Use of GPS monitoring devices, even when they have been placed on vehicles surreptitiously, is not a search, or so says the 7th Circuit in U.S. v. Garcia. In this case, Garcia was a predicate felon for dealing in methamphetamine, and an informant told the police he was distributing it and planned to start manufacturing it.
Police placed a passive GPS device on Garcia's vehicle (presumably while the car was in a public place, as there was no trespass claim) and found it had traveled to a parcel of land. The police obtained a search warrant for the land, found Garcia's meth lab, and arrested him when he returned to it. Garcia tried to suppress the information from the tracking device, but the court said the device didn't provide them any information they couldn't have gained from a conventional surveillance.
The same rationale applies to ALPR data. An ALPR is essentially a cop with a good eye and really fast note-taking skills. It doesn't capture anything a patrol officer couldn't see with his or her own eyes.
X-ray devices are another matter, of course, since only Superman can see inside a vehicle without a physical intrusion. So far, these machines are used only where suspicionless searches are lawful, like TSA checkpoints and border crossings, so there are no Fourth Amendment issues-not that people don't try to raise them. The airport backscatter machines produce an image that some people feel is too close to nudity, as it shows anatomical details concealed by clothing. The remedy is to request a hand search, which most people don't like much, either.
So, make it easy on yourself and use the surveillance tech that's available to you. Maybe the next generation of technology will address the problem of where all that coffee consumed on stakeouts is supposed to go.