Labrie is a surname. Notable people with the surname include:
Daniel Labrie, Canadian ice sledge hockey player
Fernand Labrie (born 1937), Canadian medical researcher
Guy Labrie (1920–1974), Canadian hockey player
Hubert Labrie (born 1991), Canadian hockey player
Jacques Labrie (1784–1831), Canadian politician
James LaBrie (born 1963), Canadian vocalist
Pierre Labrie (born 1972), Canadian poet
Pierre-Cédric Labrie (born 1986), Canadian hockey player
Vincent Labrie (born 1983), Canadian speed skater