diff --git a/api/funkwhale_api/instance/nodeinfo.py b/api/funkwhale_api/instance/nodeinfo.py
index b671680f5..a40c4e94b 100644
--- a/api/funkwhale_api/instance/nodeinfo.py
+++ b/api/funkwhale_api/instance/nodeinfo.py
@@ -1,4 +1,4 @@
-import memoize.djangocache
+from cache_memoize import cache_memoize
 
 from django.urls import reverse
 
@@ -11,9 +11,6 @@ from funkwhale_api.music import utils as music_utils
 
 from . import stats
 
-store = memoize.djangocache.Cache("default")
-memo = memoize.Memoizer(store, namespace="instance:stats")
-
 
 def get():
     all_preferences = preferences.all()
@@ -72,7 +69,7 @@ def get():
     }
 
     if share_stats:
-        getter = memo(lambda: stats.get(), max_age=600)
+        getter = cache_memoize(600, prefix="memoize:instance:stats")(stats.get)
         statistics = getter()
         data["usage"]["users"]["total"] = statistics["users"]["total"]
         data["usage"]["users"]["activeHalfyear"] = statistics["users"][
diff --git a/api/funkwhale_api/musicbrainz/client.py b/api/funkwhale_api/musicbrainz/client.py
index ae038f900..8fdf90322 100644
--- a/api/funkwhale_api/musicbrainz/client.py
+++ b/api/funkwhale_api/musicbrainz/client.py
@@ -1,5 +1,5 @@
-import memoize.djangocache
 import musicbrainzngs
+from cache_memoize import cache_memoize
 from django.conf import settings
 
 from funkwhale_api import __version__
@@ -9,10 +9,6 @@ _api.set_useragent("funkwhale", str(__version__), settings.FUNKWHALE_URL)
 _api.set_hostname(settings.MUSICBRAINZ_HOSTNAME)
 
 
-store = memoize.djangocache.Cache("default")
-memo = memoize.Memoizer(store, namespace="memoize:musicbrainz")
-
-
 def clean_artist_search(query, **kwargs):
     cleaned_kwargs = {}
     if kwargs.get("name"):
@@ -24,38 +20,59 @@ class API(object):
     _api = _api
 
     class artists(object):
-        search = memo(clean_artist_search, max_age=settings.MUSICBRAINZ_CACHE_DURATION)
-        get = memo(_api.get_artist_by_id, max_age=settings.MUSICBRAINZ_CACHE_DURATION)
+        search = cache_memoize(
+            settings.MUSICBRAINZ_CACHE_DURATION,
+            prefix="memoize:musicbrainz:clean_artist_search",
+        )(clean_artist_search)
+        get = cache_memoize(
+            settings.MUSICBRAINZ_CACHE_DURATION,
+            prefix="memoize:musicbrainz:get_artist_by_id",
+        )(_api.get_artist_by_id)
 
     class images(object):
-        get_front = memo(
-            _api.get_image_front, max_age=settings.MUSICBRAINZ_CACHE_DURATION
-        )
+        get_front = cache_memoize(
+            settings.MUSICBRAINZ_CACHE_DURATION,
+            prefix="memoize:musicbrainz:get_image_front",
+        )(_api.get_image_front)
 
     class recordings(object):
-        search = memo(
-            _api.search_recordings, max_age=settings.MUSICBRAINZ_CACHE_DURATION
-        )
-        get = memo(
-            _api.get_recording_by_id, max_age=settings.MUSICBRAINZ_CACHE_DURATION
-        )
+        search = cache_memoize(
+            settings.MUSICBRAINZ_CACHE_DURATION,
+            prefix="memoize:musicbrainz:search_recordings",
+        )(_api.search_recordings)
+        get = cache_memoize(
+            settings.MUSICBRAINZ_CACHE_DURATION,
+            prefix="memoize:musicbrainz:get_recording_by_id",
+        )(_api.get_recording_by_id)
 
     class releases(object):
-        search = memo(_api.search_releases, max_age=settings.MUSICBRAINZ_CACHE_DURATION)
-        get = memo(_api.get_release_by_id, max_age=settings.MUSICBRAINZ_CACHE_DURATION)
-        browse = memo(_api.browse_releases, max_age=settings.MUSICBRAINZ_CACHE_DURATION)
+        search = cache_memoize(
+            settings.MUSICBRAINZ_CACHE_DURATION,
+            prefix="memoize:musicbrainz:search_releases",
+        )(_api.search_releases)
+        get = cache_memoize(
+            settings.MUSICBRAINZ_CACHE_DURATION,
+            prefix="memoize:musicbrainz:get_release_by_id",
+        )(_api.get_release_by_id)
+        browse = cache_memoize(
+            settings.MUSICBRAINZ_CACHE_DURATION,
+            prefix="memoize:musicbrainz:browse_releases",
+        )(_api.browse_releases)
         # get_image_front = _api.get_image_front
 
     class release_groups(object):
-        search = memo(
-            _api.search_release_groups, max_age=settings.MUSICBRAINZ_CACHE_DURATION
-        )
-        get = memo(
-            _api.get_release_group_by_id, max_age=settings.MUSICBRAINZ_CACHE_DURATION
-        )
-        browse = memo(
-            _api.browse_release_groups, max_age=settings.MUSICBRAINZ_CACHE_DURATION
-        )
+        search = cache_memoize(
+            settings.MUSICBRAINZ_CACHE_DURATION,
+            prefix="memoize:musicbrainz:search_release_groups",
+        )(_api.search_release_groups)
+        get = cache_memoize(
+            settings.MUSICBRAINZ_CACHE_DURATION,
+            prefix="memoize:musicbrainz:get_release_group_by_id",
+        )(_api.get_release_group_by_id)
+        browse = cache_memoize(
+            settings.MUSICBRAINZ_CACHE_DURATION,
+            prefix="memoize:musicbrainz:browse_release_groups",
+        )(_api.browse_release_groups)
         # get_image_front = _api.get_image_front
 
 
diff --git a/api/requirements/base.txt b/api/requirements/base.txt
index c4a37b5b4..adbba0f3a 100644
--- a/api/requirements/base.txt
+++ b/api/requirements/base.txt
@@ -32,8 +32,7 @@ django-rest-auth~=0.9.0
 ipython~=7.27.0
 mutagen~=1.45.0
 
-pymemoize~=1.0.0
-
+django-cache-memoize~=0.1.0
 django-dynamic-preferences~=1.10
 python-magic~=0.4.0
 channels~=3.0.3
diff --git a/changes/changelog.d/memoize.enhancement b/changes/changelog.d/memoize.enhancement
new file mode 100644
index 000000000..998d7f15b
--- /dev/null
+++ b/changes/changelog.d/memoize.enhancement
@@ -0,0 +1,2 @@
+Change unmaintained PyMemoize library to django-cache-memoize
+to enable Python 3.10 support