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 , singer of the Finnish band Leningrad Cowboys Tero Järvenpää (born 1984), Finnish javelin thrower