diff --git a/.travis.yml b/.travis.yml
index cd1eab5..02ec8e6 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -10,6 +10,7 @@ python:
 env:
 - DJANGO=2.2
 - DJANGO=3.0
+- DJANGO=3.1
 
 install:
 - pip install tox-travis
@@ -27,6 +28,7 @@ jobs:
   exclude:
   # Python/Django combinations that aren't officially supported
   - { python: 3.5, env: DJANGO=3.0 }
+  - { python: 3.5, env: DJANGO=3.1 }
   include:
   - { stage: lint, python: 3.7, env: TOXENV=flake8 }
   - { stage: lint, python: 3.7, env: TOXENV=bandit }
diff --git a/README.rst b/README.rst
index 00be0ae..c03cd1b 100644
--- a/README.rst
+++ b/README.rst
@@ -25,7 +25,7 @@ Version Support
 ---------------
 
 *behave-django* is `tested against`_ the officially supported combinations of
-Python and Django (Django 2.2, 3.0 on Python 3.5, 3.6, 3.7, 3.8).
+Python and Django (Django 2.2, 3.0, 3.1 on Python 3.5, 3.6, 3.7, 3.8).
 
 The version of `behave`_ is not tied to our integration (read: "independent").
 We test against the latest release on PyPI, and run a sample against Behave's
diff --git a/setup.py b/setup.py
index a45cfb0..c2b9ab8 100755
--- a/setup.py
+++ b/setup.py
@@ -40,6 +40,7 @@ def read_file(filename):
         'Framework :: Django',
         'Framework :: Django :: 2.2',
         'Framework :: Django :: 3.0',
+        'Framework :: Django :: 3.1',
         'Intended Audience :: Developers',
         'License :: OSI Approved :: MIT License',
         'Operating System :: OS Independent',
diff --git a/tox.ini b/tox.ini
index 2a6cb00..e9d5e30 100644
--- a/tox.ini
+++ b/tox.ini
@@ -7,6 +7,7 @@ envlist =
     # Python/Django combinations that are officially supported
     py{35,36,37,38}-django22
     py{36,37,38}-django30
+    py{36,37,38}-django31
     behave-latest
     bandit
     readme
@@ -19,6 +20,7 @@ deps =
     pytest
     django22: Django>=2.2,<3.0
     django30: Django>=3.0,<3.1
+    django31: Django>=3.1,<3.2
     latest: Django
     latest: git+https://github.com/behave/behave.git#egg=behave
 commands =
@@ -33,12 +35,11 @@ commands = bandit -r --ini tox.ini
 
 [testenv:clean]
 description = Remove Python bytecode and other debris
+deps = pyclean
 commands =
+    pyclean -v {toxinidir}
     rm -rf .tox/ behave_django.egg-info/ build/ dist/ docs/_build/
-    find {toxinidir} -type f -name '*.pyc' -delete
-    find {toxinidir} -type d -name '__pycache__' -delete
 whitelist_externals =
-    find
     rm
 
 [testenv:docs]
@@ -64,6 +65,7 @@ commands =
 DJANGO =
     2.2: django22
     3.0: django30
+    3.1: django31
 
 [bandit]
 exclude = .git,.idea,.tox,build,dist,docs,tests