~/talk

99.99% of Your Traces Are (Probably) Trash

Talkat SREcon24 Americas · 2024-03-18..03-20· [observability, data-engineering]
slides:none on file

Sampling reduces trace volume by design: use OpenTelemetry SDKs and the OpenTelemetry collector with head (probabilistic, rate-limit, adaptive) and tail (latency, error, attribute) policies, or combine them. Empirical claim: you can safely drop to 0.1% in some contexts; worked example shows 600,000 checkout traces generated, tail-only stores ~16,395 but combined 1% head + tail stores 600,000→164 traces while preserving nearly all errors and high-latency examples.

AI-written summary · about

  1. 0:00Distributed tracing struggles
  2. 2:10Tracing adoption history
  3. 6:22Sampling crucial for cost
  4. 9:52Spans to traces in collector
  5. 12:41Head vs constant sampling
  6. 17:19Tail-based sampling policies
  7. 21:55Sampling strategies case study
  8. 28:36Dynamic sampling context
  9. 30:45Linking telemetry types
  10. 32:53Future of tracing
  11. 34:36Q&A
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