What is Azure Monitor and Application Insights in Microsoft Azure?

Azure Monitor and Application Insights collect metrics, logs, traces, dependencies, and application telemetry. 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.