diff --git a/mopidy/audio/actor.py b/mopidy/audio/actor.py
index bee87b43..fe029500 100644
--- a/mopidy/audio/actor.py
+++ b/mopidy/audio/actor.py
@@ -421,8 +421,7 @@ class Audio(pykka.ThreadingActor):
         # TODO: move out of audio actor?
         # Fix for https://github.com/mopidy/mopidy/issues/604
         registry = Gst.Registry.get()
-        jacksink = registry.find_feature(
-            'jackaudiosink', Gst.TYPE_ELEMENT_FACTORY)
+        jacksink = registry.find_feature('jackaudiosink', Gst.ElementFactory)
         if jacksink:
             jacksink.set_rank(Gst.RANK_SECONDARY)
 
diff --git a/mopidy/audio/utils.py b/mopidy/audio/utils.py
index 5e8d3512..00f2c56a 100644
--- a/mopidy/audio/utils.py
+++ b/mopidy/audio/utils.py
@@ -57,7 +57,7 @@ def supported_uri_schemes(uri_schemes):
     supported_schemes = set()
     registry = Gst.Registry.get()
 
-    for factory in registry.get_feature_list(Gst.TYPE_ELEMENT_FACTORY):
+    for factory in registry.get_feature_list(Gst.ElementFactory):
         for uri in factory.get_uri_protocols():
             if uri in uri_schemes:
                 supported_schemes.add(uri)
diff --git a/mopidy/internal/deps.py b/mopidy/internal/deps.py
index c42f28fb..6c93a8fa 100644
--- a/mopidy/internal/deps.py
+++ b/mopidy/internal/deps.py
@@ -186,6 +186,6 @@ def _gstreamer_check_elements():
     ]
     known_elements = [
         factory.get_name() for factory in
-        Gst.Registry.get().get_feature_list(Gst.TYPE_ELEMENT_FACTORY)]
+        Gst.Registry.get().get_feature_list(Gst.ElementFactory)]
     return [
         (element, element in known_elements) for element in elements_to_check]