The U.S Supreme Court has ruled that the police cannot attach a GPS tracking device to a car without a warrant.

EDITED TO ADD (1/26): It seems I was wrong when I said that the ruling forces the police to get a warrant before placing a GPS tracking device on a car. The ruling is much more complicated and nuanced.