Comment by formerly_proven

Celery has way too much magic crammed into it, it is very annoying to debug, and produces interesting bugs. Celery is/was also a "pickle-first" API and this almost always turns out to be the wrong choice. As a rule of thumb, persisting pickles is a really bad idea. Trying to hide IPC / make-believe that it's not there tends to be a bad idea. Trying to hide interfaces between components tends to be a bad idea. Celery combines all of these bad ideas into one blob. The last time I looked the code was also a huge mess, even for old-guard-pythonic-code standards.