diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 1da0c44a2c..4ae0f36bed 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -145,11 +145,14 @@ jobs:
         uses: actions/setup-python@v2
         with:
           python-version: 3.8
-      - name: Install bazel
-        run: ./ci/run_ci.sh install_bazel
+      - name: Install Bazel
+        run: |
+          pip install wget
+          pip install psutil
+          pip install pyarrow==14.0.0
+          python ./ci/run_ci.py --install-bazel
       - name: Run C++ CI with Bazel
-        run: ./ci/run_ci.sh cpp
-
+        run: 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..13d5385aec
--- /dev/null
+++ b/ci/run_ci.py
@@ -0,0 +1,98 @@
+# 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 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 _get_os_name_lower():
+    return platform.system().lower()
+
+
+def _install_bazel():
+    os_name = _get_os_name_lower()
+    if os_name == "windows":
+        # TODO: Implement Windows download bazel.
+        bazel_cmd = "./bazel"
+    else:
+        URL = f"https://github.com/bazelbuild/bazel/releases/" \
+              f"download/6.3.2/bazel-6.3.2-installer-{os_name}-x86_64.sh"
+        wget.download(URL, "installer.sh")
+        os.chmod("installer.sh", 0o777)
+        _exec_cmd(["./installer.sh", "--user"])
+        bazel_cmd = "bazel"
+
+    # bazel install status 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}")
+
+
+def _run_cpp():
+    bazel_cmd = "./bazel" if _get_os_name_lower() == "windows" else "bazel"
+
+    # run test
+    query_result = _exec_cmd([bazel_cmd, "query", "//..."])
+    test_cmd = [bazel_cmd, "test"] +\
+        str(query_result.stdout, "utf-8").splitlines()
+    test_output = _exec_cmd(test_cmd)
+    print(test_output.stdout)
+
+
+def _run(item):
+    if item == "cpp":
+        _run_cpp()
+    else:
+        # TODO: Implement other CI Tests.
+        pass
+
+
+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")
+    parser.add_argument("--install-bazel", "-install_bazel",
+                        action="store_true",
+                        help="Install bazel on the current machine")
+    return parser.parse_args()
+
+
+if __name__ == "__main__":
+    args = _parse_args()
+
+    if args.item:
+        _run(args.item)
+    elif args.install_bazel:
+        _install_bazel()