1. Failure Modes advanced

    A downstream service slows from 50 ms to 3 s. Within two minutes every service in the request path is down, including ones that do not call it. Explain the mechanism.

    2 min answer cascadingpoolslittle's-lawretries
  2. Failure Modes advanced

    A ride-hailing platform has a severe driver shortage in one region. Demand estimation, pricing, dispatch, queueing and driver incentives all interact. How do you prevent an unstable feedback loop?

    2 min answer olamarketplacefeedback-looppricing
  3. Failure Modes advanced

    One instance in a fleet of 20 is failing 30% of its requests. Health checks pass, aggregate error rate is 1.5%, no alerts fire. How do you detect and handle this?

    2 min answer gray-failureobservabilityresilience
  4. Failure Modes advanced

    One instance in a fleet of fifty is returning correct responses very slowly. Health checks pass and it stays in rotation. How do you detect and handle this?

    2 min answer grey-failurehealth-checksdetectionmitigation
  5. Failure Modes advanced

    Roblox's 2021 outage lasted 73 hours after a service-discovery and key-value cluster degraded under contention. Trace the failure chain, and identify the three architectural properties that turned a degradation into a three-day outage.

    2 min answer robloxconsulservice-discoverycascading-failure
  6. Failure Modes advanced

    What happens when a globally distributed real-time communication service loses an entire region - and how should DNS, health checks, traffic steering, failover, connection draining and data consistency interact?

    3 min answer failure-modesregional-failurefailoverdns