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Auto-increment IDs cause major challenges when scaling a system across multiple distributed databases. In a single database auto-incrementing a number by one for each new record is simple and consistent. When you distribute the data across multiple servers they can no longer easily coordinate the next number. One solution is to configure each server with a unique starting offset and a fixed increment step. For example with three servers the first starts at one the second at two and the third at
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System Design: Background Job-Processing Workers! Basic application setups fail when executing long-running tasks like email delivery sequentially inside the user request loop. Slow downstream services cause high latency, while API timeouts trigger immediate request failures for the end user. Never risk data drift by pushing straight to a message queue after a database save, because a crash between those two actions drops the task completely. Instead, implement the Transactional Outbox pattern t
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