diff --git a/.github/workflows/docker_image.yml b/.github/workflows/docker_image.yml
index df3e00e1b7d..4b8adfc8a22 100644
--- a/.github/workflows/docker_image.yml
+++ b/.github/workflows/docker_image.yml
@@ -33,31 +33,6 @@ env:
   DOCKERHUB_REPO: apache/gluten
 
 jobs:
-  build-vcpkg-centos-7:
-    if: ${{ startsWith(github.repository, 'apache/') }}
-    runs-on: ubuntu-latest
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v6
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd
-
-      - name: Login to Docker Hub
-        uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee
-        with:
-          username: ${{ secrets.DOCKERHUB_USER }}
-          password: ${{ secrets.DOCKERHUB_TOKEN }}
-
-      - name: Build and push Docker image
-        uses: docker/build-push-action@f9f3042f7e2789586610d6e8b85c8f03e5195baf
-        with:
-          context: .
-          file: dev/docker/Dockerfile.centos7-static-build
-          push: true
-          tags: ${{ env.DOCKERHUB_REPO }}:vcpkg-centos-7
-
   build-vcpkg-centos-7-gcc13:
     if: ${{ startsWith(github.repository, 'apache/') }}
     runs-on: ubuntu-latest
@@ -170,56 +145,6 @@ jobs:
           push: true
           tags: ${{ env.DOCKERHUB_REPO }}:centos-9-jdk17-cuda12.9-cudf
 
-  build-vcpkg-centos-8:
-    if: ${{ startsWith(github.repository, 'apache/') }}
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        os: [ ubuntu-latest, ubuntu-24.04-arm ]
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v6
-
-      - name: Docker meta
-        id: meta
-        uses: docker/metadata-action@030e881283bb7a6894de51c315a6bfe6a94e05cf
-        with:
-          images: ${{ env.DOCKERHUB_REPO }}
-          tags: vcpkg-centos-8
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd
-
-      - name: Login to Docker Hub
-        uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee
-        with:
-          username: ${{ secrets.DOCKERHUB_USER }}
-          password: ${{ secrets.DOCKERHUB_TOKEN }}
-
-      - name: Build and push by digest
-        id: build
-        uses: docker/build-push-action@f9f3042f7e2789586610d6e8b85c8f03e5195baf
-        with:
-          context: .
-          file: dev/docker/Dockerfile.centos8-static-build
-          labels: ${{ steps.meta.outputs.labels }}
-          outputs: type=image,"name=${{ env.DOCKERHUB_REPO }}",push-by-digest=true,push=true
-
-      - name: Export digest
-        run: |
-          mkdir -p ${{ runner.temp }}/digests
-          digest="${{ steps.build.outputs.digest }}"
-          touch "${{ runner.temp }}/digests/${digest#sha256:}"
-
-      - name: Upload digest
-        uses: actions/upload-artifact@v4
-        with:
-          name: digests-vcpkg-centos-8-${{ matrix.os }}
-          path: ${{ runner.temp }}/digests/*
-          if-no-files-found: error
-          retention-days: 1
-
   build-vcpkg-centos-8-gcc13:
     if: ${{ startsWith(github.repository, 'apache/') }}
     runs-on: ${{ matrix.os }}
@@ -451,9 +376,8 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        digests: [ vcpkg-centos-8, vcpkg-centos-9 ]
+        digests: [ vcpkg-centos-9 ]
     needs:
-      - build-vcpkg-centos-8
       - build-vcpkg-centos-9
 
     steps:
diff --git a/dev/docker/Dockerfile.centos8-gcc13-static-build b/dev/docker/Dockerfile.centos8-gcc13-static-build
index a2e5bdf040f..37e609f64a1 100644
--- a/dev/docker/Dockerfile.centos8-gcc13-static-build
+++ b/dev/docker/Dockerfile.centos8-gcc13-static-build
@@ -29,8 +29,10 @@ RUN set -ex; \
     echo "check_certificate = off" >> ~/.wgetrc; \
     yum install -y java-1.8.0-openjdk-devel patch git perl python3 automake libtool flex; \
     dnf -y --enablerepo=powertools install autoconf-archive ninja-build; \
-    pip3 install --upgrade pip; \
-    pip3 install cmake==3.31.4; \
+    wget https://github.com/Kitware/CMake/releases/download/v3.31.12/cmake-3.31.12-linux-$(uname -m).sh; \
+    chmod +x cmake-3.31.12-linux-$(uname -m).sh; \
+    ./cmake-3.31.12-linux-$(uname -m).sh --skip-license --prefix=/usr/local; \
+    rm -f cmake-3.31.12-linux-$(uname -m).sh; \
     rpm -qa | grep tzdata; \
     dnf clean all; \
     git clone --depth=1 https://github.com/apache/gluten /opt/gluten; \
diff --git a/dev/docker/Dockerfile.centos9-static-build b/dev/docker/Dockerfile.centos9-static-build
index 1fbda664f2d..c83c99a465a 100644
--- a/dev/docker/Dockerfile.centos9-static-build
+++ b/dev/docker/Dockerfile.centos9-static-build
@@ -26,8 +26,7 @@ ENV VCPKG_BINARY_SOURCES=clear;files,${VCPKG_PATH},readwrite
 
 RUN set -ex; \
     yum update -y && yum install -y epel-release sudo dnf && yum install -y ccache; \
-    dnf install -y --setopt=install_weak_deps=False gcc-toolset-12 gcc-toolset-13 perl-FindBin; \
-    pip install cmake==3.31.4; \
+    dnf install -y --setopt=install_weak_deps=False gcc-toolset-12 gcc-toolset-13 perl-FindBin cmake; \
     echo "check_certificate = off" >> ~/.wgetrc; \
     yum install -y java-17-openjdk-devel patch git perl; \
     dnf clean all; \
diff --git a/dev/vcpkg/setup-build-depends.sh b/dev/vcpkg/setup-build-depends.sh
index 1a5ed490138..473f8260aac 100755
--- a/dev/vcpkg/setup-build-depends.sh
+++ b/dev/vcpkg/setup-build-depends.sh
@@ -157,9 +157,6 @@ install_centos_8() {
 
     pip3 install --upgrade pip
 
-    # Requires cmake >= 3.28.3
-    pip3 install cmake==3.28.3
-
     dnf -y --enablerepo=powertools install autoconf-archive ninja-build
 
     install_maven_from_source
@@ -175,8 +172,6 @@ install_centos_9() {
 
     pip3 install --upgrade pip
 
-    # Requires cmake >= 3.28.3
-    pip3 install cmake==3.28.3
 
     dnf -y --enablerepo=crb install autoconf-archive ninja-build