In our area we have a 3rd option, BJ's and that's where we do our "bulk" shopping. The membership is cheaper than Costco and it isn't a Walmart affliated company like Sam's club.

We buy our staples there (dry pasta, pasta sauce, canned tomatoes and soup, baking supplies, lunchmeats, butcher meat, etc.) and I've never had cause to complain.