Celery is an over engineered pile.. Rather move lower down the stack, with your first step being Kombu which powers celery under the hood. It's oddly "configurable" so if you need to optimize and adjust connections this is where you should go, and it's pretty interchangeable between Redis and AMQP. Really, almost a drop in replacement that should just be a config change.