This homemade vanilla cake recipe from Live Well Bake Often isn't short on vanilla flavor. There's a tablespoon of vanilla extract in the cake and in the frosting! If you like your desserts simple, but delicious, this is the dessert for you! It is literally the BEST vanillla cake recipe ever!