While the classic Manhattan recipe traditionally calls for rye whiskey, you can certainly put your own spin on it by using bourbon instead. Swapping rye whiskey for bourbon will bring a slightly different flavor profile to the cocktail, with its characteristic sweetness and smoothness. It's all about personal preference, so feel free to experiment and find the combination that tickles your fancy.