Since your site is focused on men, you should try and filter out women's products in your shop section.
Example for a search on "sperry" topsiders: http://dressed.so/shop?q=sperry
I'm guessing that mixing in women's products will hurt your conversion rate for affiliate products. If your affiliate network can't filter like that, you may want to check out http://prosperent.com/ or http://www.cj.com
Thanks for the links; just yesterday I put 'investigate alternate affiliates' on the top of my list.
Since your site is focused on men, you should try and filter out women's products in your shop section.
Example for a search on "sperry" topsiders: http://dressed.so/shop?q=sperry
I'm guessing that mixing in women's products will hurt your conversion rate for affiliate products. If your affiliate network can't filter like that, you may want to check out http://prosperent.com/ or http://www.cj.com