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hardScenarioDesignSeniorStaff

How do you design a petabyte-scale telemetry pipeline that decouples generation from storage while aggressively curbing backend SaaS costs?

2 min readUpdated 2026-08-15

Answer

Short answer

An architectural blueprint for unified observability pipelines, focusing on edge processing, intelligent tail-based sampling, and vendor-agnostic telemetry.

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Likely follow-ups

  • How do you decide what to sample at the edge collector versus the gateway when the two tiers disagree on a trace's importance?
  • What happens to this pipeline when a single misbehaving service starts emitting fifty times its normal log volume?
  • How do you verify that tail-based sampling isn't silently discarding traces that matter to a specific customer?

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