MLOps Academy · Lesson

Expose Metrics with Prometheus

Track request rate, errors, and duration.

Logs vs Metrics

Logs tell the story of one request. Metrics are numbers aggregated over many requests, so you can see trends like rate and error count at a glance. 📈

Meet Prometheus

Prometheus is the standard tool for collecting these numbers. Your service exposes metrics, and Prometheus regularly reads them for you.

All lessons in this course

  1. Structured Logs for Predictions
  2. Expose Metrics with Prometheus
  3. Build a Grafana Dashboard
  4. Alert on Latency and Error Spikes
← Back to MLOps Academy