Even sometimes if you do have a personal connection. I've had twice now where I've had a warm intro to the hiring manager, jobs where I had done the kind of work before, and the hiring manager didn't even reply to my emails.

Won't lie, both of those hurt, but I also reasoned it that if that's who I would have been working for, I wouldn't have enjoyed the work anyway.