What is Amazon CloudWatch and AWS X-Ray in AWS?

Amazon CloudWatch provides metrics, logs, alarms, and dashboards, while AWS X-Ray supports distributed tracing. In practice, the value of this concept comes from understanding where it belongs in the architecture, what problem it solves, and what constraints or tradeoffs it introduces.