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

The Italian designer’s footwear retails for $2,000 or more at full-price boutiques. But the outlet store sells merchandise at up to 65% off. “The shoes are so cheap we had to come and get them ...