Architecture Pony

Oct 29, 2026 · Backend Development

Spring Boot Observability Trio: Metrics, Tracing, Logging Trade-offs & Integration

A comprehensive guide to implementing Spring Boot 3.x observability covering Micrometer Observation API, OpenTelemetry tracing, structured logging with MDC, cardinality control, sampling strategies, async context propagation, and practical integration patterns for correlated debugging.