Olufemi played in Europe for R.S.C. Anderlecht. In July 2007 he moved from the Brussels-based club to Portuguese club Boavista F.C.; He later left and was a free agent. During summer 2009 he went on trial; at IK Start, a Norwegian top-division club, where Solomon Owello is plying his trade. He impressed and was signed on a three and a half year contract. He signed with Shooting Stars in May of 2013, and in December 2013, moved to league rivals Bayelsa United.