Enjoy and stay connected with us for the latest videos like Olive Oil Orange Cake and remember to subscribe to their YouTube channel. Simplicity doesn’t always mean perfection, but it does in the case of this olive oil cake! Notes of sweet vanilla and bright orange combine to perfume this moist, golden cake with citrusy flavor.