NYC is definitely an N=1, most other places in the country Trader Joe's is quite expensive. The food is high quality (and value good) but in absolute terms, more expensive than discount supermarkets.
Where I live in California, my options are Safeway, Whole Foods, Trader Joe's, and a co-op more-organic-than-thou each egg has a name tag and resume type place. Trader Joe's is by far the cheapest of them all. The fact that Trader Joe's fixes their prices nationwide makes them much cheaper than the alternatives in expensive metros.