And they can avoid me storing their data by not offering it to me. Both are rather lazy arguments.

This is besides the fact that many sites (LinkedIn included) aren't very upfront about what exactly they collect. Also, after a certain point, it gets impractical to have to make this decision for each and every site you visit.