Ogungbo started his football journey at his local club, Arsenal, where he played at the youth level. He impressed coaches and scouts with his performances, leading to his eventual promotion to the senior squad. However, he struggled to break into the first team and was eventually loaned out to various clubs to gain more playing time and experience.