Shop › Olive Oil Cake Pop Olive Oil Cake Pop $36.00 Olive Oil cake mixed with the frosting of your choice, and coated in a thin, crisp layer of chocolate. By the dozen. Buttercream: Select Buttercream chocolate vanilla strawberry raspberry cinnamon lemon orange Quantity: Add To Cart Added! Olive Oil cake mixed with the frosting of your choice, and coated in a thin, crisp layer of chocolate. By the dozen.