They are, at least in some markets. Where I live (Boston), two of the largest grocery stores (Stop&Shop, RocheBrothers) both have delivery services where you order online. And I know there exists grocery delivery in Chicago, Seattle, and other major cities as well.

At least among my friends, Instacart seems to be more popular for Trader Joe's and Whole Foods.