diff --git a/swh/deposit/gunicorn_config.py b/swh/deposit/gunicorn_config.py
new file mode 100644
--- /dev/null
+++ b/swh/deposit/gunicorn_config.py
@@ -0,0 +1,14 @@
+# Copyright (C) 2019  The Software Heritage developers
+# See the AUTHORS file at the top-level directory of this distribution
+# License: GNU General Public License version 3, or any later version
+# See top-level LICENSE file for more information
+
+from sentry_sdk.integrations.django import DjangoIntegration
+
+from swh.core.api.gunicorn_config import *  # noqa
+from swh.core.api.gunicorn_config import post_fork as _post_fork
+
+
+def post_fork(server, worker):  # type: ignore
+    _post_fork(server, worker,
+               flask=False, sentry_integrations=[DjangoIntegration()])
diff --git a/swh/deposit/tests/test_gunicorn_config.py b/swh/deposit/tests/test_gunicorn_config.py
new file mode 100644
--- /dev/null
+++ b/swh/deposit/tests/test_gunicorn_config.py
@@ -0,0 +1,47 @@
+# Copyright (C) 2019  The Software Heritage developers
+# See the AUTHORS file at the top-level directory of this distribution
+# License: GNU General Public License version 3, or any later version
+# See top-level LICENSE file for more information
+
+import os
+from unittest.mock import patch
+
+import swh.deposit.gunicorn_config as gunicorn_config
+
+
+def test_post_fork_default():
+    with patch('sentry_sdk.init') as sentry_sdk_init:
+        gunicorn_config.post_fork(None, None)
+
+    sentry_sdk_init.assert_not_called()
+
+
+def test_post_fork_with_dsn_env():
+    django_integration = object()  # unique object to check for equality
+    with patch('swh.deposit.gunicorn_config.DjangoIntegration',
+               new=lambda: django_integration):
+        with patch('sentry_sdk.init') as sentry_sdk_init:
+            with patch.dict(os.environ, {'SWH_SENTRY_DSN': 'test_dsn'}):
+                gunicorn_config.post_fork(None, None)
+
+    sentry_sdk_init.assert_called_once_with(
+        dsn='test_dsn',
+        integrations=[django_integration],
+        debug=False,
+    )
+
+
+def test_post_fork_debug():
+    django_integration = object()  # unique object to check for equality
+    with patch('swh.deposit.gunicorn_config.DjangoIntegration',
+               new=lambda: django_integration):
+        with patch('sentry_sdk.init') as sentry_sdk_init:
+            with patch.dict(os.environ, {'SWH_SENTRY_DSN': 'test_dsn',
+                                         'SWH_SENTRY_DEBUG': '1'}):
+                gunicorn_config.post_fork(None, None)
+
+    sentry_sdk_init.assert_called_once_with(
+        dsn='test_dsn',
+        integrations=[django_integration],
+        debug=True,
+    )