diff --git a/.travis.yml b/.travis.yml
index b485e21227..4acfde8072 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -1,17 +1,11 @@
 dist: xenial
-sudo: false
-
 language: python
-python:
-  - "2.7"
-  - "3.5"
-  - "3.6"
-  - "3.7"
-  - "pypy2.7-6.0"
-  - "pypy3.5"
+os: linux
+services: docker
 
 env:
-  - CASS_DRIVER_NO_CYTHON=1
+  global:
+    - CASS_DRIVER_NO_CYTHON=1
 
 addons:
   apt:
@@ -24,10 +18,46 @@ addons:
     - libev-dev
 
 install:
+  - pip install --upgrade setuptools
   - pip install tox-travis
   - if [[ $TRAVIS_PYTHON_VERSION != pypy3.5 ]]; then pip install lz4; fi
+  - if [[ $PLAT == aarch64 ]]; then uname -m; docker pull $DOCKER_IMAGE; fi
 
 script:
   - tox
   - tox -e gevent_loop
   - tox -e eventlet_loop
+  - if [[ $PLAT == aarch64 ]]; then docker run --rm -e PLAT=$PLAT -e PYTHON=$PYTHON -v $(realpath .):/src $DOCKER_IMAGE /src/build-arm64-wheels.sh; fi
+jobs:
+  include:
+    - arch: amd64
+      python: "pypy2.7-6.0"
+
+    - arch: amd64
+      python: "pypy3.5"
+
+    - arch: amd64
+      python: "3.5"
+
+    - arch: amd64
+      python: "2.7"
+
+    - arch: amd64
+      python: "3.6"
+
+    - arch: amd64
+      python: "3.7"
+
+    - arch: arm64
+      python: "3.7"
+      env:
+       - DOCKER_IMAGE=quay.io/pypa/manylinux2014_aarch64
+       - PLAT=aarch64
+       - PYTHON=cp37-cp37m
+    
+    - arch: arm64
+      python: "3.8"
+      env:
+        - DOCKER_IMAGE=quay.io/pypa/manylinux2014_aarch64
+        - PLAT=aarch64
+        - PYTHON=cp38-cp38
diff --git a/build-arm64-wheels.sh b/build-arm64-wheels.sh
new file mode 100755
index 0000000000..95b969f1e9
--- /dev/null
+++ b/build-arm64-wheels.sh
@@ -0,0 +1,13 @@
+#!/bin/bash
+set -e -u -x
+cd /src/
+
+# Create binary wheels
+/opt/python/${PYTHON}/bin/pip wheel /src/ -w wheelhouse/
+
+ls -lrt wheelhouse/
+
+# Normalize resulting binaries to a common format
+for whl in wheelhouse/cassandra_driver-*.whl; do
+    auditwheel repair "$whl" -w wheelhouse/
+done
diff --git a/tox.ini b/tox.ini
index d883a1f973..6d94e11247 100644
--- a/tox.ini
+++ b/tox.ini
@@ -12,6 +12,7 @@ deps = nose
        pure-sasl
        kerberos
        futurist
+       greenlet>=0.4.14,<0.4.17
 lz4_dependency = py27,py35,py36,py37,py38: lz4
 
 [testenv]