ELMONT, N.Y.—At Belmont Park Village, a new outdoor luxury outlet mall on Long Island, shoppers bundled up against the cold one recent evening to search for bargains on designer shoes and clothing.

Gilt and Gucci are back with another limited-time-only sale, but some of the horsebit styles are already as good as gone.