In 2017, Mastromatteo was part of the gold medal team that won the 4x100 mixed medley at the 2017 World Junior Swimming Championships. In 2019, Mastromatteo won 3 medals at the 2019 World Junior Swimming Championships in Budapest, including an individual silver medal in the 50 m breaststroke.