In the US it's always been possible to do this with a proper warrant, though avoiding detection if the person expects something could be difficult. Security cameras and so on.
I'm not too bothered by this given how much work it is. They will only do it if there's a criminal case or some other significant interest to work from. It's not a tool of warrantless mass surveillance even though it's been done abusively/illegally from time to time.