diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 1da0c44a2c..5e93f7ea57 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -145,11 +145,12 @@ jobs:
         uses: actions/setup-python@v2
         with:
           python-version: 3.8
-      - name: Install bazel
-        run: ./ci/run_ci.sh install_bazel
       - name: Run C++ CI with Bazel
-        run: ./ci/run_ci.sh cpp
-
+        run: |
+          pip install wget
+          pip install psutil
+          pip install pyarrow==14.0.0
+          python ./ci/run_ci.py -i cpp
   python:
     name: Python CI
     # Fix python 3.6 install issue, see
diff --git a/ci/run_ci.py b/ci/run_ci.py
new file mode 100644
index 0000000000..bcb0acd70a
--- /dev/null
+++ b/ci/run_ci.py
@@ -0,0 +1,81 @@
+# 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.
+
+
+import argparse
+import subprocess
+import platform
+import sys
+import psutil
+import wget
+import os
+
+
+def _exec_cmd(cmd: list, stdout=subprocess.PIPE):
+    ret = subprocess.run(cmd, stdout=stdout)
+    print(f'run command: {ret.args}')
+    assert ret.returncode == 0
+    return ret
+
+
+def _run_cpp():
+    os_name = platform.system().lower()
+    if os_name == 'windows':
+        bazel_cmd = './bazel.exe'
+    else:
+        URL = f'https://github.com/bazelbuild/bazel/releases/download/6.3.2/bazel-6.3.2-installer-{os_name}-x86_64.sh'
+        wget.download(URL, 'installer.sh')
+        os.chmod('installer.sh', 0o700)
+        _exec_cmd(['./installer.sh', '--user'])
+        bazel_cmd = 'bazel'
+
+    # bazel install check
+    bazel_version = _exec_cmd([bazel_cmd, '--version'])
+    print(f'bazel version: {str(bazel_version.stdout)}')
+
+    # default is byte
+    total_mem = psutil.virtual_memory().total
+    limit_jobs = int(total_mem / 1024 / 1024 / 1024 / 3)
+    with open('.bazelrc', 'a') as file:
+        file.write(f'\nbuild --jobs={limit_jobs}')
+
+    # run test
+    query_result = _exec_cmd([bazel_cmd, 'query', '//...'])
+    test_cmd = [bazel_cmd, 'test'] + str(query_result.stdout, 'utf-8').splitlines()
+    _exec_cmd(test_cmd)
+
+
+def _run(item):
+    if item == 'cpp':
+        _run_cpp()
+
+
+def _parse_args():
+    parser = argparse.ArgumentParser()
+    choices = ['java', 'cpp']
+    parser.add_argument('-i', '--item', choices=choices, help='Specify an item that needs to be run')
+    return parser.parse_args()
+
+
+if __name__ == '__main__':
+    args = _parse_args()
+
+    if args.item:
+        _run(args.item)
+    else:
+        pass
+