diff --git a/.github/workflows/docker_image.yml b/.github/workflows/docker_image.yml
index 63ab57c28523..3996b5b12c45 100644
--- a/.github/workflows/docker_image.yml
+++ b/.github/workflows/docker_image.yml
@@ -112,6 +112,37 @@ jobs:
           push: true
           tags: ${{ env.DOCKERHUB_REPO }}:centos-9-jdk8-cudf
 
+  build-centos-9-jdk17-cuda12_9-cudf:
+    if: ${{ startsWith(github.repository, 'apache/') }}
+    runs-on: ubuntu-22.04
+
+    steps:
+      - name: "node-cleanup" # by default the free runner does not have enough disk space
+        run: |
+          sudo rm -rf /usr/share/dotnet /usr/local/lib/android /opt/ghc /opt/hostedtoolcache/CodeQL
+          sudo docker image prune --all --force
+          sudo docker builder prune -a
+      - run: df -h | sort -k 5 -nr # check disk space for debug
+      - name: Checkout repository
+        uses: actions/checkout@v4
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: Login to Docker Hub
+        uses: docker/login-action@v2
+        with:
+          username: ${{ secrets.DOCKERHUB_USER }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Build and push Docker image
+        uses: docker/build-push-action@v6
+        with:
+          context: .
+          build-args: JAVA_VERSION=17
+          file: dev/docker/cudf/Dockerfile.centos-9-jdk17-cuda12.9-cudf
+          push: true
+          tags: ${{ env.DOCKERHUB_REPO }}:centos-9-jdk17-cuda12.9-cudf
+
   build-vcpkg-centos-8:
     if: ${{ startsWith(github.repository, 'apache/') }}
     runs-on: ${{ matrix.os }}
diff --git a/dev/docker/cudf/Dockerfile.centos-9-jdk17-cuda12.9-cudf b/dev/docker/cudf/Dockerfile.centos-9-jdk17-cuda12.9-cudf
new file mode 100644
index 000000000000..675a601c1987
--- /dev/null
+++ b/dev/docker/cudf/Dockerfile.centos-9-jdk17-cuda12.9-cudf
@@ -0,0 +1,46 @@
+
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+
+FROM ghcr.io/facebookincubator/velox-dev:adapters
+
+# ARG JAVA_VERSION=1.8.0
+# ARG JAVA_VERSION=11
+ARG JAVA_VERSION=17
+
+ENV JAVA_HOME=/usr/lib/jvm/java-${JAVA_VERSION}-openjdk
+ENV PATH=$JAVA_HOME/bin:$PATH
+ENV CUDA_ARCHITECTURES=70
+ENV CUDA_FLAGS="-ccbin /opt/rh/gcc-toolset-14/root/usr/bin"
+ENV CC=/opt/rh/gcc-toolset-14/root/bin/gcc
+ENV CXX=/opt/rh/gcc-toolset-14/root/bin/g++
+
+ENV LD_LIBRARY_PATH=/opt/gluten/ep/build-velox/build/velox_ep/_build/release/_deps/curl-build/lib:$LD_LIBRARY_PATH
+# Install dependencies and cudf related libraries to /usr
+RUN yum install -y sudo patch perl java-${JAVA_VERSION}-openjdk-devel && \
+    ln -sf /usr/local/bin/cmake /usr/bin && \
+    git clone --depth=1 https://github.com/apache/gluten /opt/gluten && \
+    cd /opt/gluten && \
+    source /opt/rh/gcc-toolset-14/enable && \
+    bash ./dev/buildbundle-veloxbe.sh --run_setup_script=OFF --build_arrow=ON --spark_version=3.4 --build_tests=ON --build_benchmarks=ON --enable_gpu=ON && \
+    cd ep/build-velox/build/velox_ep/_build/release/_deps/cudf-build/ && cmake --install ./ && cd / && \
+    rm -rf /opt/gluten && \
+    rm -rf /root/.cache/ccache
+    
+ENTRYPOINT ["/bin/bash", "-c", "source /opt/rh/gcc-toolset-14/enable && exec \"$@\"", "--"]
+CMD ["/bin/bash"]
+