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Domain · Technical Depth

How would you design the data pipeline that pulls monthly KPIs from twenty portfolio companies into one dashboard the deal team trusts — given each company runs different systems and defines revenue differently?

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The hard part isn't the pipeline, it's the semantics — twenty companies on different ERPs each define ARR, bookings, and gross margin their own way, so I start by defining a standa…

The full answer: structure, worked example, likely follow-up.

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