1. Analytics Cost Control advanced

    An analytics platform's query costs are growing faster than its data. What are the drivers and controls?

    2 min answer analytics-costbytes-scannedmaterialisationgovernance
  2. API Gateway advanced

    A developer platform's API gateway has accumulated business logic and become a bottleneck for every team. What should be moved out, and what belongs there?

    2 min answer api-gatewayscopebottleneckdistributed-monolith
  3. API Gateway advanced

    A public API is being overwhelmed by a handful of clients. Where should rate limiting live, which algorithm, and how should limits differ across users, tenants, endpoints and infrastructure?

    3 min answer rate-limitinggatewaycloudflaremulti-tenancy
  4. API Gateway advanced

    A ticketing platform at Ticketmaster's on-sale peaks routes everything through one gateway. Gateway to BFF to inventory is three hops and each hop retries up to three times on a timeout or a 5xx. Inventory's p99 crosses its 400 ms timeout at 09:00:02. Walk the next ninety seconds and say where the limit actually has to live.

    3 min answer api gatewayretriesretry budgetadmission control
  5. API & Integration advanced

    A multi-product SaaS company exposes REST APIs, webhooks, an app marketplace, OAuth-scoped integrations and embedded plugins. Which integration surface creates the most long-term architectural constraint, and why?

    2 min answer integrationextensibilitypluginsmarketplace
  6. API & Integration advanced

    An authentication provider's API is on the critical path of thousands of applications. What does that dependency position demand architecturally?

    2 min answer clerkauth0identityavailability
  7. API & Integration advanced

    You run a communications API of Twilio's shape, whose customers' businesses stop when you are degraded. An enterprise customer wants a contractual per-endpoint p99 latency SLA written into their renewal. Walk me through your answer.

    3 min answer twilioslalatencycontracts
  8. APIs as Products advanced

    A business-banking platform must expose payouts, balances, approvals and reconciliation to customer developers. How should the API surface be structured, and what determines what is exposed?

    2 min answer razorpayxapi-productpermissionsreconciliation
  9. APIs as Products advanced

    API traffic is dominated by a few automation-heavy customers whose bursts affect everyone. How do you introduce per-tenant quotas and priority without breaking existing integrations?

    3 min answer multi-tenancyquotasfair-queueingmigration
  10. APIs as Products advanced

    You must make a breaking change to an API used by 200 internal services and 40 external partners. Design the change and the migration.

    2 min answer versioningdeprecationmigrationcontracts
  11. Rate Limiting advanced

    A payments API must stay available on the highest-traffic commerce day of the year. How should rate limiting and load shedding be structured so that critical traffic survives while non-critical traffic is sacrificed?

    2 min answer striperate-limitingload-sheddingprioritisation
  12. Rate Limiting advanced

    A rate limiter protects an API from abuse, but enterprise customers have legitimate predictable bursts. How should quotas differ by tenant, endpoint, priority and available capacity?

    2 min answer mobikwikrate-limitingquotasbursts