Olimpia has an athletics department directed by Ronaldo Almiron and participates in the competitions of the Federación Paraguaya de Atletismo. Recognized athlete is javelin thrower Fabian Jara represented the club in 2012, who later on registered with Club Sol de América, Jara represented Paraguay at the 2012 South American Under-23 Championships, 2014 South American Games and the 2014 South American Under-23 Championships.