Supermarket sheet cakes are a go-to treat for many people on different special occasions. And there's one I've heard about more than any other: Publix yellow cake with buttercream frosting.

I didn’t care about them, however. I was zeroing in on the treat in front of me: a Publix cake covered with vanilla buttercream and adorned with strawberries. Midsong, I reached down ...