Paatelainen is a surname. Notable people with the surname include:

Markus Paatelainen (born 1983), retired Finnish football midfielder Matti Paatelainen (born 1944), Finnish former international footballer Mikko Paatelainen (born 1980), Finnish former professional footballer Mixu Paatelainen (born 1967), Finnish former professional football player