celery-singleton uses the JSON representation of a task's delay() or apply_async() arguments to generate a unique lock and stores it in redis. By default it uses the redis server of the celery result backend. If you use a different/no result backend or want to use a different redis server for celery-singleton, refer the configuration section for how to customize the redis. import time from celery_singleton import Singleton from somewhere import celery_app @celery_app.task(base=Singleton) def do_stuff(*args, **kwargs): time.sleep(4) return 'I just woke up' # run the task as normal async_result = do_stuff.delay(1, 2, 3, a='b') async_result2 = do_stuff.delay(1, 2, 3, a='b') # These are the same, task is only queued once assert async_result == async_result2