diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index fada051..f5299da 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -15,7 +15,7 @@ jobs:
       matrix:
         python-version: ["3.9", "3.11"]
         django-version: ["3.2", "4.2"]
-        open-dsl-version: ["2.1", "2.4"]
+        open-dsl-version: ["2.2", "2.4"]
 
         exclude:
           - python-version: "3.11"
@@ -53,8 +53,8 @@ jobs:
       - name: Run tests with Python ${{ matrix.python-version }} and Django ${{ matrix.django-version }} and opensearch-=py ${{ matrix.open-dsl-version }}
         run: |
           TOX_ENV=$(echo "py${{ matrix.python-version }}-django-${{ matrix.django-version }}-open${{ matrix.open-dsl-version }}" | tr -d .)
-          python -m tox -e $TOX_ENV -- --elasticsearch
-          python -m tox -e $TOX_ENV -- --elasticsearch --signal-processor celery
+          python -m tox -e $TOX_ENV -- --elasticsearch http://127.0.0.1:9200
+          python -m tox -e $TOX_ENV -- --elasticsearch http://127.0.0.1:9200 --signal-processor celery
 
       - name: Publish Coverage Report
         uses: codecov/codecov-action@v3
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..c8d8ba2
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,9 @@
+# See https://pre-commit.com for more information
+# See https://pre-commit.com/hooks.html for more hooks
+exclude: "(.idea|node_modules|.tox)"
+repos:
+  - repo: https://github.com/adamchainz/django-upgrade
+    rev: "1.15.0"
+    hooks:
+      - id: django-upgrade
+        args: [--target-version, "3.2"]
diff --git a/tests/models.py b/tests/models.py
index d1bd4f1..8699b38 100644
--- a/tests/models.py
+++ b/tests/models.py
@@ -4,7 +4,7 @@
 import django
 from django.db import models
 if django.VERSION < (4, 0):
-    from django.utils.translation import ugettext_lazy as _
+    from django.utils.translation import gettext_lazy as _
 else:
     from django.utils.translation import gettext_lazy as _
 from six import python_2_unicode_compatible
diff --git a/tests/test_commands.py b/tests/test_commands.py
index 5266b17..a3f377e 100644
--- a/tests/test_commands.py
+++ b/tests/test_commands.py
@@ -1,3 +1,4 @@
+from django.conf import settings
 from mock import DEFAULT, Mock, patch
 from unittest import TestCase
 
@@ -29,6 +30,7 @@ def _mock_setup(self):
         self.addCleanup(patch.stopall)
 
     def setUp(self):
+        print(settings.OPENSEARCH_DSL)
         self.out = StringIO()
         self.registry = DocumentRegistry()
         self.index_a = Index('foo')
diff --git a/tests/test_documents.py b/tests/test_documents.py
index c0a13c9..bca8178 100644
--- a/tests/test_documents.py
+++ b/tests/test_documents.py
@@ -7,7 +7,7 @@
 from django.db import models
 
 if django.VERSION < (4, 0):
-    from django.utils.translation import ugettext_lazy as _
+    from django.utils.translation import gettext_lazy as _
 else:
     from django.utils.translation import gettext_lazy as _
 from opensearchpy import GeoPoint, InnerDoc
diff --git a/tests/test_fields.py b/tests/test_fields.py
index d574cf0..fdf0416 100644
--- a/tests/test_fields.py
+++ b/tests/test_fields.py
@@ -3,7 +3,7 @@
 import django
 from django.db.models.fields.files import FieldFile
 if django.VERSION < (4, 0):
-    from django.utils.translation import ugettext_lazy as _
+    from django.utils.translation import gettext_lazy as _
 else:
     from django.utils.translation import gettext_lazy as _
 from mock import Mock, NonCallableMock
diff --git a/tox.ini b/tox.ini
index 5431c21..5dabc72 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,7 +1,7 @@
 [tox]
 envlist =
-    py{39}-django-{32,42}-{open21,open24}
-    py{311}-django-{41,42}-{open21,open24}
+    py{39}-django-{32,42}-{open22,open24}
+    py{311}-django-{41,42}-{open22,open24}
 
 
 [testenv]
@@ -12,10 +12,13 @@ commands = coverage run --source django_elasticsearch_dsl runtests.py {posargs}
 deps =
     django-32: Django>=3.2,<3.3
     django-42: Django>=4.2,<4.3
-    open21: opensearch-py>=2.1.0,<2.2.0
+    open22: opensearch-py>=2.2.0,<2.3.0
     open24: opensearch-py>=2.4.0,<2.5.0
     -r{toxinidir}/requirements_test.txt
 
 basepython =
     py39: python3.9
     py311: python3.11
+
+passenv =
+    OPENSEARCH*