Or were you just dipping into the seemingly endless corporate coffers

At both large companies I've worked at each department had its own budget, and each department head was responsible for that budget. If a manager keeps losing too much money, they get fired, if a department continually fails to turn a profit the department gets closed down. So while it's not the same as a startup it's also not like you have infinite money to throw around without consequence.