McFerrin is a surname. Notable people with the surname include:
Bobby McFerrin (born 1950), American jazz and pop singer John Berry McFerrin (1807–1887), Methodist preacher and chaplain of the Confederate States Army during the American Civil War Melissa McFerrin, American basketball coach Robert McFerrin (1921–2006), American opera singer Taylor McFerrin, American DJ, music producer, keyboardist and beatboxer