Järvenpää is a Finnish surname. Notable people with the surname include:
Anni Järvenpää (born 2000), Finnish figure skater
Hannu Järvenpää (born 1963), Finnish ice hockey player and coach
Juha Järvenpää (born 1989), Finnish ice hockey player
Maarit Järvenpää, Finnish mathematician
Sakke Järvenpää, singer of the Finnish band Leningrad Cowboys
Tero Järvenpää (born 1984), Finnish javelin thrower