Rye vs Bourbon: Flavor Differences. The flavor differences between rye and bourbon boil down to their main ingredients. The corn mash used in bourbon makes for a sweet and full-bodied flavor, while the rye mash in rye whiskey creates spicy tones and a drier taste.read more >>