diff --git a/.travis.yml b/.travis.yml
index 95b7be5..63c31b5 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -1,5 +1,5 @@
 sudo: required
-dist: trusty
+dist: xenial
 
 language: python
 cache: pip
@@ -19,9 +19,37 @@ script:
 # cache: pip
 matrix:
   include:
-    - env: TOXENV=py34-dj20-wt20
-      python: 3.4
-    - env: TOXENV=py35-dj20-wt20
-      python: 3.5
-    - env: TOXENV=py36-dj20-wt20
+    - env: TOXENV=py36-dj22-wt27
       python: 3.6
+    - env: TOXENV=py37-dj22-wt27
+      python: 3.7
+    - env: TOXENV=py38-dj22-wt27
+      python: 3.8
+    - env: TOXENV=py36-dj22-wt211
+      python: 3.6
+    - env: TOXENV=py37-dj22-wt211
+      python: 3.7
+    - env: TOXENV=py38-dj22-wt211
+      python: 3.8
+    - env: TOXENV=py36-dj31-wt211
+      python: 3.6
+    - env: TOXENV=py37-dj31-wt211
+      python: 3.7
+    - env: TOXENV=py38-dj31-wt211
+      python: 3.8
+    - env: TOXENV=py36-dj22-wt212
+      python: 3.6
+    - env: TOXENV=py37-dj22-wt212
+      python: 3.7
+    - env: TOXENV=py38-dj22-wt212
+      python: 3.8
+    - env: TOXENV=py39-dj22-wt212
+      python: 3.9
+    - env: TOXENV=py36-dj31-wt212
+      python: 3.6
+    - env: TOXENV=py37-dj31-wt212
+      python: 3.7
+    - env: TOXENV=py38-dj31-wt212
+      python: 3.8
+    - env: TOXENV=py39-dj31-wt212
+      python: 3.9
diff --git a/Makefile b/Makefile
index 0f544b4..c855630 100644
--- a/Makefile
+++ b/Makefile
@@ -1,10 +1,15 @@
-env:
-	virtualenv --python=`which python3` env
+ENV = env
+PYTHON_VERSION = 3.9
+PYTHON = $(ENV)/bin/python$(PYTHON_VERSION)
+
+$(ENV):
+	$(shell which python$(PYTHON_VERSION)) -m venv $(ENV)
+	$(PYTHON) -m pip install --upgrade pip setuptools wheel
 
 tessdata:
 	mkdir tessdata
 	cd tessdata && curl -LJO https://github.com/tesseract-ocr/tessdata/raw/master/eng.traineddata
 
 test: tessdata env
-	env/bin/pip install -e ".[test]"
-	coverage run env/bin/pytest
+	$(PYTHON) -m pip install -e '.[test]'
+	$(ENV)/bin/coverage run $(ENV)/bin/pytest
diff --git a/README.md b/README.md
index 0ed2db7..9412823 100644
--- a/README.md
+++ b/README.md
@@ -29,18 +29,15 @@ the live search finds it:
 The assumption is that this search should not only be available in Wagtail's admin interface,
 but also in a public-facing search view, for which we provide a code example.
 
-
 ## Requirements
 
 - Wagtail 2 (see [tox.ini](./tox.ini))
 - The [Textract dependencies][8]
 
-
 ## Maturity
 
 We have been using this package in production since August 2018 on https://nuffic.nl.
 
-
 ## Installation
 
 - Install the [Textract dependencies][8]
@@ -57,7 +54,6 @@ textract 1.6.1 has requirement beautifulsoup4==4.5.3, but you'll have beautifuls
 
 We haven't seen this leading to problems, but it's something to keep in mind.
 
-
 ### Tesseract
 
 In order to make `textract` use [Tesseract][4], which happens if regular
@@ -67,7 +63,6 @@ base its word matching on.
 Create a `tessdata` directory in your project directory, and download the
 [languages][5] you want.
 
-
 ## Transcribing
 
 Transcription is done automatically after Document save,
@@ -79,7 +74,6 @@ To transcribe all existing Documents, run the management command::
 
 This may take a long time, obviously.
 
-
 ## Usage in custom view
 
 Here is a code example for a search view (outside Wagtail's admin interface)
@@ -89,7 +83,7 @@ that shows both Page and Document results.
 from itertools import chain
 
 from wagtail.core.models import Page
-from wagtail.documents.models import get_document_model
+from wagtail.documents import get_document_model
 
 
 def search(request):
@@ -123,7 +117,6 @@ because you can't do `pageurl result` on a Document:
 {% endif %}
 ```
 
-
 ## What if you already use a custom Document model?
 
 In order to use wagtail_textract, your `CustomizedDocument` model should do
@@ -149,19 +142,16 @@ class CustomizedDocument(TranscriptionMixin, ...):
 Note that the first class to subclass should be `TranscriptionMixin`,
 so its `save()` takes precedence over that of the other parent classes.
 
-
 ## Tests
 
 To run tests, checkout this repository and:
 
     make test
 
-
 ### Coverage
 
 A coverage report will be generated in `./coverage_html_report/`.
 
-
 ## Contributors
 
 - Karl Hobley
@@ -174,7 +164,6 @@ A coverage report will be generated in `./coverage_html_report/`.
 - Dan Braghis
 - Dan Swain
 
-
 [1]: https://wagtail.io/
 [2]: https://github.com/deanmalmgren/textract
 [3]: https://github.com/wagtail/wagtail/issues/542
diff --git a/setup.py b/setup.py
index fde472f..7d4bf1a 100644
--- a/setup.py
+++ b/setup.py
@@ -15,7 +15,7 @@
 
 
 install_requires = [
-    "wagtail>=2,<2.6",
+    "wagtail>=2.7,<2.13",
     "textract",
 ]
 
@@ -47,14 +47,13 @@
         'Operating System :: OS Independent',
         'Programming Language :: Python',
         'Programming Language :: Python :: 3',
-        'Programming Language :: Python :: 3.4',
-        'Programming Language :: Python :: 3.5',
         'Programming Language :: Python :: 3.6',
         'Programming Language :: Python :: 3.7',
+        'Programming Language :: Python :: 3.8',
+        'Programming Language :: Python :: 3.9',
         'Framework :: Django',
-        'Framework :: Django :: 2.0',
-        'Framework :: Django :: 2.1',
         'Framework :: Django :: 2.2',
+        'Framework :: Django :: 3.1',
         'Framework :: Wagtail',
         'Framework :: Wagtail :: 2',
         'Topic :: Internet :: WWW/HTTP :: Site Management',
diff --git a/src/wagtail_textract/management/commands/transcribe_documents.py b/src/wagtail_textract/management/commands/transcribe_documents.py
index 7e836ec..08e9bba 100644
--- a/src/wagtail_textract/management/commands/transcribe_documents.py
+++ b/src/wagtail_textract/management/commands/transcribe_documents.py
@@ -1,6 +1,6 @@
 from django.core.management.base import BaseCommand
 
-from wagtail.documents.models import get_document_model
+from wagtail.documents import get_document_model
 
 from wagtail_textract.handlers import async_transcribe_document
 
diff --git a/src/wagtail_textract/settings.py b/src/wagtail_textract/settings.py
index 4cef3a8..98fe847 100644
--- a/src/wagtail_textract/settings.py
+++ b/src/wagtail_textract/settings.py
@@ -1,4 +1,4 @@
 from wagtail.tests.settings import *
 
 WAGTAILDOCS_DOCUMENT_MODEL = 'wagtail_textract.document'
-INSTALLED_APPS = INSTALLED_APPS + ('wagtail_textract',)
+INSTALLED_APPS = INSTALLED_APPS + ['wagtail_textract']
diff --git a/src/wagtail_textract/tests/settings.py b/src/wagtail_textract/tests/settings.py
index ede12a5..731b0dc 100644
--- a/src/wagtail_textract/tests/settings.py
+++ b/src/wagtail_textract/tests/settings.py
@@ -2,4 +2,4 @@
 
 MEDIA_ROOT = '.'
 WAGTAILDOCS_DOCUMENT_MODEL = 'wagtail_textract.document'
-INSTALLED_APPS = INSTALLED_APPS + ('wagtail_textract',)
+INSTALLED_APPS = INSTALLED_APPS + ['wagtail_textract']
diff --git a/src/wagtail_textract/tests/test_document_class.py b/src/wagtail_textract/tests/test_document_class.py
index 30df6cf..85536ac 100644
--- a/src/wagtail_textract/tests/test_document_class.py
+++ b/src/wagtail_textract/tests/test_document_class.py
@@ -1,4 +1,4 @@
-from wagtail.documents.models import get_document_model
+from wagtail.documents import get_document_model
 
 
 def test_document_class():
diff --git a/src/wagtail_textract/tests/test_management_command.py b/src/wagtail_textract/tests/test_management_command.py
index 2b7cfda..e495656 100644
--- a/src/wagtail_textract/tests/test_management_command.py
+++ b/src/wagtail_textract/tests/test_management_command.py
@@ -3,7 +3,7 @@
 
 from django.core.files import File
 from django.core.management import call_command
-from wagtail.documents.models import get_document_model
+from wagtail.documents import get_document_model
 
 Document = get_document_model()
 
diff --git a/tox.ini b/tox.ini
index 25c0cf4..15bc128 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,36 +1,31 @@
 [tox]
 envlist =
-    py{34,35,36}-dj{20}-wt{20,21,22}
-    py{35,36}-dj{21}-wt{23}
-    py{35,36,37}-dj{21}-wt{24}
-    py{35,36,37}-dj{22}-wt{25}
+    py{36,37,38}-dj{22}-wt{27}
+    py{36,37,38}-dj{22,31}-wt{211}
+    py{36,37,38,39}-dj{22,31}-wt{212}
 
 [testenv]
 basepython =
-    py34: python3.4
-    py35: python3.5
     py36: python3.6
     py37: python3.7
+    py38: python3.8
+    py39: python3.9
 
 deps =
     pytest
     pytest-django
     coverage
     codecov
-    dj20: Django>=2.0,<2.1
-    dj21: Django>=2.1,<2.2
     dj22: Django>=2.2,<2.3
-    wt20: wagtail>=2.0,<2.1
-    wt21: wagtail>=2.1,<2.2
-    wt22: wagtail>=2.2,<2.3
-    wt23: wagtail>=2.3,<2.4
-    wt24: wagtail>=2.4,<2.5
-    wt25: wagtail>=2.5,<2.6
+    dj31: Django>=3.1,<3.2
+    wt27: wagtail>=2.7,<2.8
+    wt211: wagtail>=2.11,<2.12
+    wt212: wagtail>=2.12,<2.13
 
 whitelist_externals =
     make
 
-install_command = pip install -e ".[test]" --upgrade {opts} {packages}
+; install_command = pip install -e '.[test]' --upgrade {opts} {packages}
 
 # include {envsitepackagesdir}/wagtail_textract b/c "import file mismatch":
 # http://tox.readthedocs.io/en/latest/example/pytest.html#known-issues-and-limitations
diff --git a/travis-textract-requirements/debian b/travis-textract-requirements/debian
index 5e9c9aa..815d172 100644
--- a/travis-textract-requirements/debian
+++ b/travis-textract-requirements/debian
@@ -19,7 +19,7 @@ antiword
 unrtf
 
 # parse image files
-tesseract-ocr=3.03\*
+tesseract-ocr=4.1.1\*
 libjpeg-dev
 
 # parse pdfs
diff --git a/travis-textract-requirements/debian.sh b/travis-textract-requirements/debian.sh
index 9f9b8d2..738d095 100755
--- a/travis-textract-requirements/debian.sh
+++ b/travis-textract-requirements/debian.sh
@@ -16,6 +16,6 @@ base=$(pwd)
 
 # Install all of the dependencies required in the examples.
 # http://docs.travis-ci.com/user/installing-dependencies/#Installing-Ubuntu-packages
-add-apt-repository ppa:mc3man/trusty-media -y
+# add-apt-repository ppa:mc3man/trusty-media -y
 apt-get update -qq
 sed 's/\(.*\)\#.*/\1/' < $base/travis-textract-requirements/debian | xargs apt-get install -y --fix-missing