1. Explaining Trade-offs intermediate

    An executive asks why the new system "feels slower" when your dashboards show average response time improved. How do you explain it?

    1 min answer communicationperformancepercentiles
  2. Explaining Trade-offs intermediate

    You must explain the same decision — moving from a monolith to services for one domain — to a CFO, an engineering manager and an engineer. What changes?

    2 min answer communicationinfluenceaudiences
  3. Facilitation intermediate

    A cross-team design session for a shared capability produces no decision after ninety minutes. What went wrong in the facilitation?

    2 min answer browserstackfacilitationdesign-sessiondecision
  4. Facilitation intermediate

    A design session with twelve participants produces no decisions and everyone leaves frustrated. What should the facilitator have done differently?

    2 min answer facilitationdecision-makingmeetingsstructure
  5. Failure Thinking intermediate

    A major platform launch is three months away. How would you run a pre-mortem, and why bother?

    2 min answer riskfacilitationmeta-skills
  6. Fault Isolation intermediate

    A design platform's synchronous editing experience and its asynchronous export rendering share a compute cluster. Exports occasionally saturate it and the editor becomes unusable. What would you change?

    2 min answer fault-isolationbulkheadsworkload-separationcanva
  7. Fault Isolation intermediate Multiple choice

    Fastly's June 2021 incident saw a valid customer configuration trigger a latent bug from a May deployment, returning errors across most of its network for under an hour. You run a multi-tenant API where one tenant's input can reach a latent defect in shared code. Which isolation approach limits the damage?

    4 min answer fastlycellsshuffle shardingblast radius
  8. Feature Flags intermediate

    A codebase has accumulated hundreds of feature flags, many years old. What went wrong, and what discipline prevents it?

    2 min answer sentryfeature-flagslifecyclecomplexity
  9. Feature Flags intermediate

    A platform has accumulated hundreds of feature flags and nobody knows which are safe to remove. What went wrong, and what practice prevents it?

    2 min answer feature-flagsdebtlifecyclecomplexity
  10. Feature Flags intermediate

    A team adopts feature flags enthusiastically and two years later the codebase is full of them. What went wrong, and how should flags be managed as a lifecycle?

    3 min answer feature-flagstechnical-debttestinglifecycle
  11. Feature Flags intermediate

    Your feature flag service becomes unavailable. What happens to the fleet, and what should happen?

    2 min answer flagscontrol-planefallbackavailability
  12. File Formats & Compaction intermediate

    A lakehouse team raises its compaction target file size from 128 MB to 1 GB and switches the write codec from Snappy to Zstandard. Query cost falls. What did they give up, and when does that bill arrive?

    2 min answer datadogcompactionparquetzstd