diff --git a/.travis.yml b/.travis.yml
index b1f643a..541488f 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -1,6 +1,7 @@
 # Config file for automatic testing at travis-ci.org
 
 # Use faster container-based builds
+dist: xenial
 sudo: false
 language: python
 install: pip install tox
@@ -29,18 +30,37 @@ matrix:
           python: "2.7"
         - env: TOXENV=py36-django111
           python: "3.6"
+        - env: TOXENV=py37-django111
+          python: "3.7"
         - env: TOXENV=py35-django20
           python: "3.5"
         - env: TOXENV=py36-django20
           python: "3.6"
+        - env: TOXENV=py37-django20
+          python: "3.7"
+        - env: TOXENV=py35-django21
+          python: "3.5"
+        - env: TOXENV=py37-django21
+          python: "3.7"
+        - env: TOXENV=py36-django21
+          python: "3.6"
+        - env: TOXENV=py35-django22
+          python: "3.5"
+        - env: TOXENV=py36-django22
+          python: "3.6"
+        - env: TOXENV=py37-django22
+          python: "3.7"
         - env: TOXENV=py35-django-master
           python: "3.5"
         - env: TOXENV=py36-django-master
           python: "3.6"
+        - env: TOXENV=py37-django-master
+          python: "3.7"
     allow_failures:
         # Django master is allowed to fail
         - env: TOXENV=py35-django-master
         - env: TOXENV=py36-django-master
+        - env: TOXENV=py37-django-master
 
 # See pylibmc's .travis.yml if a lot more configuration is needed
 services:
diff --git a/README.rst b/README.rst
index c3e7a77..5461a3a 100644
--- a/README.rst
+++ b/README.rst
@@ -53,7 +53,7 @@ Requirements
 ------------
 
 django-pylibmc requires pylibmc 1.4.1 or above. It supports Django 1.8 through
-2.0, and Python versions 2.7, 3.4, 3.5, and 3.6.
+2.2, and Python versions 2.7, 3.4, 3.5, and 3.6.
 
 Installation
 ------------
diff --git a/setup.py b/setup.py
index d05825e..d03f80b 100644
--- a/setup.py
+++ b/setup.py
@@ -80,6 +80,8 @@ def get_long_description(title):
         'Framework :: Django :: 1.10',
         'Framework :: Django :: 1.11',
         'Framework :: Django :: 2.0',
+        'Framework :: Django :: 2.1',
+        'Framework :: Django :: 2.2',
         'Intended Audience :: Developers',
         'License :: OSI Approved :: BSD License',
         'Operating System :: OS Independent',
@@ -90,6 +92,7 @@ def get_long_description(title):
         'Programming Language :: Python :: 3.4',
         'Programming Language :: Python :: 3.5',
         'Programming Language :: Python :: 3.6',
+        'Programming Language :: Python :: 3.7',
         'Topic :: Software Development :: Libraries :: Python Modules',
     ]
 )
diff --git a/tox.ini b/tox.ini
index d93702c..c3737ef 100644
--- a/tox.ini
+++ b/tox.ini
@@ -7,9 +7,11 @@
 envlist =
     lint
     py{27,34,35}-django{18,19,110}
-    py{27,34,35,36}-django111
-    py{35,36}-django20
-    py{35,36}-django-master
+    py{27,34,35,36,37}-django111
+    py3{5,6,7}-django20
+    py3{5,6,7}-django21
+    py3{5,6,7}-django22
+    py3{5,6,7}-django-master
 
 [testenv]
 commands = {envpython} runtests.py
@@ -19,6 +21,8 @@ deps =
     django110: Django>=1.10,<1.11
     django111: Django>=1.11,<2.0
     django20: Django>=2.0,<2.1
+    django21: Django>=2.1,<2.2
+    django22: Django>=2.2a1,<3.0
     django-master: https://github.com/django/django/archive/master.tar.gz
     pylibmc>=1.4.1
     mock