In August 2016, Armstrong made history at the 2016 Summer Olympics in Rio de Janeiro after coming out of retirement to win the gold medal in the women's individual time trial and becoming the first rider ever to win three gold medals in the same discipline. She also became the oldest female cyclist to win an Olympic medal.