Ma Sheng moved to Beijing from Anqing, Anhui to study before joining the Hebei Elite youth training program, where they sent their youth players to study abroad in Brazil.[1] He caught the attention of Botafogo-SP's youth training director who kept him at the club throughout his youth development.[2] He went on to return to Hebei and start his senior professional career with them. He remained with them for several seasons until he joined second tier club Nantong Zhiyun on 18 March 2021.[3] He then went on to make his debut in a league game on 1 May 2021 against Kunshan in a 1-0 victory.[4] Moving on, Ma Sheng went ahead to establish himself within the team and helped the club gain promotion to the top tier at the end of the 2022 China League One season.[5]