These specialized one-item retailers are finding themselves competing with bakeries that offer an entire assortment of baked goods, grocery store bakeries (usually a less expensive alternative) and boxed mixes (some even have fillings), and frosting now comes in flavors such as cotton candy and root beer (even cheaper).