Why is distributed tracing important in production systems?

distributed tracing matters because production systems must remain understandable and recoverable as traffic, teams, dependencies, and failure modes grow. Applying it consistently reduces operational surprises, improves troubleshooting, and creates clearer contracts between developers, platforms, security controls, and dependent services.