Versatile Baking for Celebrations. Olive Oil Cake Mix: Crafted with unbleached 100% white whole wheat flour, decadent cocoa powder, pure cane sugar, and aluminum-free baking powder. Elegant Chocolate Olive Oil Cake Mix.