As someone who's been immersed in a number of online industries for quite some time, I know a thing or two about what it takes to succeed in this arena. However, just like you, I started at ground zero with little knowledge, but a great deal of passion. What I learned along the way were some invaluable lessons from failure that hurt at the time, but helped immensely in the grand scheme of things.
2. People Buy More than One Item – the great thing about Amazon is that you don’t just earn a commission on the product that you send people to, but anything that they buy once they’re at Amazon. You earn a commission on anything a person buys within 24 hours of you sending them to Amazon. One out of every four shoppers buys more than one item per session.
I have found that one size doesn’t fit all. Rather, specific types promotions of particular products work well with Amazon. I have also had some success by getting people in the Amazon door for other reasons. For example I’ve experimented a couple of times on dPS with running a posts that gave readers a hypothetical $1000 to spend on photography gear and asked them to surf around Amazon and choose what they wanted to buy. The result was 350 comments (a fun community building exercise) and quite a few sales and commissions!
Being in Australia, I’m not required to do anything by the law (although I hear talk that there may be changes around this). I don’t disclose every single Amazon link on my photography blog in a direct way but do I have a disclaimer/disclosure page on the blog. When I’m doing a ‘best seller list’ always include a disclaimer on those posts as the whole page is filled with affiliate links. I have also written numerous times on DPS about how the links to Amazon earn us money and help the site to keep growing and be free.
However, if you’re running an e-commerce site, conducting product testing and reviews, or offer Amazon product coupons, then you probably will want to use a WordPress Amazon affiliate theme. To be clear, these themes aren’t usually made specifically for Amazon affiliates. Instead, what you’ll want to look for are e-commerce or multi-purpose WordPress themes that are:
Affiliates discussed the issues in Internet forums and began to organize their efforts. They believed that the best way to address the problem was to discourage merchants from advertising via adware. Merchants that were either indifferent to or supportive of adware were exposed by affiliates, thus damaging those merchants' reputations and tarnishing their affiliate marketing efforts. Many affiliates either terminated the use of such merchants or switched to a competitor's affiliate program. Eventually, affiliate networks were also forced by merchants and affiliates to take a stand and ban certain adware publishers from their network. The result was Code of Conduct by Commission Junction/beFree and Performics,[35] LinkShare's Anti-Predatory Advertising Addendum,[36] and ShareASale's complete ban of software applications as a medium for affiliates to promote advertiser offers.[37] Regardless of the progress made, adware continues to be an issue, as demonstrated by the class action lawsuit against ValueClick and its daughter company Commission Junction filed on April 20, 2007.[38]

Being in Australia, I’m not required to do anything by the law (although I hear talk that there may be changes around this). I don’t disclose every single Amazon link on my photography blog in a direct way but do I have a disclaimer/disclosure page on the blog. When I’m doing a ‘best seller list’ always include a disclaimer on those posts as the whole page is filled with affiliate links. I have also written numerous times on DPS about how the links to Amazon earn us money and help the site to keep growing and be free.
Let’s say you have a promotions page where you’re promoting a product via affiliate links. If you currently get 5,000 visits/month at a 2% conversion rate, you have 100 referrals. To get to 200 referrals, you can either focus on getting 5,000 more visitors, or simply increasing the conversion rate to 4%. Which sounds easier? Instead of spending months building domain authority with blogging and guest posts to get more organic traffic, you just have to increase the conversion rate by 2%. This can include landing page optimization, testing your calls-to-action, and having a conversion rate optimization strategy in place. By testing and optimizing your site, you’ll get far better results with much less effort. 
8. Huge Array of Products — What initially attracted me to Amazon’s Affiliate program was the breadth of products that they had in their system. This is a great thing if you’re niche is narrow or quite obscure as many niche marketers find it difficult to find affiliate programs to match their niche focus.  Even if your niche is so narrow you can’t find products, at least there are books about it. Not counting books, movies and music, Amazon has over 400,000 different products for sale in hundreds of categories and sub-categories.

File-Sharing: Web sites that host directories of music, movies, games and other software. Users upload content to file-hosting sites and then post descriptions of the material and their download links on directory sites. Uploaders are paid by the file-hosting sites based on the number of times their files are downloaded. The file-hosting sites sell premium download access to the files to the general public. The websites that host the directory services sell advertising and do not host the files themselves.
If your audience is looking to launch an online business, migrate their ecommerce platform, or simply interested in ecommerce content, we encourage you to apply for the BigCommerce affiliate program. Our team will carefully review your application. Once approved, you will receive access to support, tracking, reporting, payments, and have your own unique affiliate link to track every referral you generate. BigCommerce is committed to the success of our affiliate partners.
However, one day I had a reader offer to write a book review for me. I knew the reader so I was confident the review would be OK to publish. As with all my reviews, it had an affiliate link to Amazon in it. I was a little skeptical about whether the review would convert. I thought my readers might not respond as well to a stranger’s review of the book. I was wrong. 

Etsy: While Etsy's popularity has declined recently, it's still a great resource for selling handmade items online. No need for complex ecommerce sites or merchant accounts or any sort of automation. The company takes a commission of every sale and charges a small listing fee per item. But many still use Etsy as their primary source of income. The best part is that you can also sell digital products on here such as poster designs. 
Set up a website. Professional or business websites can also use the Affiliate program. However, they are best used with people who do not sell similar products on their website, since Amazon's marketplace can drive business away. If you have a website promoting different products, a club, a non-profit or a service, then you can recommend quality products on your site and make money doing it.
If you design a wildly popular app (which is harder than it sounds), you might be pleasantly surprised with the income they generate. Offering one or more apps at the iTunes or Android app store gives your creations wide exposure to prospects. And income can be generated by charging for the app, displaying in-app ads, or charging for in-app features and upgrades.
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