1. The Six Rs intermediate Multiple choice

    Of the six migration strategies, which is most often skipped and why does that matter?

    1 min answer six-rsretireportfoliorationalisation
  2. SLI, SLO & SLA intermediate Multiple choice

    A brokerage sets a single availability target of 99.9% for its whole platform. Why is that wrong, and what should replace it?

    2 min answer zerodhaslojourneysavailability
  3. SLO Monitoring intermediate Multiple choice

    A checkout API has a 99.9% availability SLO and the team must decide where the indicator is computed from. The candidates are load-balancer access logs, in-process server metrics, the mobile client's own reporting, and synthetic probes. Which should be the primary source?

    3 min answer sloslimeasurementavailability
  4. SLO Monitoring intermediate Multiple choice

    A food-delivery platform in Zomato's mould pushes order-status events to restaurant tablets and to customers through a queue-backed webhook fleet. The complaints are that status arrives late rather than that it never arrives. Which indicator should the SLO be written on?

    3 min answer slofreshnessasynchronouswebhooks
  5. Slowly Changing Dimensions intermediate

    A "customers by segment" dashboard tile reports 104,300 where the customer table holds 100,000 rows. Revenue on the same dashboard is also about 4% high. The join looks correct, the pipeline is green, and re-running changes nothing. What is happening?

    3 min answer scd2joinsfan-outdbt tests
  6. Slowly Changing Dimensions intermediate

    A customer's attribute changes. Which slowly-changing-dimension approach should be used, and what decides it?

    2 min answer scdhistorypoint-in-timereporting
  7. Slowly Changing Dimensions intermediate

    A retail platform's product attributes change over time, and historical reports must reflect the values as they were. What modelling approach handles this?

    2 min answer nykaascdhistorydimensional
  8. Slowly Changing Dimensions intermediate Multiple choice

    The business asks why the regional sales report changed for a period that closed six months ago. What happened, and what is the fix?

    2 min answer dimensional-modellinghistorycorrectness
  9. Soak Testing intermediate

    A platform passes every load test yet degrades after several days of continuous operation. What class of problem is this, and what testing finds it?

    2 min answer soak-testingmemory-leaksresource-exhaustionendurance
  10. Soak Testing intermediate

    A service is restarted nightly by a cron job and nobody remembers why. What do you suspect and how do you confirm it?

    2 min answer soak-testingmemory-leakresource-leaktrends
  11. Soak Testing intermediate

    A service performs well in load tests and degrades after several days in production. What class of problem is this, and how is it found before release?

    2 min answer credsoak-testingleaksfragmentation
  12. Soak Testing intermediate

    A team proposes replacing its weekly 48-hour soak with a 30-minute soak in every pipeline run. Review the proposal. What would you keep, what would you change, and what can a 30-minute run never find?

    3 min answer soak-testingdriftregression-gatememory