When Not to Refactor
Refactoring is not automatically good; timing, risk, and business context matter.
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Refactoring is not automatically good; timing, risk, and business context matter.
Designing API responses, errors, and versioning so clients do not break constantly.
Logs, metrics, traces, and clear errors are not DevOps extras. They are part of backend engineering quality.
Keeping diagrams useful by making them explain ownership, flow, risk, and decisions.
Using request objects for authorization, normalization, and clear input contracts.
Keeping models expressive without turning them into the entire application.