A new and distinct cultivar of Lantana plant named ‘Chapel Hill Gold’, characterized by its low growing, layered and spreading growth habit; leathery, scabrous dark green foliage; continuous flowering; bright golden yellow flower buds and flowers; and cold hardiness to USDA Hardiness Zone 7.