Yes, you definitely can. We wouldn't recommend using olive oil as it doesn't have a very high smoking point. Rather use sunflower oil or vegetable oil. Also, definitely use some oil when you are heating your skillet and before adding your butter. The oil helps create a smooth even surface that makes cooking a lot easier.