diff --git a/.gitignore b/.gitignore
index 4b85bfc..371b32d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -72,6 +72,9 @@ target/
 # Jupyter Notebook
 .ipynb_checkpoints
 
+# VS Code
+.vscode/*
+
 # pyenv
 .python-version
 
diff --git a/.travis.yml b/.travis.yml
index 0cd987a..fb4bbe4 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -20,14 +20,20 @@ jobs:
       env: TOXENV=py36-dj22
     - python: '3.6'
       env: TOXENV=py36-dj30
+    - python: '3.6'
+      env: TOXENV=py36-dj31
     - python: '3.7'
       env: TOXENV=py37-dj22
     - python: '3.7'
       env: TOXENV=py37-dj30
+    - python: '3.7'
+      env: TOXENV=py37-dj31
     - python: '3.8'
       env: TOXENV=py38-dj22
     - python: '3.8'
       env: TOXENV=py38-dj30
+    - python: '3.8'
+      env: TOXENV=py38-dj31
 
     - python: '3.6'
       env: TOXENV=lint
diff --git a/CHANGELOG.rst b/CHANGELOG.rst
index 54a3ab6..393a594 100644
--- a/CHANGELOG.rst
+++ b/CHANGELOG.rst
@@ -1,5 +1,9 @@
 Changelog
 =========
+4.4.2
+----------
+# Add support for Django 3.1
+
 4.4.1
 ----------
 # Add Django 3.0 and Python 3.8 support
diff --git a/README.rst b/README.rst
index 1c04564..3fd81ec 100644
--- a/README.rst
+++ b/README.rst
@@ -17,10 +17,10 @@ Installation
 #. Specify a Google Analytics `tracking code <https://support.google.com/analytics/bin/answer.py?hl=en&answer=1008080>`_, i.e.::
 
     GOOGLE_ANALYTICS = {
-        'google_analytics_id': 'xxx',
+        'google_analytics_id': 'UA-000000-2',
     }
 
-   where ``xxx`` is your tracking code.
+   where ``UA-000000-2`` is your unique tracking code.
 
 #. If you intend tracking through middleware and Celery remember to `install Celery and run its worker process <http://docs.celeryproject.org/en/latest/django/first-steps-with-django.html>`_.
 
diff --git a/google_analytics/middleware.py b/google_analytics/middleware.py
index 945d7c7..fc2942d 100644
--- a/google_analytics/middleware.py
+++ b/google_analytics/middleware.py
@@ -1,8 +1,9 @@
 from bs4 import BeautifulSoup
+
 from django.conf import settings
 from django.utils.deprecation import MiddlewareMixin
-from google_analytics.utils import build_ga_params, set_cookie
 from google_analytics.tasks import send_ga_tracking
+from google_analytics.utils import build_ga_params, set_cookie
 
 
 class GoogleAnalyticsMiddleware(MiddlewareMixin):
diff --git a/google_analytics/tasks.py b/google_analytics/tasks.py
index 6668cf6..32ccd32 100644
--- a/google_analytics/tasks.py
+++ b/google_analytics/tasks.py
@@ -1,4 +1,5 @@
 import requests
+
 from celery.task import task
 
 
diff --git a/google_analytics/templatetags/google_analytics_tags.py b/google_analytics/templatetags/google_analytics_tags.py
index 6653ae2..3e39990 100644
--- a/google_analytics/templatetags/google_analytics_tags.py
+++ b/google_analytics/templatetags/google_analytics_tags.py
@@ -1,10 +1,10 @@
+from six.moves.urllib.parse import parse_qs, urlencode, urlparse
+
 from django import template
 from django.conf import settings
 from django.urls import reverse
 from google_analytics import CAMPAIGN_TRACKING_PARAMS
 
-from six.moves.urllib.parse import parse_qs, urlencode, urlparse
-
 register = template.Library()
 
 
@@ -47,6 +47,6 @@ def google_analytics(context, tracking_code=None, debug=False):
         params['utmdebug'] = 1
     # build and return the url
     url = reverse('google-analytics')
-    if len(params) > 0:
+    if params:
         url += '?&' + urlencode(params)
     return url
diff --git a/google_analytics/tests/test_ga.py b/google_analytics/tests/test_ga.py
index 49eb355..b433ed4 100644
--- a/google_analytics/tests/test_ga.py
+++ b/google_analytics/tests/test_ga.py
@@ -2,20 +2,18 @@
 
 import unittest
 
-import responses
+from six.moves.urllib.parse import parse_qs
 
 import django
+import responses
+from django.contrib.sessions.middleware import SessionMiddleware
 from django.http import HttpResponse
 from django.test import TestCase, override_settings
-from django.test.client import Client
-from django.test.client import RequestFactory
-from django.contrib.sessions.middleware import SessionMiddleware
-
-from google_analytics.utils import COOKIE_NAME, build_ga_params
-from google_analytics.templatetags.google_analytics_tags import google_analytics # noqa
+from django.test.client import Client, RequestFactory
 from google_analytics.middleware import GoogleAnalyticsMiddleware
-
-from six.moves.urllib.parse import parse_qs
+from google_analytics.templatetags.google_analytics_tags import \
+    google_analytics  # noqa
+from google_analytics.utils import COOKIE_NAME, build_ga_params
 
 
 class GoogleAnalyticsTestCase(TestCase):
diff --git a/google_analytics/tests/test_templatetags_google_analytics_tags.py b/google_analytics/tests/test_templatetags_google_analytics_tags.py
index e74653b..b8fe50f 100644
--- a/google_analytics/tests/test_templatetags_google_analytics_tags.py
+++ b/google_analytics/tests/test_templatetags_google_analytics_tags.py
@@ -1,9 +1,7 @@
-from google_analytics.templatetags.google_analytics_tags import (
-    google_analytics,
-)
-
 from django.template import Context, Template
 from django.test import RequestFactory, TestCase, override_settings
+from google_analytics.templatetags.google_analytics_tags import \
+    google_analytics
 
 
 class GoogleAnalyticsTagsTestCase(TestCase):
diff --git a/google_analytics/urls.py b/google_analytics/urls.py
index 5c408cf..eefd348 100644
--- a/google_analytics/urls.py
+++ b/google_analytics/urls.py
@@ -1,7 +1,6 @@
 from django.conf.urls import url
 from google_analytics.views import google_analytics
 
-
 urlpatterns = [
     url(r'^google-analytics/$', google_analytics, name='google-analytics'),
 ]
diff --git a/google_analytics/utils.py b/google_analytics/utils.py
index 979c1bd..fbda180 100644
--- a/google_analytics/utils.py
+++ b/google_analytics/utils.py
@@ -1,15 +1,15 @@
 import random
 import time
 import uuid
-import structlog
 
+from six import text_type
+from six.moves.urllib.parse import quote, urlencode
+
+import structlog
 from django.conf import settings
 from django.utils.translation import get_language_from_request
-
 from google_analytics import CAMPAIGN_TRACKING_PARAMS
 
-from six import text_type
-from six.moves.urllib.parse import quote, urlencode
 try:
     from urllib.parse import urlparse
 except ImportError:
@@ -61,11 +61,7 @@ def build_ga_params(
     meta = request.META
     # determine the domian
     domain = meta.get('HTTP_HOST', '')
-    if request.method == 'GET':
-        ni = '0'
-    else:
-        ni = '1'
-
+    ni = '0' if request.method == 'GET' else '1'
     # determine the referrer
     referer = referer or request.GET.get('r', '')
     parse_referer = urlparse(referer)
@@ -148,11 +144,10 @@ def build_ga_params(
     ga_url = "http://www.google-analytics.com/collect"
     utm_url = ga_url + "?&" + urlencode(params)
     ga_logging_enabled = False
-    if hasattr(settings, 'ENABLE_GA_LOGGING'):
-        if settings.ENABLE_GA_LOGGING:
-            log = structlog.get_logger()
-            log.msg('GA_URL: %s' % utm_url, user_agent=user_agent)
-            ga_logging_enabled = True
+    if hasattr(settings, 'ENABLE_GA_LOGGING') and settings.ENABLE_GA_LOGGING:
+        log = structlog.get_logger()
+        log.msg('GA_URL: %s' % utm_url, user_agent=user_agent)
+        ga_logging_enabled = True
 
     locale = get_language_from_request(request)
 
diff --git a/google_analytics/views.py b/google_analytics/views.py
index 354cf2d..6c03299 100644
--- a/google_analytics/views.py
+++ b/google_analytics/views.py
@@ -3,11 +3,11 @@
 from functools import reduce
 
 import requests
+
 from django.http import HttpResponse
 from django.views.decorators.cache import never_cache
 from google_analytics.utils import build_ga_params, set_cookie
 
-
 GIF_DATA = reduce(lambda x, y: x + struct.pack('B', y),
                   [0x47, 0x49, 0x46, 0x38, 0x39, 0x61,
                    0x01, 0x00, 0x01, 0x00, 0x80, 0x00,
diff --git a/setup.py b/setup.py
index 8eabce1..6f67003 100644
--- a/setup.py
+++ b/setup.py
@@ -1,7 +1,7 @@
 import codecs
 import os
 
-from setuptools import setup, find_packages
+from setuptools import find_packages, setup
 
 HERE = os.path.abspath(os.path.dirname(__file__))
 
@@ -23,7 +23,7 @@ def read(*parts):
     url='http://github.com/praekelt/django-google-analytics',
     packages=find_packages(),
     install_requires=[
-        'Django>=2.2.5,<3.1',
+        'Django>=2.2.5,<3.2',
         'django-celery',
         'celery<4.0',
         'requests',
@@ -37,7 +37,7 @@ def read(*parts):
     },
     include_package_data=True,
     classifiers=[
-        'Development Status :: 4 - Beta',
+        'Development Status :: 5 - Production/Stable',
         'Framework :: Django',
         'Intended Audience :: Developers',
         'License :: OSI Approved :: BSD License',
diff --git a/test_settings.py b/test_settings.py
index cb96a04..8d818cb 100644
--- a/test_settings.py
+++ b/test_settings.py
@@ -1,6 +1,5 @@
 import os
 
-
 SECRET_KEY = 'foo'
 BASE_DIR = os.path.dirname(
     os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
diff --git a/tox.ini b/tox.ini
index 85d293c..bfb6868 100644
--- a/tox.ini
+++ b/tox.ini
@@ -8,6 +8,7 @@ envlist =
 deps =
   dj22: Django>=2.2,<2.3
   dj30: Django>=3.0,<3.1
+  dj31: Django>=3.1,<3.2
   coverage
 extras = test
 setenv =