Fennel seeds come from common fennel. These oblong, greenish-brown seeds are often confused with aniseeds, which are similar in flavour and appearance, but smaller. Whole or ground, fennel seed is a common ingredient in both sweet and savory foods like Italian sausages, rye breads, and many liqueurs.