Credit: Dreamstime. The simple answer is that bourbon is always whiskey, but whiskey is not always bourbon. A strict set of federal trade regulations defines what's what. Whiskey the American kind, spelled with an e is a distilled spirit made from fermented grain and usually aged in an oak barrel.