diff --git a/.github/workflows/pr-approve-status.yml b/.github/workflows/pr-approve-status.yml
index ccb418ebb72e9d..fe0a0161607cff 100644
--- a/.github/workflows/pr-approve-status.yml
+++ b/.github/workflows/pr-approve-status.yml
@@ -19,42 +19,25 @@ name: Need_2_Approval
 
 on:
   pull_request_review:
-    types: [submitted]
+    types: [ submitted ]
+
 jobs:
   Need_2_Approval:
     runs-on: ubuntu-latest
-    timeout-minutes: 3
+    timeout-minutes: 5
     steps:
       - uses: actions/checkout@v3
-      - run: |
-          pr_num=${{ github.event.pull_request.number }}
-          echo $pr_num
-          if [ -z "$pr_num" ]; then
-              echo "PR number is not set"
-              exit 1
-          fi
-          response=$(curl -s  -H "Authorization: token ${{ secrets.GITHUB_TOKEN }} "  "https://api.github.com/repos/apache/doris/pulls/${pr_num}/reviews?per_page=100")
-          # shellcheck disable=SC2207
-          reviewers=($(echo $response | jq -r '.[] | .user.login'))
-          # shellcheck disable=SC2207
-          statuses=($(echo $response | jq -r '.[] | .state'))
-          echo "${reviewers[@]}"
-          echo "${statuses[@]}"
-          approves=()
-          reviewers_unique=()
-          for ((i=${#reviewers[@]}-1;i>=0;i--)); do
-            if ! echo "${reviewers_unique[@]}" | grep -q -w "${reviewers[$i]}" && [ "${statuses[$i]}" != "COMMENTED" ]; then
-                  reviewers_unique+=( "${reviewers[$i]}" )
-                  if [ "${statuses[$i]}" == "APPROVED" ]; then
-                      approves+=( "${reviewers[$i]}" )
-                  fi
-              fi
-          done
-          echo "${approves[@]}"
-          if [ ${#approves[@]} -lt 2 ]; then
-              echo "PR ${pr_num} has not been approved by at least 2 reviewers"
-              # shellcheck disable=SC2242
-              exit 1
-          fi
-          echo "Thanks for your contribution to Doris."
-          exit 0
+      - name: Install Python dependencies
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.10'  # Adjust if needed
+      - name: Install match library
+        run: |
+          pip install --upgrade pip 
+          pip install match
+          pip install requests
+      - name: Run Python script
+        run: |
+          python tools/maintainers/check_review.py  ${{ github.event.pull_request.number }} ${{secrets.GITHUB_TOKEN}}
+env:
+  GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
diff --git a/tools/maintainers/check_review.py b/tools/maintainers/check_review.py
new file mode 100644
index 00000000000000..755b6de1c59128
--- /dev/null
+++ b/tools/maintainers/check_review.py
@@ -0,0 +1,96 @@
+# 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 os
+import requests
+import json
+import match
+import sys
+
+def check_review_pass(pr_num, maintainers_file, token):
+  """
+  Checks if all necessary files have been reviewed by maintainers.
+
+  Args:
+      pr_num (int): PR number.
+      maintainers_file (str): Path to maintainers.json.
+      token (str): GitHub token.
+
+  Returns:
+      bool: True if all files are reviewed, False otherwise.
+  """
+  headers = {'Authorization': f'{token}'}
+  
+  # Get PR review information and extract reviewers and statuses
+  response = requests.get(f"https://api.github.com/repos/apache/doris/pulls/{pr_num}/reviews?per_page=100", headers=headers)
+  reviews = response.json()
+  reviewers = [review['user']['login'] for review in reviews]
+  statuses = [review['state'] for review in reviews]
+  print(reviewers)
+  print(statuses)
+  # Create a dictionary with the latest status for each reviewer
+  latest_statuses = {reviewer: status for reviewer, status in zip(reviewers, statuses)}
+
+  # Create a list of reviewers who have approved
+  approves = [reviewer for reviewer, status in latest_statuses.items() if status == 'APPROVED']
+
+  # Get list of changed files
+  response = requests.get(f"https://api.github.com/repos/apache/doris/pulls/{pr_num}/files", headers=headers)
+  file_changes = response.json()
+  file_change_names = [file['filename'] for file in file_changes]
+
+  # Read maintainers.json
+  with open(maintainers_file) as f:
+      data = json.load(f)
+  need_maintainers_review_path = [item['path'] for item in data['paths']]
+
+  # Check if each path's files have been reviewed by a maintainer
+  has_maintainer_review = True
+  for file in file_change_names:
+      path_found = False
+      for path_item in data['paths']:
+          path = path_item['path']
+          maintainers = path_item['maintainers']
+
+          if match.match(file, path):
+              path_found = True
+              if maintainers:
+                  if not any(maintainer in approves for maintainer in maintainers):
+                      has_maintainer_review = False
+                      break
+              else:
+                  continue
+
+      if not path_found:
+          continue
+  print(approves)
+  if len(approves) < 2:
+      print("PR has not been approved by at least 2 reviewers")
+      exit(1)
+
+  return has_maintainer_review
+
+if __name__ == "__main__":
+
+  pr_num = sys.argv[1]
+  token = sys.argv[2]
+  maintainers_file = 'tools/maintainers/maintainers.json'  # Adjust path if needed
+
+  if check_review_pass(pr_num, maintainers_file, token):
+      print("Thanks for your contribution to Doris.")
+  else:
+      print("PR has file changes that need to be reviewed by maintainers.")
+      exit(1)
diff --git a/tools/maintainers/maintainers.json b/tools/maintainers/maintainers.json
new file mode 100644
index 00000000000000..981b63021cd54b
--- /dev/null
+++ b/tools/maintainers/maintainers.json
@@ -0,0 +1,12 @@
+{
+  "paths":[
+    {
+      "path":"be/src/io/*",
+       "maintainers": [
+         "platoneko", 
+         "gavinchou",
+         "dataroaring"
+       ]
+    }
+  ] 
+}