Olomola began his football career at the youth academy of Southampton FC, one of the top clubs in the English Premier League. He spent several years honing his skills at Southampton before making his first-team debut in 2017. During his time with Southampton, Olomola also had loan spells at clubs like Yeovil Town and Scunthorpe United to gain experience and match fitness.