The card was used last Thursday around noon inside a McDonald's on Third Avenue near 33rd Street in Manhattan.
Authorities have classified the Astoria crime as a grand larceny, but few other details were known.
The woman was last seen wearing a white shirt and white pants.
Anyone with information regarding this incident is asked to call Crime Stoppers at 1-800-577-TIPS (8477).