In my understanding, Facebook and Google have centralized interviewing, whereas at Apple each team did its own hiring (my team of ~40 had their own recruiter, did all their own interviews, etc.). Amazon I believe is similar to Apple but the teams are larger? When I interviewed there it was all for the ads org, and there weren't people from other parts of Amazon.