Page 5 of 8~120 min topic

Deploy a RAG app

Debug false-ready and dependency outages

When new pods serve empty index while old pods terminate — citation miss spike, the system must degrade on purpose without widening blast radius.

~15 min this pageDebugging

1Learn the idea

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Classify and bound retries

Map failure classes for GET /readyz: retryable vs fatal vs needs-human. Retries need budgets, jitter, and idempotency rules aligned to readyz fails if index digest ≠ pinned digest; rollback restores previous digest in < 2 min. The chapter’s signature failure — new pods serve empty index while old pods terminate — citation miss spike — must take a deliberate branch, not a generic catch-all.

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Containment path

Implement the degrade/rollback/refuse behavior platform engineer shipping faq-index@sha256:a1b2 to staging needs when DEPLOY-EMPTY-INDEX-5 repeats. Prefer scoped controls (one flag, one weight, one tenant, one secret version) over fleet-wide restarts. Preserve evidence; do not delete logs to “clean the demo.”

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Implementation artifact

kubectl rollout undo deploy/faq-rag
kubectl wait --for=condition=available deploy/faq-rag --timeout=120s

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Verify harm reduction

After containment, check ready_ratio == 1 and citation_miss_rate ≤ 0.02 during rollout moves in the safe direction and watch for retry amplification. Write the stop condition that ends the incident response for this lab.

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Stage depth

Chaos note: inject only one fault class at a time and restore fixtures after. Watch for dual failures — dependency down and retry amplifier — which is how new pods serve empty index while old pods terminate — citation miss spike becomes an outage. Customer communication templates (even if only for the drill) beat silence. If you queue deferred work, define poison-message handling. Budget documents should state the maximum extra spend allowed during retries. Close the loop by linking the containment action to a dashboard panel for ready_ratio == 1 and citation_miss_rate ≤ 0.02 during rollout.

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Field notes for `deploy-rag-app` / `failure-handling`

Draw a state diagram for degrade modes and put it in the repo as ASCII if needed. Cap concurrent retries across the process, not only per request. Ensure cancellation propagates to downstream HTTP clients. When failing closed, choose a user-visible message that does not leak internals. Practice the single command that flips the kill switch or weight to zero. After recovery, drain or inspect deferred work before declaring green. In this chapter the product is containerized café FAQ RAG with readiness probes and versioned index pin, the human stakeholder is platform engineer shipping faq-index@sha256:a1b2 to staging, and the incident id you design against is DEPLOY-EMPTY-INDEX-5. Re-state the oracle in your notes — kubectl rollout status shows ready; /readyz 200 only when index pin matches — and keep the invariant visible: readyz fails if index digest ≠ pinned digest; rollback restores previous digest in < 2 min. Track ready_ratio == 1 and citation_miss_rate ≤ 0.02 during rollout as the scoreboard. Surface under change control: GET /readyz. If you only have forty minutes, finish the fixture for new pods serve empty index while old pods terminate — citation miss spike before polishing UI. Promotion language stays ternary: promote, hold, or roll back based on evidence, not hope.

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Before you start

Why this matters

Assume new pods serve empty index while old pods terminate — citation miss spike is happening right now. Write the first safe action, the signal that confirms containment, and the action you will not take (infinite retry, broad restart, deleting evidence). Tie the plan to invariant: readyz fails if index digest ≠ pinned digest; rollback restores previous digest in < 2 min.

In the wild

See how this idea shows up as a product and a company — then come back to the lesson. Skills transfer across vendors.

Check your understanding

Page assessment

Answer from memory. Completion is saved from this evidence, not from opening the next page.

1. Are retry budgets explicit?
2. Is containment scoped?
3. Do you preserve evidence for DEPLOY-EMPTY-INDEX-5?

All responses are required.