Horsham took the lead after 20 minutes of the second-round replay when Lee Farrell raced onto the ball and lobbed keeper Dorus De Vries.
But Swansea were level within 90 seconds as Darren Pratley, who was played through by Jason Scotland, side-footed home.
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