diff --git a/.github/workflows/backend.yml b/.github/workflows/backend.yml
index b188c661483..6afd53550d3 100644
--- a/.github/workflows/backend.yml
+++ b/.github/workflows/backend.yml
@@ -80,48 +80,61 @@ jobs:
       ut-modules: ${{ steps.ut-modules.outputs.modules }}
       it-modules: ${{ steps.it-modules.outputs.modules }}
     steps:
-      - uses: actions/checkout@v3 # required for push event
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: '2000'
+      - name: checkout apache seatunnel dev branch
+        id: git_init
+        run: |
+          /usr/bin/git remote add apache https://github.com/apache/seatunnel
+          /usr/bin/git -c protocol.version=2 fetch --no-tags --prune --no-recurse-submodules --depth=2000 apache +refs/heads/dev*:refs/remotes/apache/dev* +refs/tags/dev*:refs/tags/dev*
+          /usr/bin/git checkout apache/dev
+          /usr/bin/git checkout '${{ github.ref }}'
+          echo "branch=${GITHUB_HEAD_REF:-${GITHUB_REF#refs/heads/}}" >> $GITHUB_OUTPUT
       - uses: actions/setup-python@v4
         with:
           python-version: '3.11.0'
-      - name: Check for file changes
-        uses: dorny/paths-filter@v2
+      - name: Check for file changes by python
         id: filter
-        with:
-          token: ${{ github.token }}
-          list-files: json
-          # The following is a single composite pattern that allows next CI steps,
-          # the pattern is in form of [not (foo or bar)] to be safe.
-          # When new files come in, the CI will NOT ignore them unless listed,
-          # so remember to extend here if they do not serve functional purposes.
-          # NOTE: careful with using ** in expression, keep !**/{old, new things}.
-          filters: |
-            cv2:
-              - "seatunnel-connectors-v2/**"
-            cv2-e2e:
-              - "seatunnel-e2e/seatunnel-connector-v2-e2e/**"
-            api:
-              - "seatunnel-api/**"
-              - "seatunnel-common/**"
-              - "seatunnel-config/**"
-              - "seatunnel-connectors/**"
-              - "seatunnel-core/**"
-              - "seatunnel-e2e/seatunnel-e2e-common/**"
-              - "seatunnel-formats/**"
-              - "seatunnel-plugin-discovery/**"
-              - "seatunnel-transforms-v2/**"
-              - "seatunnel-translation/**"
-              - "seatunnel-e2e/seatunnel-transforms-v2-e2e/**"
-              - "seatunnel-connectors/**"
-              - "pom.xml"
-              - "**/workflows/**"
-              - "**/tools/**"
-            engine:
-              - "seatunnel-engine/**"
-            engine-e2e:
-              - "seatunnel-e2e/seatunnel-engine-e2e/**"
-            deleted-poms:
-              - deleted: "**/pom.xml" 
+        run: |
+          current_branch='${{ steps.git_init.outputs.branch }}'
+          pip install GitPython
+          workspace="${GITHUB_WORKSPACE}"
+          cv2_files=`python tools/update_modules_check/check_file_updates.py ua $workspace apache/dev origin/$current_branch "seatunnel-connectors-v2/**"`
+          true_or_false=${cv2_files%%$'\n'*}
+          file_list=${cv2_files#*$'\n'}
+          echo "cv2=$true_or_false" >> $GITHUB_OUTPUT
+          echo "cv2_files=$file_list" >> $GITHUB_OUTPUT
+          
+          cv2_e2e_files=`python tools/update_modules_check/check_file_updates.py ua $workspace apache/dev origin/$current_branch "seatunnel-e2e/seatunnel-connector-v2-e2e/**"`
+          true_or_false=${cv2_e2e_files%%$'\n'*}
+          file_list=${cv2_e2e_files#*$'\n'}
+          echo "cv2-e2e=$true_or_false" >> $GITHUB_OUTPUT
+          echo "cv2-e2e_files=$file_list" >> $GITHUB_OUTPUT
+          
+          engine_files=`python tools/update_modules_check/check_file_updates.py ua $workspace apache/dev origin/$current_branch "seatunnel-engine/**"`
+          true_or_false=${engine_files%%$'\n'*}
+          file_list=${engine_files#*$'\n'}
+          echo "engine=$true_or_false" >> $GITHUB_OUTPUT
+          echo "engine_files=$file_list" >> $GITHUB_OUTPUT
+          
+          deleted_poms_files=`python tools/update_modules_check/check_file_updates.py d $workspace apache/dev origin/$current_branch "**/pom.xml"`
+          true_or_false=${deleted_poms_files%%$'\n'*}
+          file_list=${deleted_poms_files#*$'\n'}
+          echo "deleted-poms=$true_or_false" >> $GITHUB_OUTPUT
+          echo "deleted-poms_files=$file_list" >> $GITHUB_OUTPUT
+          
+          engine_e2e_files=`python tools/update_modules_check/check_file_updates.py ua $workspace apache/dev origin/$current_branch "seatunnel-e2e/seatunnel-engine-e2e/**"`
+          true_or_false=${engine_e2e_files%%$'\n'*}
+          file_list=${engine_e2e_files#*$'\n'}
+          echo "engine-e2e=$true_or_false" >> $GITHUB_OUTPUT
+          echo "engine-e2e_files=$file_list" >> $GITHUB_OUTPUT
+          
+          api_files=`python tools/update_modules_check/check_file_updates.py ua $workspace apache/dev origin/$current_branch "seatunnel-api/**" "seatunnel-common/**" "seatunnel-config/**" "seatunnel-connectors/**" "seatunnel-core/**" "seatunnel-e2e/seatunnel-e2e-common/**" "seatunnel-formats/**" "seatunnel-plugin-discovery/**" "seatunnel-transforms-v2/**" "seatunnel-translation/**" "seatunnel-e2e/seatunnel-transforms-v2-e2e/**" "seatunnel-connectors/**" "pom.xml" "**/workflows/**" "tools/**"`
+          true_or_false=${api_files%%$'\n'*}
+          file_list=${api_files#*$'\n'}
+          echo "api=$true_or_false" >> $GITHUB_OUTPUT
+          echo "api_files=$file_list" >> $GITHUB_OUTPUT
 
       - name: Check Connector V2 Update
         id: cv2-modules
@@ -257,7 +270,7 @@ jobs:
       matrix:
         java: [ '8', '11' ]
         os: [ 'ubuntu-latest', 'windows-latest' ]
-    timeout-minutes: 36
+    timeout-minutes: 60
     steps:
       - uses: actions/checkout@v2
       - name: Set up JDK ${{ matrix.java }}
@@ -902,4 +915,4 @@ jobs:
         run: |
           ./mvnw -B -T 1C verify -DskipUT=true -DskipIT=false -D"license.skipAddThirdParty"=true --no-snapshot-updates -pl :connector-rocketmq-e2e -am -Pci
         env:
-          MAVEN_OPTS: -Xmx4096m
+          MAVEN_OPTS: -Xmx4096m
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index 74311a0fa05..80660071d40 100644
--- a/.gitignore
+++ b/.gitignore
@@ -49,4 +49,5 @@ spark-warehouse
 *.flattened-pom.xml
 
 seatunnel-examples
-/lib/*
\ No newline at end of file
+/lib/*
+version.properties
\ No newline at end of file
diff --git a/tools/update_modules_check/check_file_updates.py b/tools/update_modules_check/check_file_updates.py
new file mode 100644
index 00000000000..5e40ddb6937
--- /dev/null
+++ b/tools/update_modules_check/check_file_updates.py
@@ -0,0 +1,99 @@
+#  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.
+
+# !/usr/bin/python
+import argparse
+import git
+import json
+import glob
+
+def get_changed_files_between_branches(repo_path1, branch1, branch2, directorys):
+    repo1 = git.Repo(repo_path1)
+
+    commit1 = repo1.commit(branch1)
+    commit2 = repo1.commit(branch2)
+
+    diff = commit1.diff(commit2, create_patch=True)
+
+    changed_files = []
+
+    for file_diff in diff:
+        for directory in directorys:
+            if file_diff.a_path != file_diff.b_path:
+                if file_diff.b_path is not None and glob.fnmatch.fnmatch(file_diff.b_path, directory):
+                    changed_files.append(file_diff.b_path)
+
+                if file_diff.a_path is not None and glob.fnmatch.fnmatch(file_diff.a_path, directory):
+                    changed_files.append(file_diff.a_path)
+            else:
+                if glob.fnmatch.fnmatch(file_diff.b_path, directory):
+                    changed_files.append(file_diff.b_path)
+
+    return changed_files
+
+def get_deleted_files_between_branches(repo_path, branch1, branch2, directorys):
+    deleted_files = []
+
+    repo1 = git.Repo(repo_path)
+
+    commit1 = repo1.commit(branch1)
+    commit2 = repo1.commit(branch2)
+
+    diff = commit1.diff(commit2, create_patch=True)
+
+    for file_diff in diff:
+        for directory in directorys:
+            if file_diff.a_path is not None and file_diff.b_path is None and glob.fnmatch.fnmatch(file_diff.a_path, directory):
+                deleted_files.append(file_diff.a_path)
+
+    return deleted_files
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Compare changes in a specified directory between two branches in different repositories.")
+    parser.add_argument("type", help="ua will return update and add files, d will return delete files")
+    parser.add_argument("repo_path", help="Path to the first local Git repository")
+    parser.add_argument("branch1", help="Name of the first branch to compare")
+    parser.add_argument("branch2", help="Name of the second branch to compare")
+    parser.add_argument("directorys", nargs="+", help="Directory to compare")
+
+    args = parser.parse_args()
+
+    repo = git.Repo(args.repo_path)
+
+    ref1 = repo.refs[args.branch1]
+    ref2 = repo.refs[args.branch2]
+
+    common_ancestor = repo.merge_base(ref1, ref2)[0].hexsha
+
+    if args.type == 'ua':
+        changed_files = get_changed_files_between_branches(args.repo_path, common_ancestor, args.branch2, args.directorys)
+        if changed_files:
+            print('true')
+            result = json.dumps(changed_files, indent=None)
+            print(result)
+        else:
+            print('false')
+            result = json.dumps([], indent=None)
+            print(result)
+    else:
+        delete_files = get_deleted_files_between_branches(args.repo_path, common_ancestor, args.branch2, args.directorys)
+        if delete_files:
+            print('true')
+            result = json.dumps(delete_files, indent=None)
+            print(result)
+        else:
+            print('false')
+            result = json.dumps([], indent=None)
+            print(result)
\ No newline at end of file