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diff --git a/src/arrow/dev/tasks/python-wheels/travis.linux.arm64.yml b/src/arrow/dev/tasks/python-wheels/travis.linux.arm64.yml
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+++ b/src/arrow/dev/tasks/python-wheels/travis.linux.arm64.yml
@@ -0,0 +1,73 @@
+# 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 'macros.jinja' as macros with context %}
+
+arch: arm64-graviton2
+virt: vm
+os: linux
+dist: focal
+group: edge
+language: minimal
+
+addons:
+  apt:
+    packages:
+      - libgit2-dev
+      - python3-pip
+
+services:
+  - docker
+
+# don't build twice
+if: tag IS blank
+
+env:
+  global:
+    - BUILD_REF={{ arrow.head }}
+    - TRAVIS_TAG={{ task.tag }}
+    # archery uses these environment variables
+    - ARCH=arm64v8
+    - PYTHON="{{ python_version }}"
+
+before_script:
+  - set -e
+  {{ macros.travis_checkout_arrow() }}
+  {{ macros.travis_docker_login() }}
+
+script:
+  # Install Archery and Crossbow dependencies
+  {{ macros.travis_install_archery() }}
+
+  # Build and Test packages
+  # output something every minutes to prevent travis from killing the build
+  - while sleep 1m; do echo "=====[ $SECONDS seconds still running ]====="; done &
+  - archery docker run -e SETUPTOOLS_SCM_PRETEND_VERSION={{ arrow.no_rc_version }} python-wheel-manylinux-{{ manylinux_version }}
+  - archery docker run python-wheel-manylinux-test-imports
+  - archery docker run python-wheel-manylinux-test-unittests
+  - kill %1
+
+after_success:
+  # Upload wheel as github artifact
+  {{ macros.travis_upload_releases("arrow/python/repaired_wheels/*.whl") }}
+  {{ macros.travis_upload_gemfury("arrow/python/repaired_wheels/*.whl") }}
+
+  {% if arrow.branch == 'master' %}
+  # Push the docker image to dockerhub
+  - archery docker push python-wheel-manylinux-{{ manylinux_version }}
+  - archery docker push python-wheel-manylinux-test-unittests
+  {% endif %}