I don't think the concept is so ridiculous: it's easier to press a single button that is placed in the area where you'd normally notice the product you're looking for is running out compared to getting out an mobile app or visiting a website. Ease of use is likely to lead to more sales.

Maybe the idea won't work but it sounds worth experimenting with to me.