diff --git a/.github/workflows/jni-docker-build.yml b/.github/workflows/jni-docker-build.yml
new file mode 100644
index 00000000000..0bdc409d0ab
--- /dev/null
+++ b/.github/workflows/jni-docker-build.yml
@@ -0,0 +1,53 @@
+# Copyright (c) 2022, NVIDIA CORPORATION.
+#
+# Licensed 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: JNI Docker Build
+
+on:
+  workflow_dispatch: # manual trigger only
+
+concurrency:
+  group: jni-docker-build-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  docker-build:
+    if: github.repository == 'rapidsai/cudf'
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v2
+
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v2
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v2
+
+      - name: Login to DockerHub
+        uses: docker/login-action@v2
+        with:
+          username: ${{ secrets.GPUCIBOT_DOCKERHUB_USER }}
+          password: ${{ secrets.GPUCIBOT_DOCKERHUB_TOKEN }}
+
+      - name: Set ENVs
+        run: |
+          echo "IMAGE_NAME=rapidsai/cudf-jni-build" >> $GITHUB_ENV
+          echo "IMAGE_REF=${GITHUB_REF_NAME}" >> $GITHUB_ENV
+
+      - name: Build and Push
+        uses: docker/build-push-action@v3
+        with:
+          push: true
+          file: java/ci/Dockerfile.centos7
+          tags: "${{ env.IMAGE_NAME }}:${{ env.IMAGE_REF }}"