This moist peach upside-down cake is the perfect summertime tea cake to make when stone fruits are in season. This homemade peach cake has fresh ripe slices of peach cooked in the bottom of the batter with caramelized sugar. And, the best part is, that it's simple, easy, and uses my one-bowl vanilla cake recipe.