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API and Full Stack Coding Patterns Questions

Beyond pure algorithms, be prepared for problems that combine algorithmic thinking with API design, rate limiting, caching strategies, or distributed system concepts. Understanding how a coding solution fits into a larger fullstack architecture.

HardTechnical
70 practiced
You have a cache in front of a write-heavy dataset where a small subset of items are hot and updated frequently. Design an approach to keep cache coherent with writes while minimizing write amplification and latency. Compare cache-aside, write-through, write-back, and invalidation broadcast strategies and propose a practical implementation for strong or eventual consistency.
HardTechnical
136 practiced
Design server-side logic that ensures exactly-once processing semantics for incoming webhooks that may be retried by senders. Provide Python pseudocode that deduplicates incoming events by a unique event id, persists processing state atomically, handles concurrent retries, and ensures side effects (e.g., DB writes) are executed once. Discuss limitations.
MediumTechnical
69 practiced
Explain the GraphQL N+1 database query problem using an example where a client requests a list of posts and for each the author details. Describe how batching and a DataLoader-like approach solves the problem and sketch a per-request batching implementation idea.
MediumTechnical
76 practiced
Implement a POST /payments endpoint in Java (Spring preferred) that accepts an Idempotency-Key header and payment payload. Provide code or pseudocode that atomically checks and records idempotency keys, returns correct HTTP responses on duplicate requests, supports TTL eviction, and explains concurrency control and rollback handling.
HardSystem Design
134 practiced
Design a resilient webhook delivery platform that delivers events to third-party endpoints. Include delivery guarantees (at-least-once), retry policies with exponential backoff and jitter, dead-letter queue handling, batching to improve throughput, per-subscriber rate limits, secret management, monitoring, and a retry dashboard for subscribers.

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