Obafemi began his professional career at Southampton FC, where he made his first-team debut in January 2018. He showed great promise and potential, quickly becoming a fan favorite at the club. During his time at Southampton, Obafemi scored several important goals and gained valuable experience playing in the competitive Premier League.