WattThe / Data center / Cooling load
Nearly every watt into a server leaves as heat. Convert IT kW to BTU/hr and tons of cooling, and see how air versus liquid cooling changes the energy bill.
The physics is unforgiving: essentially every watt of electricity a server consumes becomes heat that must be removed. The conversion chain is simple — one kW of IT load produces 3,412 BTU per hour of heat, and dividing BTU/hr by 12,000 gives tons of refrigeration, the unit the mechanical world sizes chillers in. A 1 MW hall is therefore roughly a 284-ton cooling problem before any safety margin.
What varies enormously is how much energy the cooling itself consumes. Legacy air cooling with CRAC units can burn 0.4 kW of cooling power for every IT kW; economization (using outside air or water when the climate allows) cuts that dramatically, and liquid approaches — rear-door heat exchangers, direct-to-chip cold plates, and immersion — take the overhead down toward 0.05–0.15. As rack densities climb past 50 kW with Blackwell-class hardware, liquid stops being an optimization and becomes a requirement: air simply cannot move enough heat out of those racks.
For a project pro forma, cooling overhead is the second-largest energy line item after the IT load itself, which is why the choice of cooling architecture shows up directly in your PUE and your power bill — run the same IT load through the PUE and TCO calculators on this site to see the dollar impact.
Multiply kilowatts by 3,412. A 500 kW IT load rejects about 1.7 million BTU/hr of heat, because effectively all electrical power consumed by servers is converted to heat.
One ton of refrigeration equals 12,000 BTU/hr of heat removal — historically the cooling delivered by melting one ton of ice per day. Divide total BTU/hr by 12,000 to size chillers in tons.
As a rule of thumb, air cooling becomes impractical or uneconomical above roughly 40–50 kW per rack. Modern AI racks at 80–130+ kW generally require direct-to-chip liquid or immersion cooling.
Estimates are for planning and education, not engineering design or financial advice. Verify rates with your utility and confirm electrical work with a licensed engineer or electrician.
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