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A practical programming and systems resource exploring difficult engineering problems, distributed architectures, database mechanics, and failure modes encountered in production software.

Foundational Core Engineering
Focusing on real edge cases, data durability, and network reliability
4 In-Depth Technical Articles
Backend & APIs
7 min read•Sep 18, 2026

Why Idempotency Matters When a User Clicks 'Pay' Twice

When a client sends a payment request and experiences a network drop, retrying blindly can result in duplicate transactions. Here is how idempotency keys and atomic locking solve this permanently.

APIsDistributed SystemsIdempotency
By AfriBa Labs EngineeringRead Article
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