Southern Peach Pound Cake Our delicious buttermilk Peachy Peach Pound Cake is loaded with fresh, aromatic peaches. Moist and smooth with fresh, ripe peaches throughout the cake. Topped with our own Peach Glaze. Great cake for Brunch, Tea Time, and all age groups generally like this cake because its refreshing to the palate. So if you're having kids included in your gathering, this one should go over well with the little ones.