Someone who supports a team because they're successful, not because of any geographical or family connection. Also called a plastic fan or a bandwagoner. Identifying a glory hunter: they started supporting the team around the time the team started winning. The accusation stings because it's often accurate.
"He supported United in the '90s, Chelsea in the 2000s, and City now. Textbook glory hunter."