According to Wikipedia (https://en.wikipedia.org/wiki/Pompeii), there are signs that it was a wealthy town, signs like public buildings and houses with fancy decorations and art. Enough so that, not long after the disaster, people dug into it to remove items of value.

So I would imagine many of the residents had disposable income for dining out.