Beat all the ingredients together on high for 4 minutes, scraping down the sides of the bowl now and then. Bake as directed and cool completely.
Make the Frosting
Mix the frosting ingredients together on medium until well blended, about 2 minutes. Spread it over the cooled cake. Refrigerate the cake if you're not serving immediately.