What's Sweet Paprika? Sweet paprika is a ground, dry spice created from sweet, shiny dried red peppers. It’s not spicy, instead sweet paprika is fruity, a bit tart and bitter, and of course, pleasantly sweet. It’s one of the most heavily made use of spices in Hungarian cuisine and the best sweet paprikas are sourced from there.ChefsResource.com