Technical Engineering Hub

SaladCloud Field Notes & GPU Reliability

What we learned deploying and testing on SaladCloud, written up plainly, including the parts that did not work the first time.

All Articles SaladCloud Engineering MLOps & Reliability Generative AI
SaladCloud Engineering 6 min read · 2026-10-21

Deploying a Container Recipe on SaladCloud: Seven Things We Learned by Testing It

We deployed our own SaladCloud recipe through the public API several times before sharing it. Here is every problem we hit, what caused it, and the fix, so your first deploy goes faster than ours.

MLOps & Reliability 7 min read · 2026-10-21

Losing a Training Run on SaladCloud: What Actually Protects Your Progress

SaladCloud runs on consumer GPUs that can disconnect at any time. The cost of that is not the downtime but the progress since your last saved checkpoint. A plain comparison of the ways to protect it.

Generative AI 4 min read · 2026-10-21

Running ComfyUI on SaladCloud: Inference Rarely Needs Failover, Long Jobs Do

A failover tool is the wrong answer for most ComfyUI and image generation APIs. Replicas and queues handle lost nodes better. Here is how to tell which kind of workload you have.

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