diff --git a/.github/workflows/auto-cherry-pick.yml b/.github/workflows/auto-cherry-pick.yml
new file mode 100644
index 00000000000000..1d59b52b6c9c56
--- /dev/null
+++ b/.github/workflows/auto-cherry-pick.yml
@@ -0,0 +1,50 @@
+# 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: Auto Cherry-Pick to Branch
+
+on:
+  pull_request:
+    types:
+      - closed
+    branches:
+      - master
+
+jobs:
+  auto_cherry_pick:
+    runs-on: ubuntu-latest
+    if: ${{ contains(github.event.pull_request.labels.*.name, 'dev/3.0.x') && github.event.pull_request.merged == true }}
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v3
+
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: '3.x'
+
+      - name: Install dependencies
+        run: |
+          pip install PyGithub
+
+      - name: Auto cherry-pick
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          REPO_NAME: ${{ github.repository }}
+          CONFLICT_LABEL: cherry-pick-conflict-in-3.0
+        run: |
+          python tools/auto-pick-script.py ${{ github.event.pull_request.number }} branch-3.0  
diff --git a/tools/tools/auto-pick-script.py b/tools/tools/auto-pick-script.py
new file mode 100644
index 00000000000000..2431c76c6235d4
--- /dev/null
+++ b/tools/tools/auto-pick-script.py
@@ -0,0 +1,105 @@
+#!/usr/bin/env python3
+# 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 sys
+from github import Github
+import subprocess
+
+# Get GitHub personal access token and other parameters
+GITHUB_TOKEN = os.getenv('GITHUB_TOKEN')
+REPO_NAME = os.getenv('REPO_NAME', 'apache/doris')  # Default repository name
+CONFLICT_LABEL = os.getenv('CONFLICT_LABEL', 'cherry-pick-conflict')  # Conflict label from environment variable
+
+# Check if the required command-line arguments are provided
+if len(sys.argv) != 3:
+    print("Usage: python script.py <PR_NUMBER> <TARGET_BRANCH>")
+    sys.exit(1)
+
+pr_number = int(sys.argv[1])  # PR number from command-line argument
+TARGET_BRANCH = sys.argv[2]    # Target branch from command-line argument
+
+# Create GitHub instance
+g = Github(GITHUB_TOKEN)
+repo = g.get_repo(REPO_NAME)
+
+# Get the specified PR
+pr = repo.get_pull(pr_number)
+
+# Check if the PR has been merged
+if not pr.merged:
+    print(f"PR #{pr_number} has not been merged yet.")
+    exit(1)
+
+merge_commit_sha = pr.merge_commit_sha
+
+# Get the latest commit from the target branch
+base_branch = repo.get_branch(TARGET_BRANCH)
+
+# Create a new branch for cherry-picking the PR
+new_branch_name = f'auto-pick-{pr.number}-{TARGET_BRANCH}'
+repo.create_git_ref(ref=f'refs/heads/{new_branch_name}', sha=base_branch.commit.sha)
+print(f"Created new branch {new_branch_name} from {TARGET_BRANCH}.")
+subprocess.run(["git", "config", "--global", "credential.helper", "store"], check=True)
+
+# Clone the repository locally and switch to the new branch
+repo_url = f"https://x-access-token:{GITHUB_TOKEN}@github.com/{REPO_NAME}.git"
+subprocess.run(["git", "clone", repo_url])
+repo_dir = REPO_NAME.split("/")[-1]  # Get the directory name
+subprocess.run(["git", "checkout", new_branch_name], cwd=repo_dir)
+
+# Set Git user identity for commits
+subprocess.run(["git", "config", "user.email", "your-email@example.com"], cwd=repo_dir)
+subprocess.run(["git", "config", "user.name", "Your Name"], cwd=repo_dir)
+
+
+# Execute the cherry-pick operation
+try:
+    subprocess.run(["git", "cherry-pick", merge_commit_sha], cwd=repo_dir, check=True)
+    print(f"Successfully cherry-picked commit {merge_commit_sha} into {new_branch_name}.")
+
+    # Check if the commit is present in the new branch
+    commit_check = subprocess.run(
+        ["git", "rev-list", "--count", f"{merge_commit_sha}"],
+        cwd=repo_dir,
+        capture_output=True,
+        text=True
+    )
+
+    if commit_check.returncode == 0 and int(commit_check.stdout.strip()) > 0:
+        # Push the new branch
+        subprocess.run(["git", "push", "origin", new_branch_name], cwd=repo_dir, check=True)
+        print(f"Pushed new branch {new_branch_name} to origin.")
+
+        # Create a new PR for the cherry-picked changes
+        new_pr = repo.create_pull(
+            title=f"{TARGET_BRANCH}: {pr.title}",  # Prefix with branch name
+            body=pr.body,  # Keep the original PR body
+            head=new_branch_name,
+            base=TARGET_BRANCH
+        )
+
+        print(f"Created a new PR #{new_pr.number} for cherry-picked changes.")
+    else:
+        print(f"Commit {merge_commit_sha} was not found in {new_branch_name} after cherry-picking.")
+
+except subprocess.CalledProcessError:
+    print(f"Conflict occurred while cherry-picking commit {merge_commit_sha}.")
+    # Add conflict label
+    pr.add_to_labels(CONFLICT_LABEL)
+    print(f"Added label '{CONFLICT_LABEL}' to PR #{pr.number} due to conflict.")
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