To eat at a supermarket in Engpsh, you can say "I'm going to grab some food at the supermarket" or "I'm going to eat at the supermarket's cafe/food court." You can also say "I'm going to have a meal at the supermarket" or "I'm going to pick up some food to eat at the supermarket."