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• "alability.is not just about handling more traffic — it's about maintaining consistent performance as complexity grows. horizontal scaling introduces challenges around data consistency and coordination between nodes. ",
• "data.consistency in distributed systems is a hard problem. cap theorem reminds us that we cannot have simultaneously perfect consistency and availability in the presence of network partitions. ",
• "ng.is an often overlooked but essential part of the development cycle. unit tests verify individual components in isolation. integration tests ensure components work together. end-to-end tests validate the entire system. "

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