A product manager who doesn't have the data expertise, they just assume if they pump in fairly atomic level data into the BI platform, then it's basically just group buys to roll it up. Another example is that like time series data has all these unique characteristics and you don't know how to deal with them. If I'm in a purely green field product, I'm just trying to launch a new conversion flow. If I have no numbers yet, deduplication may be overkill for me. So depending on where you are in the product lifecycle, kind of necessitates the depth of rigor that's required.

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