In my state, prepared foods are generally taxed while produce, canned goods, dairy, and many others are not. The system is confusing enough that hardly anyone knows what’s taxable or not, so they rely on the store systems to do it for them.

Not on food, they don’t (most places in the US, as far as I know, right?)