Development labs run prototype accelerators, GPU servers and electronics under changing loads, often in rooms never designed for liquid cooling. Facilities upgrades take months; test schedules don't wait.
Research groups add compute and instruments faster than campus infrastructure can follow. Tying into the building's chilled water is slow, costly and often not possible.
Edge sites put compute close to where data is created: factories, telecom shelters, retail back rooms, remote facilities. There is rarely spare floor space, power or on-site staff.
A few high-density servers or HPC nodes can outgrow a room's air cooling overnight. Upgrading the whole room is rarely justified for a handful of racks.
Cold-plate servers usually connect to a chiller through a CDU or heat exchanger. Bring your server or CDU maker's requirements for coolant, flow rate, pressure drop and supply temperature, and we'll match a unit to them.
Automated production cells increasingly carry their own compute, drives and vision systems. Heat builds up right where the work happens.
Imaging and sequencing labs pair sensitive instruments with heavy data processing. Temperature swings can interrupt runs or shorten hardware life.