Butterscotch liqueur has a sweet, rich flavor inspired by the candies of the same name, made primarily from butter and brown sugar. There’s no point admonishing you to buy a high-quality butterscotch liqueur; it’s really meant to be tooth-curlingly sweet and not particularly refined.