can you use olive oil in a cake mix? yes, you can use olive oil in a cake mix. all vegetable oils work the same way, so replacing vegetable oil with olive oil couldn't be simpler. it will enhance the flavor and richness of the cake, though you might prefer a lighter type to the typical extra virgin.