diff --git a/.github/workflows/dev_labeler.yml b/.github/workflows/dev_labeler.yml
new file mode 100644
index 00000000000..2fc665a56b1
--- /dev/null
+++ b/.github/workflows/dev_labeler.yml
@@ -0,0 +1,30 @@
+# 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.
+
+on:
+- pull_request_target
+
+jobs:
+  assign-rust-labels:
+    runs-on: ubuntu-latest
+    steps:
+    - name: Assign Github labels
+      uses: actions/labeler@2.2.0
+      with:
+        repo-token: ${{ secrets.GITHUB_TOKEN }}
+        configuration-path: .github/workflows/dev_labeler/labeler.yml
+        sync-labels: true
diff --git a/.github/workflows/dev_labeler/labeler.yml b/.github/workflows/dev_labeler/labeler.yml
new file mode 100644
index 00000000000..9c4b5c2fdfa
--- /dev/null
+++ b/.github/workflows/dev_labeler/labeler.yml
@@ -0,0 +1,22 @@
+# 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.
+
+rust-lang:
+- any: ['rust/*']
+
+datafusion:
+- any: ['rust/datafusion/*']