SpotWarp - Never lose a training run to a Spot GPU eviction
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SpotWarp is a 100% local CLI daemon that prevents data loss from Spot GPU evictions (Vast.ai + RunPod).
- Continuous Backup: Auto-syncs /workspace/ checkpoints to local storage in real-time.
- Sub-Minute Failover: Rents & SSH-verifies candidates concurrently in under 45s.
- Cross-Cloud Bridge: Fallback to RunPod & auto-failback when cheaper rates return.
- Zero-Key Leakage: API keys stay 100% on your local machine.
Save up to 70% on compute bills safely.

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Hey Product Hunt! 👋
Today is a milestone for us — we just closed our FIRST deal.
A research team needed an H100 cluster urgently. AWS quoted $4.76/hr. We matched them with an idle enterprise node at $2.19/hr. Same hardware. 70% cheaper. Done in hours.
That's GPU-Action in action.
The problem we're solving:
• AWS/GCP GPU costs are crushing AI startups & researchers
• Enterprise GPU nodes sit idle every night
• There's no efficient market connecting supply to demand
We bridge this gap — actively matching workloads to clusters based on specs, duration, and budget.
What launched today:
→ Live cost calculator (H100/A100/L40S/RTX4090 vs AWS/GCP/Azure)
→ Compute Waitlist for priority cluster access
→ Supplier portal for GPU owners to monetize idle nodes
We're small, scrappy, and hungry for feedback.
What would make GPU-Action a no-brainer for your team?
Drop a comment — I read every single one. 🙏
— Eric, Founder @ GPU-Action
https://gpu-action.com