The 22-year-old had 20 clean sheets in League Two last season as the club just missed out on the play-off final after losing to Rochdale in a penalty shoot-out.
"I am delighted my move to Fulham has finally been made official as it has always been a dream of mine to play in the Premier League," Stockdale said.
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