After impressing in Manchester City’s youth teams, Bazunu went on loan to League One club Rochdale for the 2020-21 season. He quickly established himself as the club’s first-choice goalkeeper and earned rave reviews for his performances. His strong displays at Rochdale caught the eye of Southampton, who signed him on a permanent deal in the summer of 2021.