1. Event Sourcing advanced

    A brokerage proposes event sourcing for its account ledger. What requirements would genuinely justify it, and when is conventional state plus an audit trail the safer choice?

    2 min answer growwevent-sourcingauditledger
  2. Event Sourcing advanced

    A neobank stores every account change as an immutable fact rather than a mutable balance. Which needs justify this, how are balances materialised for fast reads, and what happens when a projection is found to be wrong?

    3 min answer nubankevent-sourcingledgerimmutability
  3. Event Sourcing advanced Multiple choice

    A system is event-sourced. A customer exercises their right to erasure. The event log is immutable. How do you comply?

    2 min answer event-sourcinggdprcrypto-shreddingprivacy
  4. Event Sourcing advanced

    A team wants event sourcing for a new order service, citing audit requirements. What do you recommend?

    2 min answer event-sourcingauditdecision-making
  5. Event Sourcing advanced Multiple choice

    An organisation wants event sourcing for its order platform because it is considered scalable. What business or audit requirements would actually justify it, and when is CRUD plus an audit log safer?

    2 min answer event-sourcingaudittemporal-queriesalibaba
  6. Event Sourcing advanced

    A ledger service rebuilds its balance projection from the event log into a new store. The rebuilt balances differ from the live ones for about 0.3% of accounts, all of them accounts with activity during two specific weeks last year. The event log has not been modified. What went wrong, and which design decision allowed it?

    3 min answer event sourcingreplaydeterminismprojections
  7. Event Sourcing advanced

    A platform considers event sourcing for auditability. What is the permanent cost teams underestimate, and what is the cheaper alternative?

    2 min answer event-sourcingauditschema-evolutionalternatives
  8. Event Sourcing advanced

    A team proposes event sourcing for a customer preferences service. What questions do you ask?

    2 min answer event-sourcingcomplexitydecision
  9. Event Sourcing advanced

    Design the data model for recording money movement in a marketplace. What properties are non-negotiable?

    2 min answer paymentsledgerimmutabilitycorrectness
  10. Event Streaming intermediate

    A downstream consumer has been failing for four days. Your event log retains three days. What happens?

    2 min answer kafkaretentiondata-lossmonitoring
  11. Event Streaming intermediate Multiple choice

    A platform processes billions of events per day and requires ordering per customer but not globally. How should partition keys and consumer groups deliver that without creating a serialisation bottleneck?

    2 min answer confluentkafkapartitioningordering
  12. Event Streaming advanced

    A ride-hailing platform must process billions of location and trip events per day, with per-trip ordering. Design the partitioning, consumer scaling and failure handling.

    3 min answer streamingkafkapartitioninguber