1. CAP & PACELC advanced

    You run active-active across two regions. The link between them fails. What should each region do, and what would you have designed differently?

    2 min answer partitionquorummulti-regionavailability
  2. Circuit Breakers advanced

    A card-processing platform's downstream authorisation network is slow but not failing - responses arrive, just far too late. Why does a standard error-rate circuit breaker not help, and what does?

    2 min answer marqetacircuit-breakerlatencybrownout
  3. Circuit Breakers advanced

    A grocery platform's retailer inventory API is slow but not failing - responses take 6 seconds instead of 200 ms, and mostly succeed. Should the circuit breaker open? Analyse the trade-off.

    2 min answer circuit-breakerslatencydegradationinstacart
  4. Circuit Breakers advanced

    After adding circuit breakers, a partial outage now lasts three times longer than it used to. What is likely happening?

    1 min answer circuit-breakerrecoveryoscillation
  5. Circuit Breakers advanced

    You maintain circuit breakers across 200 services. Configuration drift means half are misconfigured. What do you do?

    2 min answer netflixtuningscaleautomation
  6. Clocks & Ordering advanced

    "Interview. In a multiplayer design tool, two users move the same object at the same moment. Wall-clock timestamps disagree because their machines' clocks differ by 400 ms. How do you decide what the document should show, and what would you say to an engineer who proposes using timestamps?" What is a strong answer?

    2 min answer clocksorderingcausalitylamport
  7. Clocks & Ordering advanced

    An event-processing platform orders records by the timestamp the producing service attached. Records occasionally appear out of order and some appear to arrive before they were created. What is happening and how should ordering be established?

    2 min answer credclocksorderingcausality
  8. Clocks & Ordering advanced

    Spanner uses TrueTime — an API that returns a bounded time interval rather than a timestamp — to provide externally consistent distributed transactions. What problem does this solve, what does it cost, and when is the cost not worth paying?

    2 min answer googlespannertruetimeconsistency
  9. Clocks & Ordering advanced

    Two regions both accept writes to the same user record and resolve conflicts by last-write-wins on timestamp. Users report edits silently disappearing. Explain and fix.

    3 min answer clocksorderingconflict-resolutiondropbox
  10. Consensus Protocols advanced

    A configuration change must propagate to thousands of edge locations worldwide within seconds, while remaining safe against a bad global configuration. What consistency and rollout properties does the propagation system need?

    2 min answer consensusconfigurationedgecloudflare
  11. Consensus Protocols advanced

    Where does consensus belong in an architecture, and where is it a mistake?

    1 min answer consensusquorumcontrol-planethroughput
  12. Consistency Models advanced

    A crypto exchange must decide which operations require strong consistency and which can be eventually consistent. Where should the line be drawn, and what is the cost of drawing it wrong in each direction?

    2 min answer coindcxconsistencywallettrading