After a year of minor hockey with the Chateauguay Patriotes, Sauvé was selected first overall by the Saint John Sea Dogs in the 2006 Quebec Major Junior Hockey League (QMJHL) Entry Draft.[2] He began his junior career with the Sea Dogs the following season in 2006–07, recording two goals and 15 points over 60 games as a rookie.