Kanervo is a Finnish surname. Notable people with this surname include:

Antti Kanervo (born 1989), Finnish basketball player Jussi Kanervo (born 1993), Finnish hurdler Mimmi Kanervo (1870–1922), Finnish politician and trade unionist Ossi Kanervo (born 1987), Finnish ice dancer

See also Kanerva