Celery is not that complicated. At its core, you do the step by step configuration from the tutorials, create a celery instance, decorate your function with @celery.task then run the task with my_task.delay(*args, **kwargs).
Judging from your own assessment, it seems you have to choose between lacking (key) features or having some excess hanging around. That is not too hard of a choice in my book.
