Why Your Prometheus Graphs Are Lying to You

📰 Medium · DevOps

Learn how to accurately interpret Prometheus graphs by understanding the differences between counters, gauges, and rate functions

intermediate Published 10 Jun 2026
Action Steps
  1. Understand the difference between counters and gauges in Prometheus
  2. Use rate() function correctly to measure rates
  3. Be aware of the limitations of irate() function for real-time monitoring
  4. Configure Prometheus to display accurate graphs
  5. Test and validate your Prometheus graphs
Who Needs to Know This

DevOps teams and engineers responsible for monitoring and metrics can benefit from this knowledge to make informed decisions

Key Insight

💡 Counters don't measure rates, gauges don't need rate(), and irate() isn't always real-time

Share This
️️️Don't let your Prometheus graphs deceive you! Learn about counters, gauges, and rate functions to make informed decisions

Key Takeaways

Learn how to accurately interpret Prometheus graphs by understanding the differences between counters, gauges, and rate functions

Full Article

Counters don’t measure rates. Gauges don’t need rate(). And irate() isn't as real-time as you think. Continue reading on Medium »
Read full article → ← Back to Reads

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