diff --git a/.github/workflows/django.yml b/.github/workflows/django.yml
index 05cbab3..1d0f18b 100644
--- a/.github/workflows/django.yml
+++ b/.github/workflows/django.yml
@@ -30,9 +30,14 @@ jobs:
     strategy:
       max-parallel: 4
       matrix:
-        python-version: [3.6, 3.7, 3.8, 3.9]
-        django-version: [2.0, 2.1, 2.2, 3.0, 3.1, 3.2]
+        python-version: [3.6, 3.7, 3.8, 3.9, "3.10"]
+        django-version: [2.0, 2.1, 2.2, 3.0, 3.1, 3.2, 4.0]
         exclude:
+        # Django 4.0 is compatible with Python 3.8+
+        - python-version: "3.6"
+          django-version: "4.0"
+        - python-version: "3.7"
+          django-version: "4.0"
         # Python 3.8 is compatible with Django 2.2+
         - python-version: "3.8"
           django-version: "2.0"
@@ -47,6 +52,17 @@ jobs:
           django-version: "2.2"
         - python-version: "3.9"
           django-version: "3.0"
+        # Python 3.10 is compatible with Django 3.2+
+        - python-version: "3.10"
+          django-version: "2.0"
+        - python-version: "3.10"
+          django-version: "2.1"
+        - python-version: "3.10"
+          django-version: "2.2"
+        - python-version: "3.10"
+          django-version: "3.0"
+        - python-version: "3.10"
+          django-version: "3.1"
     steps:
     - uses: actions/checkout@v2
     - name: Set up Python ${{ matrix.python-version }}
diff --git a/README.markdown b/README.markdown
index f9be860..7f9d432 100644
--- a/README.markdown
+++ b/README.markdown
@@ -17,7 +17,7 @@ Features
 * Order results by relevance.
 * No need to install additional third-party modules or services.
 * Fast and scaleable enough for most use cases.
-* Supports Django 1.11+, Python 3.6+.
+* Supports Django 2+, Python 3.6+.
 
 
 Documentation
diff --git a/setup.py b/setup.py
index aa9ea1d..217140c 100644
--- a/setup.py
+++ b/setup.py
@@ -36,6 +36,8 @@ setup(
         'Programming Language :: Python :: 3.6',
         'Programming Language :: Python :: 3.7',
         'Programming Language :: Python :: 3.8',
+        "Programming Language :: Python :: 3.9",
+        "Programming Language :: Python :: 3.10",
         "Framework :: Django",
     ],
 )
diff --git a/tests/test_watson/urls.py b/tests/test_watson/urls.py
index c43a616..92423d6 100644
--- a/tests/test_watson/urls.py
+++ b/tests/test_watson/urls.py
@@ -1,12 +1,11 @@
-from django.conf.urls import url, include
 from django.contrib import admin
-
+from django.urls import include, re_path
 
 urlpatterns = [
 
-    url("^simple/", include("watson.urls")),
+    re_path("^simple/", include("watson.urls")),
 
-    url("^custom/", include("watson.urls"), kwargs={
+    re_path("^custom/", include("watson.urls"), kwargs={
         "query_param": "fooo",
         "empty_query_redirect": "/simple/",
         "extra_context": {
@@ -16,5 +15,5 @@ urlpatterns = [
         "paginate_by": 10,
     }),
 
-    url("^admin/", admin.site.urls),
+    re_path("^admin/", admin.site.urls),
 ]
diff --git a/watson/urls.py b/watson/urls.py
index 735c484..e2583a8 100644
--- a/watson/urls.py
+++ b/watson/urls.py
@@ -2,14 +2,14 @@
 
 from __future__ import unicode_literals
 
-from django.conf.urls import url
+from django.urls import re_path
 
 from watson.views import search, search_json
 
 app_name = 'watson'
 urlpatterns = [
 
-    url("^$", search, name="search"),
-    url("^json/$", search_json, name="search_json"),
+    re_path("^$", search, name="search"),
+    re_path("^json/$", search_json, name="search_json"),
 
 ]