The dried flowers of the clove tree are known as cloves. Cloves originated in the Spice Islands near China and spread throughout Europe and Asia as an important part of local cuisine during the late Middle Ages. Cloves are still an important spice that adds a unique flavor to many dishes today. Cloves can be ground or used whole.