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AI Inference Server Backup and Disaster Recovery Plan

What to back up on a self-hosted AI inference server, restore time objectives, and the simplest DR plan that actually works.

Table of Contents

  1. What to back up
  2. DR plan
  3. Verdict

Most AI deployments don't have a DR plan because "the model is on Hugging Face". The other 80% of state matters too.

TL;DR

Back up: vector store data (Qdrant snapshots), fine-tuned LoRA adapters, per-tenant config, request logs, build manifest with pinned versions. RTO target: 1 hour. Test the restore quarterly.

What to back up

  • Qdrant snapshots (daily, off-server)
  • LoRA adapters (after every training run)
  • LiteLLM config + API key database
  • Build manifest: vLLM version, driver version, model commit SHAs
  • Request logs (compliance-required retention period)

Don't back up: model weights from Hugging Face (re-downloadable).

DR plan

  1. Provision new dedicated GPU server (under 24h via GigaGPU)
  2. Install pinned versions from build manifest
  3. Restore Qdrant snapshot
  4. Restore LoRA adapters
  5. Restore LiteLLM config
  6. Re-download model weights from Hugging Face
  7. Smoke test, flip DNS

Verdict

DR for AI is mostly the same as DR for any backend, with one twist: model weights are external (Hugging Face) and re-downloadable.

Bottom line

Boring infrastructure pays back when something breaks. See on-call runbook.

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