1. Availability Zones beginner

    A nightly close job commits 120000 single-row transactions one at a time and finishes in about 2 minutes. After the team enables synchronous multi-zone replication on the managed database the same job takes about 5 minutes with CPU unchanged on both primary and standby. Estimate where the extra time went and say what the same arithmetic implies about synchronous replication across regions.

    3 min answer availability-zonesreplicationlatencycommit
  2. Availability Zones advanced

    One availability zone becomes unavailable. Walk through what happens to a typical three-tier application and what you would have changed.

    2 min answer zonesfailuresingle-points
  3. Availability Zones beginner Multiple choice

    Three copies of a service run in three availability zones behind one load balancer. A regional event takes all three out inside the same minute although no data centre lost power or cooling. Which property of availability zones explains why the physical separation did not help?

    3 min answer availability-zonesblast-radiuscontrol-planestatic-stability
  4. Availability Zones advanced

    What is cell-based architecture, what does it actually buy, and how do you decide cell size and routing?

    3 min answer awscell-basedblast-radiusisolation
  5. Partner & B2B Integration advanced

    A grocery platform integrates with retail partners whose inventory data varies in freshness, completeness and reliability. How should the integration be designed so one partner's bad data does not degrade the whole platform?

    2 min answer b2bdata-qualityisolationfeeds
  6. Partner & B2B Integration advanced

    An enterprise integration platform connects to many customer identity systems with different reliability and behaviour. How should directory sync, SSO and webhook processing be isolated?

    2 min answer workosssoscimisolation
  7. Partner & B2B Integration intermediate

    Partner integrations take four months from contract signature to production traffic. Engineering says the work is three days. Where does the time go and how do you cut it?

    2 min answer b2bonboardingdeveloper-experiencesandbox
  8. Partner & B2B Integration advanced

    You must make a breaking change to an API used by 5000 partner organisations. What is your plan?

    3 min answer b2bversioningdeprecationpartners
  9. Backfill & Reprocessing advanced

    A bug in a streaming job produced wrong results for three weeks. How should the backfill be designed so it does not cause a second incident?

    3 min answer backfillreprocessingreplayversioning
  10. Backfill & Reprocessing advanced

    A bug is found in a stream processor that has been running for a month. How should the correction be handled?

    2 min answer confluentreprocessingreplayidempotency
  11. Backfill & Reprocessing advanced

    A logic bug means six months of a derived table are wrong. You must reprocess without disrupting live consumers. How?

    2 min answer data-platformbackfillreprocessingcorrectness
  12. Backfill & Reprocessing beginner Multiple choice

    A logic bug means the last 10 days of a derived table are wrong. An engineer proposes resetting the running consumer group's offsets back 10 days and letting the job reprocess. What does that actually do?

    2 min answer offsetsconsumer-groupsreplaybackfill