Real-time live update data streams are basically useless unless you’re doing real-time control like driving or flying an airplane. For most questions you really need historical trend data across meaningful comparison points.
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I’d also put a plug in for needing intentional, random assignments of differing treatments for most large scale data. Hard to figure out what to do just by looking at history without tests.

