I have seen recipes that include olive oil as an ingredient in traditional Italian lemon cookies, but I opted not to use it because I prefer a buttery flavor profile. If you decide to use it, keep in mind that the olive oil flavor may come through in the final product. For a milder taste, you can use a light olive oil instead of extra virgin olive oil.