Glenn Harper played at Washington State University before beginning his CFL career as a punter with the Calgary Stampeders in 1986. He later played with the Toronto Argonauts, the Edmonton Eskimos and the Ottawa Renegades. Harper won a Grey Cup with the Edmonton Eskimos in 1993 and was a Western All Star in 1987 and 1993.