MLOps Academy · Lesson

Define Automatic Rollback Criteria

Revert when error or latency breaches a guardrail.

Why Automate Rollback

At 3 a.m. nobody is watching dashboards. Automatic rollback lets the system itself revert a bad model the moment it crosses a danger line. 🚨

Pick Clear Guardrails

A rollback rule needs a measurable guardrail metric, like error rate or p99 latency, with a number that clearly means trouble.

All lessons in this course

  1. Canary Rollouts: Ship to a Few First
  2. Shadow Traffic Without User Impact
  3. Define Automatic Rollback Criteria
  4. Progressive Delivery with Argo Rollouts
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