~/talk

Monitoring Reactive Applications

Talkat Scala Days Berlin 2016 · 2016-06-15..06-17· [observability]
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slides:none on file

Reactive systems require tracing across async hops not stack traces, so this work builds a monitoring approach that instruments Akka/Play/Scala apps, emits lightweight events with distributed tracing with traceID/parentID, and trades detail for cost via sampling and delta reporting. It contrasts push backends (StatsD) with pull-based Prometheus, explains dynamic config to enable focused tracing, and describes a Lightbend monitoring product running about a year that collects metrics, traces and anomaly detection while warning that full-event logging can overwhelm clusters.

AI-written summary · about

  1. 0:00Intro
  2. 0:29What is Monitoring?
  3. 0:50Monitoring Categories
  4. 1:29Types of Monitoring • System Monitoring • Business Activity Monitoring
  5. 2:51Traditional Monitoring: Metrics and Debugging
  6. 6:33Architecture Shift : Cloud Computing
  7. 9:18Architecture Shift : Business Impact
  8. 10:02Architecture Shift: The Result
  9. 10:27Architecture Shift: Enter Reactive
  10. 11:42Architecture Shift: Freedom for all!
  11. 14:28Monitoring Reactive Applications: The Challenge
  12. 16:50Monitoring Reactive Applications: Tracing
  13. 18:35Monitoring Reactive Applications: Dapper
  14. 19:36Monitoring Reactive Applications: Trace Info.
  15. 20:10Monitoring Reactive Applications: Trace Events
  16. 21:19Monitoring Reactive Applications: Lightbend Monitoring
  17. 22:58Monitoring Reactive Applications: Cost Mitigation
  18. 24:11Trends in Monitoring: Configuration
  19. 25:29Trends in Monitoring: Dynamic Configuration
  20. 27:17Trends in Monitoring: Pull/Push - Metrics Transfer
  21. 27:49Trends in Monitoring: Pull/Push - Discoverability
  22. 28:31Trends in Monitoring: Pull/Push - System Status
  23. 34:09Trends in Monitoring: Self Monitoring
  24. 37:02Best Practice
  25. 40:11Lightbend Monitoring: What is next?
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