Almond flavoring is common in Italian desserts, and it's important to this one. Along with the staple pantry ingredients like eggs, granulated sugar, and flour, you'll also need almond paste and almond extract. Though you may not have used it before, you should find almond paste in the baking supplies aisle of your grocery store.