Davydova won gold medals in the duet competition with Anastasiya Yermakova at the 2004 Summer Olympics in Athens, 2008 Summer Olympics in Beijing, and was part of the Russian gold medal team in the 2004, 2008 and 2012 Olympics. After the London Olympics, Anastasia announced that she would retire from competition and take up coaching.