diff --git a/src/pretix/base/metrics.py b/src/pretix/base/metrics.py
index f0d024f8d..8454098f8 100755
--- a/src/pretix/base/metrics.py
+++ b/src/pretix/base/metrics.py
@@ -294,14 +294,28 @@ def metric_values():
         channel = app.broker_connection().channel()
         if hasattr(channel, 'client') and channel.client is not None:
             client = channel.client
+            priority_steps = settings.CELERY_BROKER_TRANSPORT_OPTIONS.get("priority_steps", [0])
+            sep = settings.CELERY_BROKER_TRANSPORT_OPTIONS.get("sep", ":")
+
             for q in settings.CELERY_TASK_QUEUES:
-                llen = client.llen(q.name)
-                lfirst = client.lindex(q.name, -1)
-                metrics['pretix_celery_tasks_queued_count']['{queue="%s"}' % q.name] = llen
-                if lfirst:
-                    ldata = json.loads(lfirst)
-                    dt = time.time() - ldata.get('created', 0)
-                    metrics['pretix_celery_tasks_queued_age_seconds']['{queue="%s"}' % q.name] = dt
+                queue_lengths = []
+                queue_delays = []
+                for prio in priority_steps:
+                    if prio:
+                        qname = f"{q.name}{sep}{prio}"
+                    else:
+                        qname = q.name
+                    queue_length = client.llen(qname)
+                    queue_lengths.append(queue_length)
+                    oldest_queue_item = client.lindex(qname, -1)
+                    if oldest_queue_item:
+                        ldata = json.loads(oldest_queue_item)
+                        oldest_item_age = time.time() - ldata.get('created', 0)
+                        queue_delays.append(oldest_item_age)
+
+                metrics['pretix_celery_tasks_queued_count']['{queue="%s"}' % q.name] = sum(queue_lengths)
+                if queue_delays:
+                    metrics['pretix_celery_tasks_queued_age_seconds']['{queue="%s"}' % q.name] = max(queue_delays)
                 else:
                     metrics['pretix_celery_tasks_queued_age_seconds']['{queue="%s"}' % q.name] = 0