It should be possible, but you would need to confirm with the merchant whether they will actually pay out a commission as a sort of "rebate" on products you buy for yourself via your own affiliate link.
They may have policies posted to their site's affiliate recruitment page, or you can use the Contact Merchant function of your Affiliate Admin to send a message to the same email we have onfile for a given merchant.
