I worked on a similar side project a little while ago that focused on items that were below ten dollars. Like 1 Dollar Things, I used your typical affiliate data feeds. It was an interesting development exercise, but I failed to get any steady traffic/interest in the site.
I think the idea has some merit, but my execution wasn't good enough. Good luck with 1 Dollar Things!