Earlier quoted context omitted.
Cheap stud finders are usually not great. The good ones are radar-based using similar frequency bands to wifi, but they cost lots of $$
You beat me to it. I'd say "usually not great" is putting it too lightly. They're awful and if you don't realize they're awful then you might make regretful decisions based on their slanderous output.
Combine with some knocking to feel/listen for a stud right against the wall vs an erroneously detected pipe 1/4" away.
I'll also use a neodymium magnet in certain situations to look for drywall nails/screws in conjunction with the other methods.
I don't fully trust any of these methods, but together they'll get you as confident as you can be short of having a couple hundred dollar detector or taking the wall apart.