Yes, but if they share their data with anyone else, it loses its value. That's why they go to such great lengths to collect all data on their own instead of working together.

Look at Google Analytics for the perfect example: Millions of websites help Google collect data, but they only ever get anonymized data in return. Google keep the valuable stuff to themselves.