Beat cake mix, oranges, eggs and oil on high for 4 minutes, scraping down the sides of the bowl now and then. Bake as directed.
Cool the cake completely before frosting it or you'll end up with a huge mess!
Mix the frosting ingredients together on medium until well blended, about 2 minutes. Spread it over the cake. Refrigerate the cake if you're not serving immediately.