Is there a whole thing in the U.S. where it’s a no no with regards to cell data without a warrant? This feels like that.
(bear with me, this all comes from random podcasting over the past decade)
My understanding is they can get a current location with just a subpoena (not a warrant) already, but looking at a history of past locations to watch their movements constitutes a Fourth Amendment search requiring a warrant and probable cause.
Originally the Third-party doctrine[1] also would allow searches that were otherwise illegal, but recently exceptions have been made for GPS/location history in the courts in recent years (Carpenter and Chatrie).
"It's complicated."
Cell phones are kinda weird because they carry some of the elements that were built up around hardline phones (similar to how physical mail has a ton of protections that accumulated historically that make it distinct from other mediums).
This one generally gets treated legally more like any other data collection in a public space. Essentially, it's not a violation of your rights if somebody sits on a street corner and takes a picture of every car that drives by. There's a really interesting debate about whether there should be some concept of scale (Flock makes it really easy to effectively put somebody on every street corner), but the law generally hasn't changed to take that kind of thing into consideration.
You can see the same kind of thing in many of the AI training debates. Training AIs on bulk data has been found in a couple different cases to not be copyright infringement because they're drawing parallels to any other learning, even if the scale here is obviously several orders of magnitude apart from what was ever possible before.
For what it's worth: if I own a business in the US and have a camera pointed at the street, and the police ask me for footage, I don't need to require a subpoena. I can just choose to give it to them.