Albania was represented by Kledi Kadiu and Nikol Merizaj in the swimming tournament of the 2020 Summer Olympics. The nation received a universality invitation from International Swimming Federation (FINA) to send two top-ranked swimmers in their respective individual events to the games based on the federation's points system of July 2021. Kadiu competed in the men's 100 m freestyle category on 27 July 2021 and was ranked 52 overall. Following this on 30 July, Merizaj participated in the women's 50 m freestyle category and eventually finished 42 overall.