diff --git a/.github/workflows/build-thirdparty.yml b/.github/workflows/build-thirdparty.yml
index 90b8f33640c8ea..42f7abe95ace48 100644
--- a/.github/workflows/build-thirdparty.yml
+++ b/.github/workflows/build-thirdparty.yml
@@ -19,6 +19,10 @@ name: Build Third Party Libraries
 
 on:
   pull_request:
+    paths:
+      - 'thirdparty/**'
+      - 'env.sh'
+      - '.github/workflows/build-thirdparty.yml'
   workflow_dispatch:
   issue_comment:
     types: [ created ]  
@@ -56,7 +60,6 @@ jobs:
               - 'thirdparty/**'
               - 'env.sh'
             focused_test_changes:
-              - 'regression-test/pipeline/external/conf/fe.conf'
               - 'thirdparty/test/adbc-jni-config-test.sh'
               - '.github/workflows/build-thirdparty.yml'
 
diff --git a/.github/workflows/lfs-warning.yml b/.github/workflows/lfs-warning.yml
index 4db79ceded9eea..2bc7d1a591a8f7 100644
--- a/.github/workflows/lfs-warning.yml
+++ b/.github/workflows/lfs-warning.yml
@@ -18,7 +18,7 @@
 ---
 name: 'Check Large File'
 
-on: [push, pull_request_target]
+on: pull_request_target
 
 jobs:
   large-file-checker:
@@ -44,4 +44,3 @@ jobs:
         with:
           token: ${{ secrets.GITHUB_TOKEN }}
           filesizelimit: 1MB
-
diff --git a/.github/workflows/pr-approve-status.yml b/.github/workflows/pr-approve-status.yml
deleted file mode 100644
index fe0a0161607cff..00000000000000
--- a/.github/workflows/pr-approve-status.yml
+++ /dev/null
@@ -1,43 +0,0 @@
-# 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.
----
-name: Need_2_Approval
-
-on:
-  pull_request_review:
-    types: [ submitted ]
-
-jobs:
-  Need_2_Approval:
-    runs-on: ubuntu-latest
-    timeout-minutes: 5
-    steps:
-      - uses: actions/checkout@v3
-      - 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 }}