Almond paste, the main ingredient for Pignoli cookies, is a paste made out of ground almonds, almond extract, and sugar. It is similar to marzipan but not as sweet. You can find almond paste in most grocery store baking sections. The paste comes in a tube-shape and will need to broken up before using.