Implement structured logging for API requests with automatic correlation IDs, PII redaction, performance metrics, and security audit trails in JavaScript, Python, and Java backends. Use the setup command to configure request/response capture and log shipping in Node.js or Python apps for debugging, compliance, and observability workflows.
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Analyze logs for performance insights and issues
Structured logging with proper levels, context, PII handling, centralized aggregation. Use for application logging, log management integration, distributed tracing, or encountering log bloat, PII exposure, missing context errors.
Backend platform discipline: observability, API design, and service architecture practices
Commands for setting up monitoring and observability
Observability hooks for Claude Code: comprehensive event logging, performance metrics, and session diagnostics. Provides full audit trail of all Claude Code interactions without modifying behavior.
Analyze Claude Code agent session transcripts to identify inefficiencies, anti-patterns, repeated mistakes, missing tooling opportunities, and user frustration signals for continuous improvement