Fleury played for the Cape Breton Screaming Eagles, a junior team in the Quebec Major Junior Hockey League (QMJHL). He joined the team in 2000 and played for them for three seasons, helping them win the President's Cup in 2001.
Mastering the Crease: The Ultimate Marc-André Fleury Quiz