What may have started as a simple analysis to evaluate share of shelf, easily could turn to "what if we sold these"?
The main difference vs Amazon is the Reviews data (that's worth what's worth with all of the fake reviews), and you can't buy on Amazon without using your account so every sale is bound to an specific person. In that regard no retailer has this data.
Even those who have loyalty programs that end up being a tracking card, people can still buy without using cards.