A new and distinct cultivar of Southern highbush blueberry, ‘Southern Splendour’, is provided. ‘Southern Splendour’ is a Vaccinium hybrid, which is characterized by high vigor, short fruit ripening period, and high quality fruit suitable for mechanical harvesting.