Capers are the flower buds that grow on a Mediterranean perennial plant whose scientific name is Capparis spinosa, but we know it as a caper bush. The buds are small, green, and round - about the size of a green pea. They're usually pickled or brined, and pack a lemony, tangy punch - similar to a green olive.