Belliveau followed his uncle Rheal Bourgeois into harness racing and over the years has worked for trainers such as Fred Goudreau and Frank Conlin.
He is most known for his time working for trainer Tom Artandi, and the tandem enjoyed a string of success that included back-to-back Little Brown Jug winners B J Scoot (1988) and Goalie Jeff (1989).