1. Load Shedding advanced

    A fantasy-sports platform faces a synchronised traffic spike in the minutes before a major match starts. Workers are saturated. What should be shed, in what order, and what must never be shed?

    2 min answer dream11load-sheddingprioritisationburst
  2. Load Shedding advanced Multiple choice

    An AI inference service receives computationally expensive requests with unpredictable bursts, where a single request can occupy a GPU for many seconds. Which combination of controls should it use, and in what order do they apply?

    2 min answer load-sheddingadmission-controlbatchingopenai
  3. Load Shedding intermediate

    Define the degradation ladder for an e-commerce site under extreme load. What is shed, in what order, and who decides?

    2 min answer retaildegradationprioritisationbusiness
  4. Load Shedding advanced

    One customer's batch job saturates a shared service and degrades everyone. Rate limiting them fixes it, until the next customer does the same. What is the structural answer?

    2 min answer multi-tenancyisolationadmission-controlfairness
  5. Load Shedding advanced

    Your service is at capacity and must reject some traffic. What do you shed, and how do you decide?

    2 min answer overloadprioritisationresilience
  6. Load Shedding advanced

    Your service will exceed capacity by 30% during a known peak. Do you shed load or brown out, and how do you decide what goes first?

    2 min answer sheddingbrownoutdegradationprioritisation
  7. Messaging & Queues advanced

    A flash sale causes an incident. Two hours later the fault is fixed but 4 million jobs are backed up and notifications are hours late. Walk through recovery and prevention.

    3 min answer queuesbackpressureshopifyincident
  8. Messaging & Queues intermediate

    A notification service must deliver push notifications for mentions. What delivery guarantee do you offer, and how do you avoid sending duplicates?

    2 min answer notificationsidempotencydeliverydesign
  9. Messaging & Queues intermediate

    A team proposes an event-streaming platform for a background job workflow processing a few hundred thousand jobs a day. What is gained, what is paid for, and when is a database-backed queue the better engineering decision?

    2 min answer queueskafkaoperational-costgitlab
  10. Messaging & Queues intermediate

    For each of these, choose a queue or a stream and justify it — order fulfilment tasks, an audit trail, cache invalidation, and rebuilding a search index.

    2 min answer queuesstreamsretentionreplay
  11. Retries & Backoff advanced

    A dependency degrades to 2-second latency rather than failing outright, and retries triple the load on it. Why is slow worse than down, and which mechanisms actually prevent the amplification?

    2 min answer retriesdeadlinesadaptive-concurrencyload-shedding
  12. Retries & Backoff advanced

    A dependency degrades. Your service retries three times with exponential backoff. The dependency never recovers until you deploy a change. Why?

    2 min answer retriesoverloadjitter