A new and distinct cultivar of Lantana plant named `Chapel Hill Yellow`, characterized by its low growing, layered and spreading growth habit; leathery, scabrous dark green foliage; continuous flowering; pale yellow flower buds that open to medium yellow with a darker yellow-orange center; and cold hardiness to USDA Hardiness Zone 7.