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

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.