A removable immersion cooling infrastructure module can have a form factor equivalent to that of one or more of the computing devices being cooled by immersion cooling, thereby enabling the immersion cooling infrastructure module to be installed and removed in the same simplified and efficient manner. Moreover, the quantity of immersion cooling infrastructure modules can be varied depending on need, since the immersion cooling infrastructure modules and computing devices can be interchangeable within the openings designed to house the computing devices. An immersion cooling infrastructure module can comprise a filter, a pump that can circulate the immersion cooling liquid through the filter, a power supply and a controller, with the module receiving power, and, optionally, communications and other like connectivity, from the same source as the computing devices.