1. Flaky Test Management beginner Multiple choice

    One integration test fails only in CI, only on Tuesdays, only in the 00:30 UTC scheduled run. It passes locally and on every pull-request run. What do you look at first?

    2 min answer flaky-testsclockdiagnosisquarantine
  2. Flaky Test Management intermediate

    Write the policy for handling flaky tests. What are the rules?

    2 min answer testingcipolicy
  3. Flaky Test Management intermediate

    Your test quarantine has grown to 140 tests over a year. What has gone wrong and how do you recover?

    2 min answer testingflakinessquarantinequality
  4. Fleet Management advanced

    A fleet platform adds a persistent reverse tunnel from every one of its 220,000 devices to a support broker, so engineers can open a shell on any unit and avoid a site visit. What does that buy, what does it pay, and when does the bill arrive?

    2 min answer fleetremote-accesssecurityblast-radius
  5. Fleet Management advanced

    A micromobility operator manages tens of thousands of vehicles in cities. What does the fleet management architecture need beyond tracking?

    1 min answer fleettelemetrystateoperations
  6. Fleet Management intermediate

    A platform manages a large number of field devices in varying conditions. What operational capabilities are architectural rather than operational?

    2 min answer urban-companyfleetremote-diagnosisversions
  7. Fleet Management advanced

    A vehicle fleet uploads terabytes of sensor data daily over unreliable networks and models must be updated over the air. How should edge filtering, resumable uploads, prioritisation, staged model rollout and on-device rollback be designed?

    3 min answer teslawaymofleetota
  8. Fleet Management intermediate

    An IoT platform monitors device telemetry. 800 devices stopped reporting three weeks ago and nobody noticed. Why?

    2 min answer iotmonitoringabsence
  9. Flow Metrics intermediate

    A platform team reports deployment frequency of 12 per day, lead time for changes of 40 minutes, change failure rate of 2% and recovery time of 18 minutes - elite on every band. Incidents have risen 40% over two quarters. Review the measurement.

    3 min answer doraflow-metricsmeasurementgoodhart
  10. Flow Metrics intermediate

    A team's lead time from commit to production is three days. Which component is usually the largest, and how is it found?

    2 min answer linearlead-timeflowreview-latency
  11. Flow Metrics intermediate

    An engineering director tells you that team A has a change failure rate of 2% and team B's is 18%, and asks you to find out what team A is doing right so the practice can be spread. Walk me through how you would answer.

    3 min answer flow-metricschange-failure-rategoodhartmeasurement
  12. Flow Metrics advanced

    Delivery leadership says releases are too slow and wants the engineering team to "move faster". Lead time from commit to production is 21 days. How do you investigate, and what do you expect to find?

    2 min answer flowdeliverylead-timequeues