They have scanners that can read individual RFID chips from 100 feet away. Copper pipes aren't going to have any effect on that from 20 feet away.
If that is the case, then someone could drive through your neighborhood and determine the items in the homes there. People could do this for a variety of reasons--not necessarily benign.