4.1Why Structured Logging Matters for QA

Unstructured logs are human-readable but machine-hostile. When a production incident occurs at 3 AM, you need to query logs programmatically -- filter by service, time range, error type, and user ID. Structured logging outputs events in a parseable format (JSON), enabling automated analysis, filtering, and correlation that is impossible with free-text logs.