The real total cost of ownership of a GPU server
The purchase price of a GPU server is only the start. To compare options honestly, you need total cost of ownership over the life of the machine.
What TCO actually includes
- Hardware purchase, amortised over its useful life (often 3–5 years).
- Hosting: rack space, power and cooling.
- Network: uplink and traffic.
- Operations: monitoring, remote hands, your own team time.
- Opportunity cost of capital tied up in hardware.
Why per-hour cloud looks cheap, until it is not
An hourly GPU rate feels small, but multiply it by 720 hours a month and 36 months and it often dwarfs the cost of owning and colocating the same class of hardware.
Colocation as the middle path
Colocation lets you own the appreciating-in-usefulness asset while outsourcing the parts that need a datacenter. Transparent per-U pricing and metered power make the hosting side easy to forecast.
Build a simple 36-month spreadsheet: hardware ÷ months + hosting + power + network + a line for your team time. Compare that to the equivalent cloud bill.
In short: True GPU-server cost is hardware amortisation plus hosting, power, network and operations, not the sticker price. Order colocation