An information handling system, including a plurality of computing modules; a rack-mountable tray including: a plurality of bays, each bay including a cold fluid intake and a warm fluid return, wherein each computing module of the plurality of computing modules is engaged with the cold fluid intake and the warm fluid return of one or more of the bays of the plurality of bays; and a fluid circulation system positioned within the tray and coupled to the cold fluid intake and the warm fluid return of each of the bays, the fluid circulation system introducing, for each bay that a respective computing module is engaged with, fluid within the computing module via the cold fluid intake of each bay and returning warm fluid via the warm fluid return of each bay to transfer heat from the computing modules.