In most cases, people mistake almond bark with chocolate. Though it does appear like chocolate, it is essentially a chocolate-like confection. Moreover, ingredients in almond bark include cocoa butter, sugar, flavors, and vegetable fats. Also, people often refer to almond bark as a candy that has semisweet milk.