Moist Vegan Olive Oil and Orange Cake. Light, sweet yet tangy, an absolute delight on the pallete, this is a very common cake in Greece, kids love licking the batter of the emptied bowl and mums love it because its vegan and there is no danger in doing so. Olive oil is an excellent ally in the kitchen and even in baked goods, you just need the right recipe.