Cranberry Orange Olive Oil Cake. What’s better than combining the in season flavors of fresh cranberries and mandarin orange in moist spice cake? Not much, especially if it comes together easily. I can’t get enough of cinnamon, clove, ginger and nutmeg during the holidays, especially in a cake.