Affiliate Niche product review site

Not necessary. The best links you place inside your content so as long as you get a "blog" theme, or maybe a "magazine" (depending on your approach) it's all good. There's a lot of great themes out there.

My advice would be to choose one that is well supported, with enough "How To" guides, forums, videos on youtube, etc.