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Your Boss calls you to his office and asks a couple of questions that are basically not in sequence. What is the scaling technique used

Your Boss calls you to his office and asks a couple of questions that are basically not in sequence. What is the scaling technique used to build a distributed Streaming Analytics system such as Kafka? Why so? What is the basic principle behind the shards that are found on nodes?

Is it ACID or BASE? Explain this  in detail 

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