 Galipeau was born in Longueuil, Quebec in 1957.She is the daughter of Georges Galipeau (), a French Canadian diplomat and Pham Thi Ngoc Lang, a Vietnamese refugee from the First Indochina War.Galipeau earned her master's degree in political science and sociology from McGill University in 1983.