How to stop the Mac App Store from saying you have no previous purchases

You know you've bought an app before but your Mac says you haven't. It's not a problem that affects everyone, but if you also happen to use Family Sharing then you are more prone to it. AppleInsider details the different workarounds and solutions that may help you.