I am assuming that by Big Data you mean raw unannotated corpus. In the case of recommendation systems, the emphasis is on users. Big Data is not user-specific but can provide some insights to narrow the search. Example, big data can help you identify trends and user requirements based on his location.
Also, if the big data includes the user's search history, you can further recommend based on this using click-through data.