AI article

Spot vs on-demand GPUs: what breaks, and how do you make spot safe?

Community description: Spot GPUs cost up to 90% less but can vanish with 30 seconds of notice. What breaks, each cloud's notice window, the cost math and a safe setup.

Dev.to | Oct 10, 2026 | Viswaretas Kotra

Automated excerpt

Spot is safe when your job checkpoints to storage that outlives the machine, saves again when the notice arrives, resumes on start and can fall back when spot capacity runs out; without that, a few reclaims can make spot cost more than on-demand. Sources: AWS interruption notices, GCP Spot VMs, Azure Spot VMs, Modal preemption. Most spot guides stop at "use checkpoints".

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