1. Cost vs Reliability advanced

    A cost-sensitive platform must choose between a highly available architecture and a cheaper one with a wider failure domain. How should the decision be made?

    2 min answer physics-wallahcostreliabilityslo
  2. Cost vs Reliability advanced

    A team is asked to reduce infrastructure cost by 30%. How do you make the reliability trade-off explicit rather than accidental, and what should be cut first?

    2 min answer costreliabilityslotradeoff
  3. Cost vs Reliability advanced

    One architecture has excellent performance and mediocre reliability; another is reliable at substantially higher cost. How should the trade-off be evaluated?

    2 min answer cost-vs-reliabilitysloerror-budgetbusiness-impact
  4. Cost vs Reliability advanced

    To cut 45% from database spend a team moved the primary from a synchronous two-zone pair to a single zone, with snapshots every 30 minutes and log shipping every 5. The zone never fails. It gets slow - storage latency goes from 1 ms to 80 ms and stays there for two hours. What happens, minute by minute?

    3 min answer grey failureavailability zonesrpodetection
  5. Cost vs Reliability advanced

    What would it cost to move a service from 99.9% to 99.99% availability, and how would you decide whether it is worth it?

    2 min answer availabilitycostslotradeoffs
  6. Coupling advanced

    A communications API platform finds that adding a new messaging channel requires coordinated changes in the gateway, the billing service, the webhook dispatcher and the console UI, across four teams. What would you change about the coupling, and what should you deliberately leave alone?

    2 min answer couplingextensibilitytwilioapi-platform
  7. Coupling advanced

    A company split its monolith into 14 services. Deployments now require a coordinated release plan across teams and one user action traverses six synchronous hops. What went wrong and what would you do?

    2 min answer couplingmicroservicesdistributed-monolithboundaries
  8. Coupling advanced

    A social product is launched on top of an existing platform's identity, graph and infrastructure, and reaches 100 million users in five days. Which components are safe to borrow, which must be isolated, and what does this say about coupling?

    2 min answer metathreadsinstagramcoupling
  9. Coupling intermediate Multiple choice

    At Meesho-scale marketplace growth, catalogue, pricing, order and logistics teams all read and write one shared product table, each deploying schema changes independently. Which kind of coupling is this, and why does it get worse rather than plateau?

    2 min answer couplingmeeshomarketplaceshared-database
  10. CQRS advanced

    A consumer fintech team proposes CQRS because their read and write workloads are very different. What evidence should be required before accepting the added synchronisation, projection and operational complexity?

    2 min answer credcqrsprojectionscomplexity
  11. CQRS advanced

    A marketplace team proposes CQRS because search and browse read patterns differ sharply from the transactional write model. What evidence should be required before accepting the extra synchronisation and projection complexity?

    3 min answer cqrsread-modelsprojectionsetsy
  12. CQRS advanced

    A search index built by a projection has been serving wrong results for three weeks because of a bug in the projection logic. Walk through recovery.

    2 min answer cqrsprojectionsrebuildlinkedin