Yeah, I would also imagine that you would be competitive as well. My experience in looking at applications for my lab is that so many people look good on paper, it really does come down to fit. Even then, if there is only one spot, someone who would have been a good fit may get squeezed out.
If it helps, I went through three cycles before I got accepted in multiple PhD programs. It is possible just keep working at improving and refining your application