Pirinen is a Finnish surname. Notable people with the surname include:

Joakim Pirinen (born 1961), Swedish illustrator Jonna Pirinen (born 1982), Finnish singer-songwriter Juha Pirinen (born 1991), Finnish footballer Juho Pirinen (born 1995), Finnish ice skater Kauko Pirinen (1915–1999), Finnish historian