I hear a lot of anecdotal evidence (mostly from professional devs who have degrees) that they know a friend or coworker who doesn't have a degree.
The truth is that the system for recruiting and hiring is really based around colleges, students, and degree holders. Starting from the application requirements, you see that most applications require a CS degree (or equivalent). Then the technical interview is aimed at fundamental CS questions, most of which students are accustomed to.
So for someone self taught, face to face interactions are a lot better. But even going to events/meetups, you notice a distinct change in demeanor of the recruiter when you mention you don't have a CS degree. It really is a tiring battle just to prove that you're competent.
Do I believe that you 100% need a degree to get a CS job? Definitely not. But without one, your options are very limited and on top of that you'll need a lot of luck and effort just to get past the first hurdle.