Walthour is a surname. Notable people with the surname include:
Henry C. Walthour (1874–1940), American businessman Isaac Walthour (1930–1977), American basketball player John B. Walthour (1904–1952), bishop of Atlanta, US Margaret Walthour Lippitt (1872–1964), American artist Robert Walthour (1878–1949), American cyclist