Natsumi Sakai (酒井 夏海, Sakai Natsumi, born 19 June 2001) is a Japanese swimmer. She competed in the women's 100 metre backstroke event at the 2016 Summer Olympics. She qualified to represent Japan at the 2020 Summer Olympics.