When and how would you implement real-time or near-real-time BI capabilities? What are the architectural patterns, trade-offs, and scenarios where real-time analytics justifies the additional complexity?

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Real-time BI is one of the most over-requested and under-justified capabilities in enterprise analytics. The key skill for a senior BI architect is knowing when real-time is genuinely needed versus when it adds complexity without proportional value.