Pink peppercorns come from a Shinus species of tree and have a soft, sweet, fruity flavor much like the Juniper Berry. Native to both Peru and Brazil, pink peppercorns are best used whole, not ground. Allergy warning: Pink Peppercorns are members of the same botanical family as cashew trees.