Guelpa is a surname. Notable people with the name include:

Christophe Guelpa (born 1963), French Olympic sport shooter Guillaume Guelpa (1850–1930), French doctor, born in Italy Irène Guelpa, French socialist activist Robert Guelpa, French rower

See also Guela (disambiguation)