How should API deprecation be designed for production?

For production, announce the replacement, publish a support timeline, identify active consumers, add deprecation metadata where possible, monitor usage, and remove only after the agreed window. Add automated tests and observability around the critical behavior, document ownership and failure handling, and review the design when traffic, dependencies, or security requirements change.