Fennel Seeds (Soonf) - Ali Baba - Fennel seeds are a spice that grows from the flowering plant called fennel, part of the carrot family. What do fennel seeds taste like? They have an aniseed flavor and a warm, sweet aroma. They can be used on their own or in spice mixes such as Chinese five-spice powder and Indian panch puren/phoran.