Gunnar Nielsen Aaby (July 9, 1895 in Frederiksberg, Hovedstaden, Denmark – August 22, 1966 in Gribskov, Hovedstaden, Denmark) was a Danish soccer player in the 1920s.
At the 1920 Men's Olympic Football Tournament, his team lost to the Spanish team.