Works for the UK too — high street chemists have given way to supermarket pharmacy counters to some extent, and most supermarkets will have fuel and fast food nearby.

You have to learn a lot about US culture and infrastructure (inductively) to use English-language social media; I don't see why a meme that's centric to a different country should be an issue.