It does take more than one; it's a public process that usually takes about a week to complete, in which anyone can chime in and lobby for the article or, for that matter, fix the problems with the article.

It seems likely to me that a lot of people who are up in arms about "deletionism" really do think individual admins randomly zorch articles for no reason. That's not generally how it works.