Chocolate Cherry Decadence. Chocolate cherry is a delightful flavor pairing that combines the luscious richness of chocolate with the sweet and slightly tart taste of cherries. In the context of chocolate cherry-flavored coffee, one can expect a well-balanced and indulgent cup, where the bold and velvety essence of chocolate intertwines with the fruity and slightly tangy undertones of cherries.