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Fleury played four seasons of major junior hockey. He spent three seasons with the Cape Breton Screaming Eagles of the Quebec Major Junior Hockey League (QMJHL) and one season with the Red Deer Rebels of the Western Hockey League (WHL). In his final season with the Screaming Eagles, he was named the QMJHL's Most Valuable Player and Goaltender of the Year.