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Explains local filesystem limits, multiple instances, in-memory state, distributed cache, durable storage, and scale-out-safe API design.
Separates memory visibility and ordering from atomic multi-step updates, avoiding volatile as a substitute for real synchronization.
Explains how to choose an E2E flow, control test data, avoid brittleness, and cover frontend/API integration risk.