Puranen is a Finnish surname. Notable people with the surname include:
Antero Puranen (born 1952), Finnish Olympic javelin thrower Tapani Puranen (born 1957), Finnish composer Kimmo Puranen (born 1958), Finnish fencer Leena Puranen (born 1986), Finnish football forward