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as mentioned mentioned the laws of scalability that distributed systems have to deal with but there’s another role that they have to pay attention to and that is something we call the cap theorem. Distributed systems must account for the cap theorem.
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CAP Theorem states that a distributed system can not provide more than two of the following Consistency, Availability, Partition Tolerance.