksum}"
+    if ! shasum -a 512 -c "${local_source_checksum}" > /dev/null ; then
+      echo "Bad checksum from ${remote_source_checksum}"
+      rm -f "${local_source_checksum}"
+      exit 2
+    fi
+    rm -f "${local_source_checksum}"
+  else
+    echo "Skipping checksum because shasum is not installed." 1>&2
+  fi
+
+  tar --strip-components=1 -xf "${local_binary}" spark-"${spark_version}"-bin-hadoop"${hadoop_version}""${scala_suffix_short}"/jars/ \
+    spark-"${spark_version}"-bin-hadoop"${hadoop_version}""${scala_suffix_short}"/python \
+    spark-"${spark_version}"-bin-hadoop"${hadoop_version}""${scala_suffix_short}"/bin
+  mkdir -p ${INSTALL_DIR}/shims/spark"${spark_version_short}""${scala_suffix}"/spark_home/assembly/target/scala-"${scala_version}"
+  mv jars ${INSTALL_DIR}/shims/spark"${spark_version_short}""${scala_suffix}"/spark_home/assembly/target/scala-"${scala_version}"
+  mv python ${INSTALL_DIR}/shims/spark"${spark_version_short}""${scala_suffix}"/spark_home
+  mv bin ${INSTALL_DIR}/shims/spark"${spark_version_short}""${scala_suffix}"/spark_home
+
+  tar --strip-components=1 -xf "${local_source}" spark-"${spark_version}"/sql/core/src/test/resources/
+  mkdir -p shims/spark"${spark_version_short}${scala_suffix}"/spark_home/
+  mv sql shims/spark"${spark_version_short}${scala_suffix}"/spark_home/
+
+  rm -rf "${local_binary}"
+  rm -rf "${local_source}"
+}
+
+# Only run install_spark when script is executed directly (not sourced)
+if [[ "${BASH_SOURCE[0]}" == "${0}" ]]; then
+  INSTALL_DIR=${2:-/opt/}
+  mkdir -p ${INSTALL_DIR}
+
+  case "$1" in
+  3.3)
+      # Spark-3.3
+      cd ${INSTALL_DIR} && \
+      install_spark "3.3.1" "3" "2.12"
+      ;;
+  3.4)
+      # Spark-3.4
+      cd ${INSTALL_DIR} && \
+      install_spark "3.4.4" "3" "2.12"
+      ;;
+  3.5)
+      # Spark-3.5
+      cd ${INSTALL_DIR} && \
+      install_spark "3.5.5" "3" "2.12"
+      ;;
+  3.5-scala2.13)
+      # Spark-3.5, scala 2.13
+      cd ${INSTALL_DIR} && \
+      install_spark "3.5.5" "3" "2.13"
+      ;;
+  4.0)
+      # Spark-4.0, scala 2.12 // using 2.12 as a hack as 4.0 does not have 2.13 suffix
+      cd ${INSTALL_DIR} && \
+      install_spark "4.0.1" "3" "2.12"
+      mv /opt/shims/spark40/spark_home/assembly/target/scala-2.12 /opt/shims/spark40/spark_home/assembly/target/scala-2.13
+      ;;
+  4.1)
+      # Spark-4.x, scala 2.12 // using 2.12 as a hack as 4.0 does not have 2.13 suffix
+      cd ${INSTALL_DIR} && \
+      install_spark "4.1.1" "3" "2.12"
+      mv /opt/shims/spark40/spark_home/assembly/target/scala-2.12 /opt/shims/spark40/spark_home/assembly/target/scala-2.13
+      ;;
+  *)
+      echo "Spark version is expected to be specified."
+      exit 1
+      ;;
+  esac
+fi
diff --git a/.github/workflows/velox_backend_enhanced.yml b/.github/workflows/velox_backend_enhanced.yml
index f6f0f8588180..288f03d26017 100644
--- a/.github/workflows/velox_backend_enhanced.yml
+++ b/.github/workflows/velox_backend_enhanced.yml
@@ -228,10 +228,6 @@ jobs:
         with:
           name: arrow-jars-enhanced-centos-7-${{github.sha}}
           path: /root/.m2/repository/org/apache/arrow/
-      - name: Prepare Spark Resources for Spark 3.5.5
-        run: |
-          rm -rf /opt/shims/spark35
-          bash .github/workflows/util/install-resources.sh 3.5
       - name: Build and Run unit test for Spark 3.5.5 (slow tests)
         run: |
           cd $GITHUB_WORKSPACE/
@@ -286,8 +282,7 @@ jobs:
       - name: Prepare Spark Resources for Spark 4.0.1 #TODO remove after image update
         run: |
           rm -rf /opt/shims/spark40
-          bash .github/workflows/util/install-resources.sh 4.0
-          mv /opt/shims/spark40/spark_home/assembly/target/scala-2.12 /opt/shims/spark40/spark_home/assembly/target/scala-2.13
+          bash .github/workflows/util/install-spark-resources.sh 4.0
       - name: Build and Run unit test for Spark 4.0.0 with scala-2.13 (other tests)
         run: |
           cd $GITHUB_WORKSPACE/
diff --git a/.github/workflows/velox_backend_x86.yml b/.github/workflows/velox_backend_x86.yml
index a39fc65e87d1..75b700ad9be2 100644
--- a/.github/workflows/velox_backend_x86.yml
+++ b/.github/workflows/velox_backend_x86.yml
@@ -19,7 +19,8 @@ on:
   pull_request:
     paths:
       - '.github/workflows/velox_backend_x86.yml'
-      - '.github/workflows/util/install-resources.sh' #TODO remove after image update
+      - '.github/workflows/util/install-spark-deps.sh' #TODO remove after image update
+      - '.github/workflows/util/install-spark-resources.sh' #TODO remove after image update
       - 'pom.xml'
       - 'backends-velox/**'
       - 'gluten-uniffle/**'
@@ -180,7 +181,7 @@ jobs:
         shell: bash
         run: |
           export JAVA_HOME=/usr/lib/jvm/${{ matrix.java }}-openjdk-amd64
-          source .github/workflows/util/install-resources.sh
+          source .github/workflows/util/install-spark-deps.sh
           install_hadoop
           setup_hdfs
       - name: Install MinIO
@@ -188,7 +189,7 @@ jobs:
         shell: bash
         run: |
           export JAVA_HOME=/usr/lib/jvm/${{ matrix.java }}-openjdk-amd64
-          source .github/workflows/util/install-resources.sh
+          source .github/workflows/util/install-spark-deps.sh
           install_minio
       - name: Build and run TPC-H / TPC-DS
         shell: bash
@@ -210,7 +211,7 @@ jobs:
           if [ "${{ matrix.os }}" = "ubuntu:22.04" ] && \
             [ "${{ matrix.spark }}" = "spark-3.5" ] && \
             [ "${{ matrix.java }}" = "java-8" ]; then
-            source $GITHUB_WORKSPACE/.github/workflows/util/install-resources.sh
+            source $GITHUB_WORKSPACE/.github/workflows/util/install-spark-deps.sh
             SPARK_VERSION=$(echo "${{ matrix.spark }}" | sed 's/spark-//')
             setup_minio "$SPARK_VERSION"
           fi
@@ -1259,8 +1260,7 @@ jobs:
       - name: Prepare Spark Resources for Spark 4.0.1 #TODO remove after image update
         run: |
           rm -rf /opt/shims/spark40
-          bash .github/workflows/util/install-resources.sh 4.0
-          mv /opt/shims/spark40/spark_home/assembly/target/scala-2.12 /opt/shims/spark40/spark_home/assembly/target/scala-2.13
+          bash .github/workflows/util/install-spark-resources.sh 4.0
       - name: Build and Run unit test for Spark 4.0.0 with scala-2.13 (other tests)
         run: |
           cd $GITHUB_WORKSPACE/
@@ -1309,8 +1309,7 @@ jobs:
       - name: Prepare Spark Resources for Spark 4.0.1 #TODO remove after image update
         run: |
           rm -rf /opt/shims/spark40
-          bash .github/workflows/util/install-resources.sh 4.0
-          mv /opt/shims/spark40/spark_home/assembly/target/scala-2.12 /opt/shims/spark40/spark_home/assembly/target/scala-2.13
+          bash .github/workflows/util/install-spark-resources.sh 4.0
       - name: Build and Run unit test for Spark 4.0 (slow tests)
         run: |
           cd $GITHUB_WORKSPACE/
@@ -1367,7 +1366,7 @@ jobs:
       - name: Prepare Spark Resources for Spark 4.1.0 #TODO remove after image update
         run: |
           rm -rf /opt/shims/spark41
-          bash .github/workflows/util/install-resources.sh 4.1
+          bash .github/workflows/util/install-spark-resources.sh 4.1
           mv /opt/shims/spark41/spark_home/assembly/target/scala-2.12 /opt/shims/spark41/spark_home/assembly/target/scala-2.13
       - name: Build and Run unit test for Spark 4.1.0 with scala-2.13 (other tests)
         run: |
@@ -1417,7 +1416,7 @@ jobs:
       - name: Prepare Spark Resources for Spark 4.1.0 #TODO remove after image update
         run: |
           rm -rf /opt/shims/spark41
-          bash .github/workflows/util/install-resources.sh 4.1
+          bash .github/workflows/util/install-spark-resources.sh 4.1
           mv /opt/shims/spark41/spark_home/assembly/target/scala-2.12 /opt/shims/spark41/spark_home/assembly/target/scala-2.13
       - name: Build and Run unit test for Spark 4.0 (slow tests)
         run: |
diff --git a/dev/docker/Dockerfile.centos8-dynamic-build b/dev/docker/Dockerfile.centos8-dynamic-build
index c449921634b3..b87e234bab23 100644
--- a/dev/docker/Dockerfile.centos8-dynamic-build
+++ b/dev/docker/Dockerfile.centos8-dynamic-build
@@ -38,11 +38,11 @@ RUN set -ex; \
     wget -nv ${mirror_host}/hadoop/common/hadoop-2.8.5/hadoop-2.8.5.tar.gz?action=download -O /opt/hadoop-2.8.5.tar.gz; \
     git clone --depth=1 https://github.com/apache/gluten /opt/gluten; \
     cd /opt/gluten/.github/workflows/util/; \
-    ./install-resources.sh 3.3; \
-    ./install-resources.sh 3.4; \
-    ./install-resources.sh 3.5; \
-    ./install-resources.sh 3.5-scala2.13; \
-    ./install-resources.sh 4.0; \
+    ./install-spark-resources.sh 3.3; \
+    ./install-spark-resources.sh 3.4; \
+    ./install-spark-resources.sh 3.5; \
+    ./install-spark-resources.sh 3.5-scala2.13; \
+    ./install-spark-resources.sh 4.0; \
     ARCH=$(uname -m); \
     if [[ "$ARCH" == "aarch64" || "$ARCH" == "ppc64le" ]]; then \
         export CPU_TARGET="$ARCH"; \
diff --git a/dev/docker/Dockerfile.centos9-dynamic-build b/dev/docker/Dockerfile.centos9-dynamic-build
index 55cc4dcc06b1..2034bf01e77f 100644
--- a/dev/docker/Dockerfile.centos9-dynamic-build
+++ b/dev/docker/Dockerfile.centos9-dynamic-build
@@ -36,11 +36,11 @@ RUN set -ex; \
     wget -nv ${mirror_host}/hadoop/common/hadoop-2.8.5/hadoop-2.8.5.tar.gz?action=download -O /opt/hadoop-2.8.5.tar.gz; \
     git clone --depth=1 https://github.com/apache/gluten /opt/gluten; \
     cd /opt/gluten/.github/workflows/util/; \
-    ./install-resources.sh 3.3; \
-    ./install-resources.sh 3.4; \
-    ./install-resources.sh 3.5; \
-    ./install-resources.sh 3.5-scala2.13; \
-    ./install-resources.sh 4.0; \
+    ./install-spark-resources.sh 3.3; \
+    ./install-spark-resources.sh 3.4; \
+    ./install-spark-resources.sh 3.5; \
+    ./install-spark-resources.sh 3.5-scala2.13; \
+    ./install-spark-resources.sh 4.0; \
     ARCH=$(uname -m); \
     if [[ "$ARCH" == "aarch64" || "$ARCH" == "ppc64le" ]]; then \
         export CPU_TARGET="$ARCH"; \