These grocery store bakery cupcakes are shopper favorites for birthdays and celebrations. Whether you are hosting a party or simply love sweet treats, bakery cupcakes are a must-buy. Who has the best cupcakes? Here are 5 grocery stores with the best bakery cupcakes, according to shoppers. “The à la carte cupcakes from the Whole foods bakery case are nicely decorated.