Merja Rantanen (born 7 December 1980) is a Finnish orienteering competitor. She received a silver medal in the middle distance at the 2008 European Orienteering Championships in Ventspils. She also participated on the Finnish team (with Katri Lindeqvist and Minna Kauppi) that achieved a bronze medal in the championship relay.