AWS Community Day BA 2019

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!