~/talk

Growing to full-suite observability with Elasticsearch & the ELK Stack (PRT267)

Talkat AWS re:Invent 2022 · 2022-11-28..12-02· [observability, machine-learning]
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Dish Media describes moving from many point tools to a single Elastic stack pipeline that ingests 10 billion records a day from 25 million endpoints, uses Elastic Agent and Fleet for collection, and adds APM and OpenTelemetry for traces and metrics. The stack runs machine‑learning jobs for anomaly detection and forecasting, surfaces business KPIs alongside operational metrics, cuts investigation time from weeks to hours, and during a hurricane automatically detects signal loss and reroutes satellites to restore about 80% of affected customers.

AI-written summary · about

  1. 0:00Intro
  2. 3:11The journey to full-suite observability
  3. 3:56We live in a world of exponential data growth and increasing complexity
  4. 4:52Advertising data lifecycle
  5. 7:26The everyday story before observability
  6. 9:44A solution that...
  7. 12:51Understanding operational and business KPIs
  8. 13:31Requiring monitoring across hybrid cloud
  9. 16:59Centralizing all data
  10. 18:36Ingest pipeline
  11. 20:11Elastic Agent: The single unified agent for logs, metrics, security, and more
  12. 21:34Collecting logs, events, and metrics
  13. 22:06Elastic APM: Flexible options for tracing
  14. 24:01Enrich the data for insights
  15. 25:52Benefits of full observability for insights
  16. 31:32Leverage comprehensive machine learning
  17. 31:56Go from reactive to proactive
  18. 35:45Machine learning applied to business data
  19. 37:29Observability and security: Start from development, not production
  20. 38:56The Dish dev cycle: Or do you test in prod?
  21. 41:31Security monitoring
  22. 45:56Before you go, here are tips to take with you
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