~/talk

Observability 2.0 - Much more than just logs,metrics and traces

Talkat Conf42 Observability 2025 · on Thursday, 2025-06-05· [machine-learning, observability]
slides:none on file

Claims that OpenTelemetry collector (receiver → processor → exporter) cuts downtime by standardizing telemetry and routing to multiple back ends, that eBPF surfaces kernel‑level traces for root cause, and that ML/LLMs detect anomalies, predict severity and summarize incidents. Describes a working ingest control pipeline that applies dynamic sampling filtering deduplication aggregation and edge processing to drop noise and save storage (e.g., avoid shipping logs to S3). Asserts faster recovery and click‑to‑scale automation.

AI-written summary · about

  1. 0:00Introduction and Speaker Background
  2. 0:36Agenda Overview
  3. 0:48Evolution of Observability
  4. 3:57The Rise of Open Telemetry
  5. 5:25Understanding the Open Telemetry Collector
  6. 6:04Machine Learning in Observability
  7. 6:53Key Data Types in Observability 2.0
  8. 7:25Comparing Traditional and Modern Observability
  9. 7:58Cost Management and Smarter Data Pipelines
  10. 9:15AI-Driven Future of Observability
  11. 10:28Conclusion and Further Resources
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