What Is Sweet Paprika? Sweet paprika is usually a ground, dry spice comprised of sweet, bright dried red peppers. It’s not spicy, relatively sweet paprika is fruity, slightly tart and bitter, and naturally, pleasantly sweet. It’s Probably the most closely applied spices in Hungarian Delicacies and the best sweet paprikas are sourced from there.