Referral traffic is the third most important source, bringing 8.3% of total traffic to the leading retailers’ websites. There are four online retailers that receive significantly more referral traffic than others: Amazon, Apple, Walmart, and Gap. Live.com is their leading referral source sending nearly 3% of traffic to these sites. Also, we see that Amazon often directs its visitors to Walmart , which brings this company 3% of its traffic. And Amazon itself receives most of its traffic from Amazon-affiliated sources such as Primevideo.com and Audible.com.
We used to like best to see a fairly balanced mix, back when there were mostly just three sources: Organic, Direct, and Referral. Organic Search traffic is a good sign of general site health, it’s usually the top source of conversions, and it generally shows great ROI. Direct traffic is often the people who love your site or are coming back to buy after they found you in some other way. These two groups of visitors are probably the ones that bring you the most sales or leads.
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The time might have come when you want to secure your website and switch from HTTP to HTTPS. Easier said than done. A lot of issues might appear along the way that can screw up your hard-worked organic traffic. However, there is one thing that can really mess up things for your website while moving your site to https; and that is the canonical tag. 
Mobile traffic: In the Groupon experiment mentioned above, Groupon found that both browser and device matter in web analytics’ ability to track organic traffic. Although desktops using common browsers saw a smaller impact from the test (10-20 percent), mobile devices saw a 50 percent drop in direct traffic when the site was de-indexed. In short, as mobile users grow, we are likely to see direct traffic rise even more from organic search traffic.
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