Brunning is a surname. Notable people with the surname include:
Bob Brunning (1943–2011), British musician Herb Brunning (1886–1947), Australian rules footballer Herbie Brunning (1899–1969), Australian rules footballer John Brunning (born 1954), English musician Nancy Brunning (1971–2019), actress and director Noel Brunning, Australian television presenter
See also Bruning (disambiguation)