I prefer to shop in smaller markets whenever possible. I'm not a fan of big discount stores like Aldi/TraderJoes or Walmart. Costco is decent though.
I'd rather pay a little more and eat a little less, but better quality. I have friends who always go to the absolute cheapest place, buy way too much cheap meat, and throw away half of what they buy. I find that disgusting on so many levels.