diff --git a/.github/workflows/check_license.yml b/.github/workflows/check_license.yml
index 338397dbd6cb..6664b50cf5db 100644
--- a/.github/workflows/check_license.yml
+++ b/.github/workflows/check_license.yml
@@ -13,7 +13,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-name: license header check
+name: License Header Check
 on:
   pull_request
 concurrency:
@@ -21,8 +21,7 @@ concurrency:
   cancel-in-progress: true
 
 jobs:
-  license-check:
-    name: License Header Check
+  check:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v3
diff --git a/.github/workflows/code_style.yml b/.github/workflows/code_format.yml
similarity index 92%
rename from .github/workflows/code_style.yml
rename to .github/workflows/code_format.yml
index c6ba7c647c17..ddabff6e9f8d 100644
--- a/.github/workflows/code_style.yml
+++ b/.github/workflows/code_format.yml
@@ -13,20 +13,23 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-name: Code style checks
+name: Code Format Check
 on:
   pull_request:
     paths:
-      - '.github/workflows/code_style.yml'
+      - '.github/workflows/code_format.yml'
+      - '.github/workflows/**/*.py'
+      - 'tools/**/*.py'
+      - 'dev/**/*.py'
       - 'cpp/**'
+
 concurrency:
   group: ${{ github.repository }}-${{ github.head_ref || github.sha }}-${{ github.workflow }}
   cancel-in-progress: true
 
 jobs:
 
-  Code-format-check:
-    name: Code Format Check(cpp)
+  format-check:
     runs-on: ubuntu-latest
     container: ubuntu:22.04
     steps:
@@ -40,7 +43,7 @@ jobs:
       - uses: actions/checkout@v4
         with:
             fetch-depth: 0
-      - name: Check CPP format
+      - name: Check
         run: |
           git config --global --add safe.directory $GITHUB_WORKSPACE
           cd $GITHUB_WORKSPACE/
diff --git a/.github/workflows/labeler.yml b/.github/workflows/labeler.yml
index d2ddaec8f835..e18670d16e5e 100644
--- a/.github/workflows/labeler.yml
+++ b/.github/workflows/labeler.yml
@@ -13,12 +13,11 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-name: "Label pull requests"
+name: Label Pull Requests
 on: pull_request_target
 
 jobs:
   label:
-    name: Label pull requests
     runs-on: ubuntu-latest
     permissions:
       contents: read
diff --git a/.github/workflows/scala_code_format.yml b/.github/workflows/scala_code_format.yml
new file mode 100644
index 000000000000..1d72be94fa01
--- /dev/null
+++ b/.github/workflows/scala_code_format.yml
@@ -0,0 +1,58 @@
+# 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.
+
+name: Code Format Check
+on:
+  pull_request:
+    paths:
+      - '.github/workflows/scala_code_format.yml'
+      - 'backends-velox/**'
+      - 'gluten-uniffle/**'
+      - 'gluten-celeborn/**'
+      - 'gluten-ras/**'
+      - 'gluten-core/**'
+      - 'gluten-substrait/**'
+      - 'gluten-arrow/**'
+      - 'gluten-delta/**'
+      - 'gluten-iceberg/**'
+      - 'gluten-hudi/**'
+      - 'gluten-paimon/**'
+      - 'gluten-ut/**'
+      - 'shims/**'
+      - 'tools/gluten-it/**'
+
+concurrency:
+  group: ${{ github.repository }}-${{ github.head_ref || github.sha }}-${{ github.workflow }}
+  cancel-in-progress: true
+
+env:
+  SETUP: 'bash .github/workflows/util/setup_helper.sh'
+
+jobs:
+
+  scala-format-check:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+        with:
+            fetch-depth: 0
+      - name: Check
+        run: |
+          ./dev/format-scala-code.sh check
+      - name: Fix
+        if: failure()
+        run: |
+          ./dev/format-scala-code.sh
+          git show
diff --git a/.github/workflows/util/setup_helper.sh b/.github/workflows/util/setup_helper.sh
index 86bb43c3d2f9..4679d1a8c174 100644
--- a/.github/workflows/util/setup_helper.sh
+++ b/.github/workflows/util/setup_helper.sh
@@ -26,7 +26,12 @@ function install_maven {
     wget -nv -O ${local_binary} ${url}
     tar -xvf ${local_binary} && mv apache-maven-${maven_version} /usr/lib/maven
   )
-  echo "PATH=${PATH}:/usr/lib/maven/bin" >> $GITHUB_ENV
+  export PATH=/usr/lib/maven/bin:$PATH
+  if [ -n "$GITHUB_ENV" ]; then
+    echo "PATH=/usr/lib/maven/bin:$PATH" >> $GITHUB_ENV
+  else
+    echo "Warning: GITHUB_ENV is not set. Skipping environment variable export."
+  fi
 }
 
 for cmd in "$@"
diff --git a/.github/workflows/velox_backend_arm.yml b/.github/workflows/velox_backend_arm.yml
index 9ae827809760..5608097f9792 100644
--- a/.github/workflows/velox_backend_arm.yml
+++ b/.github/workflows/velox_backend_arm.yml
@@ -13,7 +13,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-name: Velox backend Github Runner (ARM)
+name: Velox Backend (ARM)
 
 on:
   pull_request:
diff --git a/.github/workflows/velox_backend_enhanced_features.yml b/.github/workflows/velox_backend_enhanced.yml
similarity index 98%
rename from .github/workflows/velox_backend_enhanced_features.yml
rename to .github/workflows/velox_backend_enhanced.yml
index 5a000db6ebfb..554d13aaddd7 100644
--- a/.github/workflows/velox_backend_enhanced_features.yml
+++ b/.github/workflows/velox_backend_enhanced.yml
@@ -13,12 +13,12 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-name: Velox backend Github Runner (Enhanced Features)
+name: Velox Backend (Enhanced)
 
 on:
   pull_request:
     paths:
-      - '.github/workflows/velox_backend_enhanced_features.yml'
+      - '.github/workflows/velox_backend_enhanced.yml'
       - 'pom.xml'
       - 'backends-velox/**'
       - 'gluten-uniffle/**'
diff --git a/.github/workflows/velox_backend_x86.yml b/.github/workflows/velox_backend_x86.yml
index 7e5ba406476b..18c5a5d90d08 100644
--- a/.github/workflows/velox_backend_x86.yml
+++ b/.github/workflows/velox_backend_x86.yml
@@ -13,7 +13,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-name: Velox backend Github Runner (x86)
+name: Velox Backend (x86)
 
 on:
   pull_request:
@@ -43,7 +43,7 @@ env:
   ACTIONS_ALLOW_USE_UNSECURE_NODE_VERSION: true
   MVN_CMD: 'mvn -ntp'
   WGET_CMD: 'wget -nv'
-  SETUP: 'bash .github/workflows/util/setup_helper.sh'
+  SETUP: 'source .github/workflows/util/setup_helper.sh'
   CCACHE_DIR: "${{ github.workspace }}/.ccache"
   # spark.sql.ansi.enabled defaults to false.
   SPARK_ANSI_SQL_MODE: false
@@ -306,10 +306,7 @@ jobs:
 
             # Setup java and maven
             yum update -y && yum install -y java-1.8.0-openjdk-devel wget tzdata python3-pip
-
             $SETUP install_maven
-            export PATH=${PATH}:/usr/lib/maven/bin
-
             # Set environment variables
             export JAVA_HOME=/usr/lib/jvm/java-1.8.0-openjdk
 
diff --git a/.github/workflows/velox_weekly.yml b/.github/workflows/velox_weekly.yml
index 5091fb1905b5..68b8c7eb9b4f 100644
--- a/.github/workflows/velox_weekly.yml
+++ b/.github/workflows/velox_weekly.yml
@@ -13,7 +13,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-name: Velox backend weekly job
+name: Velox Backend Weekly Job
 
 on:
   pull_request:
@@ -25,7 +25,7 @@ on:
 env:
   ACTIONS_ALLOW_USE_UNSECURE_NODE_VERSION: true
   MVN_CMD: 'mvn -ntp'
-  SETUP: 'bash .github/workflows/util/setup_helper.sh'
+  SETUP: 'source .github/workflows/util/setup_helper.sh'
   TPCH_TEST: "env GLUTEN_IT_JVM_ARGS=-Xmx5G sbin/gluten-it.sh queries-compare 
             --local --preset=velox --benchmark-type=h --error-on-memleak --off-heap-size=10g -s=1.0 --threads=16 --iterations=1"
   INSTALL_PREFIX: /usr/local
@@ -62,17 +62,11 @@ jobs:
           yum install -y java-1.8.0-openjdk-devel patch wget git perl python3-pip
           export JAVA_HOME=/usr/lib/jvm/java-1.8.0-openjdk && \
           export PATH=$JAVA_HOME/bin:$PATH
-          wget --no-check-certificate https://downloads.apache.org/maven/maven-3/3.8.9/binaries/apache-maven-3.8.9-bin.tar.gz && \
-          tar -xvf apache-maven*bin.tar.gz && \
-          mv apache-maven-3.8.9 /usr/lib/maven && \
-          export MAVEN_HOME=/usr/lib/maven && \
-          export PATH=${PATH}:${MAVEN_HOME}/bin && \
-          ln -s /usr/lib/maven/bin /usr/bin/mvn
-          ls -l /usr/bin/mvn
           
+          # The upstream main branch is cloned. Please temporarily switch to the dev branch for PR validation.
           git clone -b main --depth=1 https://github.com/apache/incubator-gluten.git && cd incubator-gluten/
+          $SETUP install_maven
           ./dev/package.sh --spark_version=3.5
-          
 
   build-on-centos:
     strategy:
@@ -112,10 +106,7 @@ jobs:
           yum install -y java-1.8.0-openjdk-devel patch wget git perl
           export JAVA_HOME=/usr/lib/jvm/java-1.8.0-openjdk && \
           export PATH=$JAVA_HOME/bin:$PATH
-          
           $SETUP install_maven
-          export MAVEN_HOME=/usr/lib/maven && \
-          export PATH=${PATH}:${MAVEN_HOME}/bin
 
           cd $GITHUB_WORKSPACE/ && ./dev/package.sh --spark_version=3.5
 
diff --git a/dev/formatcppcode.sh b/dev/format-cpp-code.sh
similarity index 100%
rename from dev/formatcppcode.sh
rename to dev/format-cpp-code.sh
diff --git a/dev/format-scala-code.sh b/dev/format-scala-code.sh
new file mode 100755
index 000000000000..9dc7f2f220b0
--- /dev/null
+++ b/dev/format-scala-code.sh
@@ -0,0 +1,34 @@
+#!/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.
+
+# If a new profile is introduced for new modules, please add it here to ensure
+# the new modules are covered.
+PROFILES="-Pbackends-velox -Pceleborn,uniffle -Piceberg,delta,hudi,paimon \
+          -Pspark-3.2,spark-3.3,spark-3.4,spark-3.5,spark-4.0 -Pspark-ut"
+
+COMMAND=$1
+
+if [[ "$COMMAND" == "check" ]]; then
+  echo "Checking Scala code style.."
+  mvn -q spotless:check $PROFILES
+elif [[ "$COMMAND" == "apply" ]] || [[ "$COMMAND" == "" ]]; then
+  echo "Fixing Scala code style.."
+  mvn -q spotless:apply $PROFILES
+else
+  echo "Unrecognized option."
+  exit 1
+fi