McCumber is a surname. Notable people with the surname include:

Kevin McCumber (born 1979), American government official Mark McCumber (born 1951), American golfer Porter J. McCumber (1858–1933), American politician

See also Lester McCumbers (1921–2015), American fiddler Fordney–McCumber Tariff McCumber cube McCumber relation