The Curse of Dimensionality is a key piece of knowledge to keep in mind anytime you're building some software that searches/sorts/filters/etc. a large dataset and your users keep asking for things like "but I want to search based on <some new thing>!"

Someone has to be the gatekeeper on your dimensions.