Use when requests involve logging strategy, log schema design, JSON logs, correlation and trace context, log noise reduction, or making logs operationally useful for debugging and analytics. Design and implement structured logging for applications and services: event naming, field conventions, correlation identifiers, severity levels, sampling, redaction, and log pipeline readiness across HTTP, workers, background jobs, and infrastructure boundaries.
