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Evolution of the Metrics Pipeline: How the Architecture Scaled with Load

TalkinRussianat HighLoad++ 2024 · 2024-12-02..12-03· [observability, data-engineering]
links:none on file
slides:none on file

Describes how Tinkoff Bank’s observability platform Sage for telemetry evolved as load increased: which components and storage technologies were used to collect, store and analyze metrics, and how the system architecture changed to handle higher ingestion and query volumes.

AI-written summary · about

  1. 0:00Introduction
  2. 1:09False alerts and load growth
  3. 3:23Import substitution era
  4. 5:06First metrics and centralization
  5. 6:14Monitoring system 2020
  6. 9:48Storage load problems
  7. 11:37ClickHouse transition
  8. 13:05Metrics collector scaling
  9. 16:01Kafka incident and loose coupling
  10. 17:29Alerting Engine and global search
  11. 18:54System stabilization
  12. 20:20Kubernetes adoption
  13. 21:44Direct writers and long-term storage
  14. 23:51VictoriaMetrics cluster
  15. 26:43Noisy neighbor issues
  16. 29:30Write latency problems
  17. 32:39Collector optimization
  18. 33:43Short vs long-term storage
  19. 35:13ClickHouse disk nuances
  20. 36:15Load growth and reliability
  21. 38:26Key lessons
  22. 39:08Future plans
  23. 40:13Observability community
  24. 41:17Q&A
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