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AWS Community Day BA 2019

Avatar for Sebastian Montini Sebastian Montini
June 18, 2019
Technology
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AWS Community Day BA 2019

Avatar for Sebastian Montini

Sebastian Montini

June 18, 2019
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Transcript

  1. @sebamontini Project Giraffe our struggle journey to support anomaly detection

    in over 1MM metrics per second

  2. @sebamontini Sebastian Montini Sr. Manager @ Medallia AWS Buenos Aires

    Community Leader

  3. @sebamontini Why?

  4. @sebamontini Observability

  5. @sebamontini A system is observable if you can determine the

    behavior of the system based on its outputs.

  6. @sebamontini A system is observable if you can determine the

    behavior of the system based on its outputs.

  7. @sebamontini Monitoring is the action of observing and checking the

    behavior of a system and its components over time.

  8. @sebamontini What?

  9. @sebamontini Instrumentation Collection Storage Alerting Visualization

  10. @sebamontini The Four Golden Signals

  11. @sebamontini Latency Traffic Errors Saturation

  12. @sebamontini How?

  13. @sebamontini Giraffe

  14. @sebamontini “Giraffe is a scalable metrics platform, designed with reliability

    and scalability in mind. Giraffe is based in Prometheus and Thanos, running on top of EKS within Amazon Web Services” What is it?

  15. @sebamontini Thanos

  16. @sebamontini Thanos

  17. @sebamontini

  18. @sebamontini So what?

  19. @sebamontini

  20. @sebamontini “Something that for an experienced human being might seem

    easy to identify, but it can be tricky for a machine to tell apart” What’s an anomaly?

  21. @sebamontini Exponentially Weighted Moving Average

  22. @sebamontini Holt-Winters

  23. @sebamontini What’s next?

  24. @sebamontini ✓ Currently monitoring live production workloads ✓ 100% decoupled

    from the monitoring platform What’s next? ❏ Default behavior based alerting ❏ Consensus based anomaly detection

  25. @sebamontini Thanks!