Albirex Niigata (S) Shuhei signed his first professional contract for the White Swans after leaving
Ryutsu Keizai University. By late July 2018, and with 3 more months to the end of the season, Hoshino's 18 goal tally has helped the White Swans wrap up the
2018 Singapore Premier League title. Hoshino eventually scored 19 goals that season and won the Top Goalscorer award. Shuhei was also selected for the 2018
Sultan of Selangor Cup and scored in the match, which ended a 1–1 draw; with the
Singapore selection losing 5–3 on penalties to
Selangor.
Busan Transportation Corporation On 13 January 2019, Shuhei joined
Busan Transportation Corporation playing in the upcoming
2019 Korea National League season which is the third highest division in the
South Korean football league system. On 4 May 2019, he recorded 1 goal and 1 assist in a league match against
Daejeon KoRail in a 3–0 home win.
Balestier Khalsa On 7 January 2020, Shuhei arrived back in the sunny shores of Singapore when
Balestier Khalsa announced his signing for the
2020 Singapore Premier League season. On 12 August 2022, Shuhei recorded his first hat-trick for the club in a 6–1 win against
Hougang United. Exactly one year later on 12 August 2023, this time he scored 1 goal and recorded a hat-trick of assist against
Geylang International in a 2–6 away win. On 25 November 2023, Shuhei scored a poker in a 7–2 win against
Tanjong Pagar United in the
2023 Singapore Cup.
Return to Albirex Niigata (S) On 23 December 2023, Albirex Niigata (S) announced that Shuhei will return to the club after six years since the 2018 season. On 18 May 2024, Shuhei scored his first goal for the club in over 6 years to secure a 1–0 win over Hougang United.
Geylang International On 15 July 2025, Shuhei joined Geylang International making it his seven season in the Singapore Premier League. ==Career statistics==