Kaipainen is a Finnish surname. Notable people with the surname include:
Anu Kaipainen (1933–2009), Finnish writer Eino Kaipainen (1899–1995), Finnish actor Jouni Kaipainen (1956–2015), Finnish composer Osmo Kaipainen (1933–1985), Finnish physician and politician