Great article! I need to go back to your post many more times for it to properly go in and for me to understand. Sorry if my question is a strange one. I am quite new to the whole concept of amazon affiliate marketing. When we are advertising their products, do we spend any money ourselves? Or we are just middle wares advertising their product? In what case, we have to have inventory? Can we sell products in Amazon?
Great post , I do read a lot of the Nichehacks articles and this one is so true. At the moment I am in a niche I'm passionate about and yes although I am primarily using Amazon to monetize my site, I will be branching out to use other methods very soon. It frightens me to think the plug can be pulled at any time! I intent to use other affiliate programs as well as Amazon, maybe Google Adsense, I'm not sure yet, some digital products and also to build an email list. 

This site holds no stock whatsoever. They are just promoting amazon products by ranking high for keyword terms around scooters “best pro scooter” “best scooters for kids”. People are searching for these terms in their thousands every month. They click on his amazon links, purchase products on amazon and then the owner of myproscooter.com will get commission on the whole basket.
Clearly, knowing which pages are the most popular on your site is important to your affiliate monetization strategy. This data helps you target your affiliate efforts to the pages that already attract the most readers. Once those pages are well-monetized, you can look into improving the search results, reader interaction and monetization of less popular pages.
Good comment Jason, at some time in the future Amazon may decide they have so much market share they don't need affiliates anyway. I mean, if you're just sending them people who are already Amazon customers there's not so much benefit there for them. Or they may decide to only work with select HIGH QUALITY affiliates and the average "affiliate site" owner will not be chosen.
John Holloway uses Amazon affiliate links exclusively on his Guitar Lessons website. He advises beginning bloggers to “try different things and see what works best. Some best practices to start with are image links, in-text links and even product comparison tables with links,” says Holloway. “Just make sure that the linking is natural and not overdone or you run the risk of driving visitors away.”
You can sign up as an Amazon associate straight away without a site. As long as you have the URL and it belongs to you. They won’t approve your site until you have made your first commission. So what I would do is get the site built and add all the content that you need. Make sure its finished. Then sign up to the Amazon associates, add in your aff codes to your review pages and then you just wait for your first sale. Make sure you read the amazon T&Cs so your site is compliant. If it isn’t then they will not approve your site.
Career blogger Amanda Formaro of AmandasCookin’ says “the Amazon affiliate program is a terrific fit for new bloggers, but it’s important to understand that Amazon only pays you when your readers make purchases.” Formaro emphasizes that Amazon doesn’t pay affiliates for simply listing products or ads on their site. “Amazon affiliates don’t earn money for sending visitors to Amazon or the number of Amazon ad impressions that appear on an affiliate’s website,” says Formaro. “It’s all about the sale.”
You don't need a tool, you need a good strategy. You have few products ready to be sold, so, to complete the process you need a traffic and conversion. You can have some paid traffic from social networks, search engines, forums and other advertising websites. For the conversion you need a well built website and attracting products that your visitors will want to buy.
Jon Hayes, the author of the Authority Hacker Amazon affiliate site, says, “When it comes to plug-ins, it’s important to remember that Amazon is extremely harsh with their penalties.” Since its very easy to lose your Amazon Associates affiliate account for incorrect linking, Hayes recommends that “affiliates should thoroughly check to see whether the plug-in is compliant and approved by Amazon or not.”
I have a question: while searching for the niche, and I think I found one that is pretty good, the search on google (for “high end …….”) didn’t revile any brands. Now, I believe it’s possible that there are not many brands for this niche, but checking it little further, I found that there are some, but it was difficult finding it on amazon and even if I did find the products, they didn’t have many reviews, if there were any.
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