Why is distributed tracing and correlation IDs important in production systems?

distributed tracing and correlation IDs is important because production systems depend on predictable behavior under real load and failure conditions. In practice, teams should propagate standard trace context across HTTP and messaging, include trace identifiers in structured logs, sample deliberately, avoid sensitive data in spans, and preserve context across asynchronous boundaries.