I've had around 10 arcade machines and 10 pinball machines (mostly EM) on a single 15A breaker for a few minutes and it never tripped. Everything was idle, though, and I'm guessing it is because the EM factor.
Of course, this was only for testing and since they're in separate rooms I NEVER have them all on at once.