Canary Deployments

Concepts: paEnvironmentMgmt

What They Want to Hear 'Run v1 (current) and v2 (new) in parallel on a data subset. Compare outputs. If identical, promote v2 to full production. If they differ, investigate before rolling out. This catches bugs that unit and integration tests miss: subtle logic changes that produce slightly different numbers.'