Real rallied to score twice late on but could not find the all important third goal that would have knocked out Dortmund.
Instead the German side progress 4-3 on aggregate, where they will face compatriots Bayern Munich if they avoid defeat to Barcelona.
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After a dreadful start to their Bundesliga campaign, Borussia Dortmund appear to have weathered the storm after going five matches without defeat.