1. Capacity Modelling intermediate Multiple choice

    You run in three availability zones and must survive losing one. What is your maximum normal utilisation and why?

    2 min answer capacityheadroomfailure-domainsutilisation
  2. Capacity Modelling intermediate Multiple choice

    Zoom's CEO wrote on 1 April 2020 that maximum daily meeting participants went from roughly 10 million at the end of December 2019 to more than 200 million in March 2020. For any platform absorbing a 20× demand rise over three months rather than three minutes, which capacity decision does the slower surge force that the fast one does not?

    3 min answer zoomcapacity-modellinglead-timequota
  3. Career Development intermediate

    An engineer wants to become an architect. What should they deliberately practise, and what commonly stalls the transition?

    2 min answer careerpracticebreadthcommunication
  4. Career Development intermediate

    An interviewer asks: "Tell me about an architectural decision you got wrong." What is being tested, what does a weak answer look like, and what does a strong one contain?

    3 min answer interviewjudgementcalibrationlearning
  5. Career Development intermediate

    What changes between a senior engineer's job and an architect's, and what stays the same?

    2 min answer careerscopejudgementcommunication
  6. CDC Pipeline Design intermediate

    You are sizing the Kafka topic behind a CDC pipeline. The source Postgres takes about 12 million row changes a day across 40 tables, the average row is about 1.2 KB, the connector emits before and after images plus metadata, and the platform team wants 7 days of retention so a failed consumer can be rebuilt without a new snapshot. Roughly how much broker storage, and which assumption dominates the error?

    3 min answer cdckafkacapacity planningretention
  7. CDC to Stream intermediate

    A CDC connector on a 4 TB Postgres table is restarted with a changed configuration during business hours, and the operator does not realise this triggers a new initial snapshot. What happens over the next three hours, upstream and downstream?

    3 min answer cdcsnapshotreplication slotbackpressure
  8. Content Delivery Networks intermediate

    A social platform serves large volumes of user-generated media with an extremely skewed popularity distribution and a cost-sensitive business. How should the delivery path be designed?

    2 min answer sharechatcdnskewcost
  9. Content Delivery Networks intermediate

    You put a CDN in front of your site. Cache hit rate is 12%. Origin load is barely reduced. Why?

    2 min answer cachingcdnperformance
  10. Centralised vs Distributed intermediate

    When is a centralised architecture with a single relational database and vertically scaled application the right answer?

    2 min answer centralisedsimplicityscaleevidence
  11. Certification Impact on Architecture intermediate

    An organisation pursues a certification. What should change in the architecture, and what should not?

    2 min answer druvacertificationcontrolsscope
  12. Certification Impact on Architecture intermediate

    Your organisation is starting SOC 2. Someone proposes scoping it to the whole estate "to be safe". What is your advice?

    2 min answer certificationscopecompliancearchitecture