diff --git a/plinth/modules/privoxy/tests/privoxy.feature b/plinth/modules/privoxy/tests/privoxy.feature
deleted file mode 100644
index ff397339d..000000000
--- a/plinth/modules/privoxy/tests/privoxy.feature
+++ /dev/null
@@ -1,26 +0,0 @@
-# SPDX-License-Identifier: AGPL-3.0-or-later
-
-@apps @privoxy
-Feature: Privoxy Web Proxy
-  Proxy web connections for enhanced privacy.
-
-Background:
-  Given I'm a logged in user
-  Given the privoxy application is installed
-
-Scenario: Enable privoxy application
-  Given the privoxy application is disabled
-  When I enable the privoxy application
-  Then the privoxy service should be running
-
-@backups
-Scenario: Backup and restore privoxy
-  Given the privoxy application is enabled
-  When I create a backup of the privoxy app data with name test_privoxy
-  And I restore the privoxy app data backup with name test_privoxy
-  Then the privoxy service should be running
-
-Scenario: Disable privoxy application
-  Given the privoxy application is enabled
-  When I disable the privoxy application
-  Then the privoxy service should not be running
diff --git a/plinth/modules/privoxy/tests/test_functional.py b/plinth/modules/privoxy/tests/test_functional.py
index 10638de5d..3554532d8 100644
--- a/plinth/modules/privoxy/tests/test_functional.py
+++ b/plinth/modules/privoxy/tests/test_functional.py
@@ -3,6 +3,35 @@
 Functional, browser based tests for privoxy app.
 """
 
-from pytest_bdd import scenarios
+import pytest
+from plinth.tests import functional
 
-scenarios('privoxy.feature')
+pytestmark = [pytest.mark.apps, pytest.mark.privoxy]
+
+
+@pytest.fixture(scope='module', autouse=True)
+def fixture_background(session_browser):
+    """Login and install the app."""
+    functional.login(session_browser)
+    functional.install(session_browser, 'privoxy')
+    yield
+    functional.app_disable(session_browser, 'privoxy')
+
+
+def test_enable_disable(session_browser):
+    """Test enabling the app."""
+    functional.app_disable(session_browser, 'privoxy')
+
+    functional.app_enable(session_browser, 'privoxy')
+    assert functional.service_is_running(session_browser, 'privoxy')
+
+    functional.app_disable(session_browser, 'privoxy')
+    assert functional.service_is_not_running(session_browser, 'privoxy')
+
+
+def test_backup_restore(session_browser):
+    """Test backup and restore."""
+    functional.app_enable(session_browser, 'privoxy')
+    functional.backup_create(session_browser, 'privoxy', 'test_privoxy')
+    functional.backup_restore(session_browser, 'privoxy', 'test_privoxy')
+    assert functional.service_is_running(session_browser, 'privoxy')