APM, logs, metrics, deployments, and incidents only correlate cleanly when telemetry uses consistent tags. If one service reports as `checkout`, another as `checkout-api`, and deployments omit version tags, responders waste time joining signals manually during incidents.
Without following this practice, teams typically discover the problem during a production incident. The cost of fixing issues reactively is 10-100x higher than preventing them proactively. This becomes especially dangerous at scale when multiple teams depend on the same infrastructure, because one team's shortcut becomes another team's outage. Organizations that skip this practice often find themselves in a cycle of firefighting instead of building. The pattern is predictable: it works fine in development, survives staging, and fails spectacularly in production under real traffic and real failure conditions.
