> I've had jobs where I didn't feel really comfortable with my understanding of the entire scope of the business until I'd been there a couple of years.

I've had that problem, too, but I considered it a failure of architecture and design, not an inherent property of the space we were operating in. Often this is a sign of a lack of separation of concerns at the system level.