Metrics, Logs, and Traces: three different signals
CloudWatch Metrics are numeric time-series data (CPU utilization, request count) — cheap to store and query, but they tell you WHAT happened, not why. CloudWatch Logs capture the actual event text, queryable with Logs Insights, and are what you go to for the WHY. X-Ray traces a single request's path across multiple services, showing WHERE time was spent — the tool for diagnosing latency in a distributed system that metrics and logs alone can't localize. A CloudOps engineer typically starts with a metric alarm, then drops into logs or traces to find the root cause.