The Iceland international has been a revelation in Serie A this season, particularly before Christmas.
TMW says Spurs are watching the winger ahead of the summer market.
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But they will face major Serie A competition for Gudmundsson, who is expected to be cashed in by Genoa at season's end.
Inter Milan, Juventus, Roma and Fiorentina are also interested.