Yes you can add the traditional chopped pecans or walnuts, but I don't recommend it because it makes the cake heavier. Also this cake is made with almond flour, so it's already heavy on the nuts! Raisins are a definite yes to add if you enjoy them. Try golden raisins for a more subtile flavor.