100% Local Execution • Zero-Key Storage • PyPI Verified

Never Lose a Training Run to
a Spot GPU Eviction

The real cost of an eviction was never the downtime — it's the hours of progress that vanish with it. SpotWarp runs continuous automatic backups of your workspace in the background, then delivers sub-minute cross-cloud failover (Vast.ai ⇄ RunPod) so recovery is hands-off too. Cut GPU costs by up to 70% by safely using Spot pricing instead of on-demand.

1-Liner Auto Setup
curl -fsSL https://gpu-action.com/install.sh | bash
Non-Root / Zero Sudo Required AES-256 Encrypted License Token Python 3.8+ Native Package
Get SpotWarp Pass
SpotWarp 30s Terminal Failover Demo

Proven Hardware Cloud & AI Framework Interoperability

Vast.ai
RunPod
Lambda Labs
AWS EC2 Spot
PyTorch Native
Hugging Face
ComfyUI
vLLM
Architectural Comparison

SpotWarp vs. SkyPilot: Which Tool Fits Your Stack?

SkyPilot (UC Berkeley) is a respected multi-cloud cluster orchestrator. SpotWarp is a surgical, zero-setup failover daemon built specifically for spot GPU users. Here is an honest, engineering-first comparison.

Dimension
SkyPilot (Open Source)
SpotWarp
1-Min Setup
Time to First Run 30+ Minutes Setup Heavy Cloud Configuration
Requires Cloud CLI configuration (aws, gcloud, az), IAM security roles, VPC subnet peering, and SSH key management.
60 Seconds Flat Zero Infrastructure Setup
Single CLI command: pip install spotwarp && spotwarp guard. No cloud CLIs, no IAM policies, no cluster setup.
Security & Credentials Key Exposure Risk Cloud Master Keys Required
Requires storing root/broad IAM credentials and cloud secrets on developer machines and provisioning instances.
Zero-Key Architecture 100% Local Isolation
Zero cloud master keys stored. Runs entirely in your local daemon container. No external credential transmission.
Workflow Integration YAML DSL Required Proprietary Schema
You must convert training pipelines and container commands into SkyPilot's custom task.yaml orchestration syntax.
Zero Code Changes Drop-in Command Wrapper
Wrap any existing PyTorch script, ComfyUI instance, or Docker workload transparently: spotwarp guard -- python train.py.
Eviction & Backup Tech Periodic Bucket Snapshots Full Cluster Re-provisioning
Relies on mounted cloud storage (S3/GCS) checkpoints. Eviction triggers a full cluster redeployment lifecycle.
Continuous Delta-Sync Sub-60s Hot Failover
Lightweight background daemon continuously streams delta checkpoint slices (<1% CPU). Recovers immediately on secondary GPU.
Target Ecosystem Hyperscalers Focus AWS, GCP, Azure, OCI
Designed for enterprise clusters paying $2.00–$4.50/hr for spot instances on hyperscalers. Complex setup for marketplace GPUs.
Community GPU Marketplaces Vast.ai & RunPod Specialized
Built specifically for low-cost spot providers ($0.34/hr RTX 4090, $0.80/hr A100) where eviction rates are highest.
Cost vs. Engineering Time Free License / High DevOps $0 Software Cost
Free software, but consumes tens of hours of engineer and DevOps time in cluster maintenance, IAM fixes, and YAML configs.
Plug & Play Guard $49 / month
1-click protection. Saves hundreds of engineering hours and prevents lost GPU compute without requiring DevOps personnel.

The Honest Engineering Verdict

If your team manages a multi-cloud distributed training pipeline across AWS, Google Cloud, and Azure and already has dedicated DevOps engineers writing cluster YAMLs, SkyPilot is an outstanding orchestrator.

However, if you are an AI researcher, indie hacker, or ML team renting ultra-affordable GPUs on Vast.ai or RunPod and just want a 1-minute, zero-headache airbag that prevents lost training checkpoints without touching IAM credentials, SpotWarp is purpose-built for you.

Get SpotWarp Pass ($49/mo)

Continuous Automatic Backup

Your workspace is synced to your local machine in the background the whole time your instance runs — not just triggered after an eviction. This is the part that actually prevents loss; everything else just makes recovering from it fast.

Sub-Minute Cross-Cloud Failover

Detect eviction within seconds and race multiple replacement candidates concurrently on Vast.ai. If your cloud is out of stock, SpotWarp bridges to RunPod automatically, then migrates you back the moment cheaper capacity returns.

100% Local Zero-Key Leakage

Your Vast.ai & RunPod API keys NEVER leave your host machine. The spotwarp daemon executes locally on your server. Only subscription validation is verified centrally.

Security & Audit Verified

Audited Open-Source Security Architecture

We believe developers should never trust closed binaries with production server access. All client daemon code is 100% open-source and auditable on GitHub.

Open Core Source

Audit every single line of Python code before running on your infrastructure.

Docker Sandboxed (optional)

Prefer to run isolated in a container instead of via pip? Pull the image directly:

docker pull ghcr.io/enplabs/spotwarp:pytorch2.1
8
GPU Tiers Failover-Tested
< 60s
Typical Recovery After Eviction
Cross-Cloud Verified Both Ways
100%
Local Key Isolation
Engineering Test Record

What We've Actually Tested

SpotWarp is new, so instead of quoting customers we don't have yet, here is the real test record — what we rented, what we broke on purpose, and what recovered. Every run below used real instances and real money on Vast.ai and RunPod.

2026-08-06 & 08-08 8 / 8 PASSED

Eviction & recovery, eight GPU tiers

Rented a real instance, started the real daemon, then destroyed the instance to force a genuine eviction. Recovery confirmed end to end on A100, H100, RTX 4090, A6000, L40S, V100, H200 and B200. Total real spend for the eight-tier day: under $1.

Real rentals, both clouds ROUND TRIP

Cross-cloud bridge, verified in both directions

Not just Vast.ai → RunPod. We also verified the return leg and a full RunPod → Vast.ai → RunPod round trip on live rentals, so the bridge cloud is genuinely temporary rather than a one-way trip to a more expensive home.

2026-08-12 BYTE-FOR-BYTE

Backup integrity on a live pod

Wrote a checkpoint, a training log and a 5 MB weights file into /workspace on a real RunPod pod. All three arrived on the local machine inside a single sync cycle with matching contents, not just matching filenames.

Architecture change 20 MIN → < 60 S

Why recovery got fast

Trying replacement hosts one at a time meant one dead host could cost 10–20 minutes. SpotWarp now races four candidates concurrently and holds a 15-second grace window after the first responds, so the cheapest ready host wins — not merely the fastest to answer.

Found by testing FIXED & SHIPPED

A bug our own testing caught

A live run landed on a Vast host that had failed the marketplace's own re-verification. It never connected, and quietly ran up a $4.90 bandwidth charge pulling a Docker image. SpotWarp now skips deverified hosts entirely. We mention it because this is the kind of thing you only find by actually renting machines.

Check it yourself REPRODUCIBLE

You don't have to take our word

The client daemon is open source, the package is public on PyPI, and every release binary ships with a SHA256 checksum. Read the failover code before you run it — that is the point of shipping it open.

And what we haven't done yet

We would rather you read this before subscribing than discover it afterwards. The 14-day money-back guarantee covers you either way.

Transparent Software Pricing

One Price, Per Machine

No tiers, no per-GPU counting. One license protects everything running on that machine. Pay Vast.ai directly at wholesale spot cost — this is just the Guard subscription.

Backed by a 14-day money-back guarantee on both plans. Cancel anytime.

Have a Promo / Creator Code?

SpotWarp Monthly Pass

Flexible monthly billing. Cancel anytime.

$49 / month
  • Continuous Automatic Workspace Backup
  • Parallel Candidate Racing (sub-minute)
  • Cross-Cloud Bridge (Vast.ai ⇄ RunPod)
  • Real SSH-Verified Recovery
  • Zero-Key Leakage Security
  • Unlimited Concurrent Spot GPUs
Frequently Asked Questions

Got Questions? We Have Answers.

Everything you need to know about SpotWarp pricing, security, and failover protection.

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