Amazon is always a good choice for those looking to get into affiliate marketing. It is a well-known and trusted merchant and let's not forget they carry almost everything under the sun. Many of the cookies are only 24 hours and the commission is usually 1% to 10% depending on the product. But, people usually buy so much more than the one thing you are recommending. One holiday season, a person clicked on a link to a book I had mentioned on my site and bought a $1,900 engagement ring with it. At 7% commission on jewelry, that one sale earned me over $130. And I don't even promote jewelry! Amazon also pays a flat fee bounty on several of their verticals such as Amazon Video, baby registry, Audible, Prime and more.
first off, show visitors that you have a great site by getting a better theme! You did not get a penalty because of affiliate content, nor have I ever heard of, however, I have heard of sites in the past getting penalty for having do follow links to affiliate programs such as amazon, remember, google does not like you giving credit to a site in exchange for receiving paid compensation, so ask yourself, are your external links nofollow? this may also include any buttons/graphics that link to affiliate sites that do not have a no follow attribute, not going to go to much into this, so I am going to assume your content is ok, if it is, then you need to check your link portfolio; maybe you have too many low quality links and/or you may have over-optimized anchor/text in your link building efforts; bad links, over optimization are common link issues that could cause your site to get a penalty, as it is not about what you are writing about, if all else fails, then hire seo consultant for an entire site autdit, they will go through your site tooth and nail, and see why you have lost your rankings. good luck.
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Companies have to decide whether their price points give them enough profit margin to also pay an affiliate for his or her sales. If a company doesn't have enough profit margin to pay an affiliate, then affiliate marketing won't be a financially viable option. Companies also have to consider the risk of an affiliate marketer misrepresenting the company. For example, an affiliate marketer might mistakenly claim that a particular lotion will make your wrinkles go away in two weeks, but in reality, the actual lotion product makes no such claim. An affiliate marketer could potentially cause problems for a company with such untested statements. Some affiliate marketers will say anything to make a sale, so companies need to weed these people out.
If your domain is your address, hosting is like the actual house within which your site will live. It's your own little slice of the internet — the place where all your website files live. Hosting is very affordable these days, so don't unnecessarily scrimp on costs. Go with a reputable, reliable provider because your affiliate marketing business depends on it. 
Affiliate marketing also enables you to reach a much wider geographic audience. If you’re a business that sells internationally, then you can recruit affiliates from all over the world to promote your products and services. Instead of having to invest in local agencies and translation of traditional marketing materials, your affiliates will produce localized promotional content on your behalf. They’ll know the best keyword terms to target search engines in their own language without you having to source expensive translators or local marketing companies.
Don’t put all your eggs in one basket. If you only promote one merchant’s products, you are stuck with their commissions, their landing pages, and ultimately, their conversion rates. It is important to work with many different merchants in your niche and promote a wide range of products. This affiliate marketing strategy will diversify the amount of commissions you make and create a steady stream of revenue when building an affiliate website. 
Pretty Link will help to cloak your links, so they look less spammy. For instance, if you have a link that looks like “amazon.com/product-one/76/dprertet4454354rwefsrer43545”, people are less likely to click on it. With this plugin you can transform that link into something like “yoursite.com/go/product-one”. This plugin also provides data and tracking information.

Don’t go insane and join a million at once… think first about what would make sense for you to endorse. If you’re a travel blogger for instance, becoming an affiliate for hotels, tours and travel gear may be appropriate. Most companies will have an affiliate program, or be part of an affiliate network. Your best bet would be a quick Google: “company + affiliate program”.
Affiliate marketing is also called "performance marketing", in reference to how sales employees are typically being compensated. Such employees are typically paid a commission for each sale they close, and sometimes are paid performance incentives for exceeding objectives.[25] Affiliates are not employed by the advertiser whose products or services they promote, but the compensation models applied to affiliate marketing are very similar to the ones used for people in the advertisers' internal sales department.
No. Before you get too excited, you must understand one very important thing. Affiliate marketing for beginners can be hard. It is, after all, a business. It is not a get rich quick scheme, and no honest affiliate manager will ever tell you it is. It requires patience, perseverance and heaps of learning. Sometimes it can take years to achieve the results you really want to see, although with the help of our affiliate management team, we hope you would see them much sooner than that!
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.
In 2006, the most active sectors for affiliate marketing were the adult gambling, retail industries and file-sharing services.[21]:149–150 The three sectors expected to experience the greatest growth are the mobile phone, finance, and travel sectors.[21] Soon after these sectors came the entertainment (particularly gaming) and Internet-related services (particularly broadband) sectors. Also several of the affiliate solution providers expect to see increased interest from business-to-business marketers and advertisers in using affiliate marketing as part of their mix.[21]:149–150
Once you've protected your prospecting pool, maximize your affiliate program by working with the best and leaving the rest. As the old 80/20 adage implies, most of your revenue will come from a very small percentage of your affiliates. Because it can be time-consuming to manage a larger affiliate network, consider selecting only a few companies initially, and interview them before signing them on. Affiliates are an extension of your sales force and represent your online brand, so choose partners carefully.
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