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Observability

OTel: free-recall review

Crux Free-recall prompts across the OTel unit. Answer each in your own words first, then reveal the model answer and compare.
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◷ 13 min

Retrieval beats re-reading. For each prompt, say or write a full answer from memory before you open the model answer — the effort of recall is what makes the unit stick.

Goal

Reconstruct the unit’s spine — the four-piece architecture, where vendor-neutrality lives, why Semantic Conventions are the highest-leverage discipline, head vs tail sampling, the agent-to-gateway pattern, and Collector operations — without looking back at the lessons.

Recall before you leave
  1. 01
    Name the four pieces of OTel and the single job of each.
  2. 02
    Where exactly does vendor-neutrality live, and what are the two ways it silently erodes?
  3. 03
    Why are Semantic Conventions the highest-leverage discipline in OTel, given that neither the SDK nor the Collector enforces them?
  4. 04
    Contrast head and tail sampling, and state the textbook production combination.
  5. 05
    Describe the agent-to-gateway deployment pattern and why tail sampling requires it.
  6. 06
    List the production operations disciplines that keep the Collector from failing silently, and the highest-frequency failure modes.
Recap

If you could reconstruct each answer from memory, you hold the unit’s spine: OTel is API + SDK + Collector + OTLP; neutrality lives at the application edge and erodes via vendor SDKs in code or proprietary Collector processors; Semantic Conventions are the governance lever that makes signals correlate; head sampling is cheap-but-blind and tail sampling is curated-but-stateful, combined in the ParentBased + tail pattern; the agent-to-gateway topology with trace_id-hashed routing makes tail sampling possible; and the Collector is critical-path infra that demands HA, persistent queue, and self-monitoring so its own failure is observable.

Continue the climb ↑OTel: config and trace reading
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