While olive oil is used to make this cake rich, fluffy, and moist (sorry), it does not have a super strong olive oil flavor. Remember that the sugar and lemon zest+juice influence the flavor quite a bit. When using regular olive oil, this just tastes like a delicious yellow cake. The extra virgin olive oil, if used, would lend a bit stronger of a flavor but it was still delicious when I tried it.