Peterlin is a surname. Notable people with the surname include:
Anton Peterlin (physicist) (1908–1993), Slovene physicist Anton Peterlin (soccer) (born 1987), American soccer player Ernest Peterlin (1903–1946), Slovene military officer Margaret Peterlin (born 1970), American lawyer and United States Navy veteran