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

Bertram Nelson Herlong (1934–2011), bishop Henry Michael Herlong Jr. (born 1944), American judge M. H. Herlong, author of the 2012 novel Buddy Syd Herlong (1909–1995), American politician