Guide

What Is Synthetic Monitoring?

Use this in-depth guide to understand What Is Synthetic Monitoring?, make better monitoring decisions, and turn measurements into actions that protect real users.

Quick answer: what synthetic monitoring is

Synthetic monitoring runs scheduled, controlled checks from defined locations to test endpoints, pages or scripted user journeys. Because the inputs are repeatable, synthetics are useful for availability detection, regression checks and reproducing known workflows.

Why synthetic monitoring matters

Real-user traffic can be sparse, seasonal or absent during an outage. Synthetic probes continue testing on a fixed schedule and can alert before a user reports the problem.

What to measure

  • check success and failure by location
  • DNS, connection, TLS and server timing
  • HTTP status and response assertions
  • scripted journey step duration and failure point
  • probe health and false-positive rate

How to implement it without creating noise

  1. Start with a simple external availability check for the most important endpoint.
  2. Add content or transaction assertions so a fast error page is not counted as healthy.
  3. Use multiple independent locations for critical public services.
  4. Create scripted journeys only for stable, high-value workflows and maintain them like test code.

Common mistakes

  • Relying on one probe location for a global service.
  • Alerting on transient network noise without confirmation.
  • Writing brittle scripts that break whenever the UI changes.

How it fits with related monitoring practices

Synthetic monitoring uses controlled test traffic; RUM observes real visitors. Synthetics are excellent for repeatability and coverage when no user is present, while RUM reveals real-world diversity.

Frequently asked questions

What should I start with?

Start with one user-facing outcome and the smallest set of signals that can tell you whether it is healthy and why it changed. Add telemetry only when it answers a real operational question.

Should I alert on every metric?

No. Alert on conditions that require timely action. Keep exploratory and diagnostic measurements available for investigation without turning each one into a page.

How do I know the setup is working?

Test it with a known failure or controlled regression. Confirm that data arrives with the expected context, the alert reaches the owner and the linked evidence is sufficient to choose the next action.

Sources and further reading for synthetic monitoring

Use primary sources for definitions and current product capabilities. The references below were reviewed for this content update.