The outcome

Release a tested deployment without changing the client endpoint or losing a fast rollback path.

Step by step

A workflow you can repeat.

  1. 01

    Create staging and production environments with explicit instance type, minimum and maximum replicas, concurrency, and scale-down delay.

  2. 02

    Promote the candidate to staging and run automated evaluations, load tests, cold-start checks, and manual output review.

  3. 03

    Compare metrics with the current production deployment and define abort thresholds for errors, latency, quality, and cost.

  4. 04

    Promote through a canary or controlled traffic shift while monitoring logs, traces, replicas, queueing, and application outcomes.

  5. 05

    If thresholds fail, re-promote the last known-good deployment; otherwise deactivate obsolete versions to stop unnecessary cost.

Working standard

What good use looks like.

  • Separate deployment from promotion.
  • Set scaling from measured concurrency.
  • Keep rollback rehearsed and immediate.

Official references

Check the current product documentation.