A famous pastry chef has reportedly identified the best grocery store carrot cake. Other outlets have also conducted taste tests and ranked various grocery store cakes, with some highlighting the best and worst options. The top-rated cakes and stores vary across the different reports, with some focusing on specific types of cake, such as carrot cake or sheet cakes, and others evaluating cakes from particular stores, including Whole Foods and Costco.