You need to go to your game history in the game client. Then click on each replay you want to see and down load it. Valve only stores games for 1 week now. If you don't download it within a week it is gone. If you download it you can keep it permanently.
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How to watch my matches played? Previously, click "watch the match," and everything in DOTA2 you come and watch.