While this Ricotta Olive Oil Cake Recipe with Lemon and Almonds may sound a little odd because of the use of olive oil, let me ease your tension because this cake is absolutely amazing. The olive oil taste is incredibly subtle and provides fat to the cake along with delicious lemon and almond flavors!