David Lloyd Leisure has submitted an application to Huntingdonshire District Council for the site which, subject to planning consent, could open in late Autumn 2025.
If approved, it would be the third club to open in Cambridgeshire, with sites located in Coldham Business Park, Cambridgeshire, and Peterborough.
The plans for the club include a new gym, heated indoor and outdoor swimming pools, exercise studios, an indoor soft play area, a stylish clubroom, as well as tennis and badminton courts.
A luxury spa retreat and garden has also been proposed.
The club would be situated on the Wintringham development of the town centre and once open, is expected to create 90 jobs.
Paul Murfin, Communications and Partnerships Manager from Urban&Civic, said: “Health and wellbeing is a key priority for Wintringham and we’re delighted David Lloyd Leisure is bringing forward these proposals in the commercial area within Wintringham’s District Centre.
“The David Lloyd Club will sit alongside the community facilities coming forward as part of the district…