Logging with SLF4J and Logback

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SLF4J provides a logging facade, Logback implements it efficiently. I use logger levels—TRACE, DEBUG, INFO, WARN, ERROR—to control verbosity. Parameterized logging with {} placeholders improves performance versus string concatenation. MDC (Mapped Diagnostic Context) adds contextual data like user IDs or request IDs to logs. Appenders direct output—console, files, rolling files, external systems. Patterns format log entries with timestamps, levels, thread names, class names. Async appenders improve throughput. Environment-specific configuration uses Spring profiles. Structured logging outputs JSON for centralized systems like ELK stack. Proper logging enables debugging, monitoring, and audit trails. I avoid logging sensitive data and use appropriate levels—DEBUG for development, INFO for production events, ERROR for failures.