For example, we have seen retailers who produce seasonal items, such as ornaments, based upon data that they are able to find through the Data Cube. This information tells them about the themes and ideas that are popular throughout the year and during their peak selling seasons, helping them to know which items will be the most successful and the optimal names to select.

Very interesting video! In my case I am faced with the problem that my company supplies tools throughout my country, but I see that we have only a very good local SEO positioning, I do not know how to tell Google that my company is interested in appearing in the results of the whole country, not only in my neighborhood :-( !! ... sorry for my poor English.

One of the reasons for a traffic drop can also be due to your site losing links. You may be seeing a direct loss of that referral traffic, but there could also be indirect effects. When your site loses inbound links, it tells Google that your site isn't as authoritative anymore, which leads to lower search rankings that in turn lead to traffic drops (because fewer people are finding your site if it's not ranked as highly and more).
Check out the average CPC for some top industries. These are the costs of one click. Mind you, that’s a click that is not guaranteed to convert a customer. With paid campaigns, you have to keep optimizing and testing the ad creative to lower your CPC and increase your CTR. You can imagine that it takes a massive budget to even set a paid campaign in motion. And it requires just as much to keep maintaining it.
Organic traffic, on the other hand, are those visits which are tracked by another entity — usually because they have arrived through search engines — but also from other sources. Hubspot’s definition emphasizes the term “non-paid visits,” because paid search ads are considered a category of their own. But this is where the lines between direct and organic start to get little blurry.
Chrys was bitten by the entrepreneurial bug at an early age. At age 10, she bought soccer cards in bulk and sold them in school. Later, she turned down a university scholarship and moved to Thailand to start an apparel business. By age 27, she started and ran two online businesses while living around the world. She now runs Chrys Media, an educational company that runs online conferences, courses, and workshops for entrepreneurs and marketers.
One of the reasons for a traffic drop can also be due to your site losing links. You may be seeing a direct loss of that referral traffic, but there could also be indirect effects. When your site loses inbound links, it tells Google that your site isn't as authoritative anymore, which leads to lower search rankings that in turn lead to traffic drops (because fewer people are finding your site if it's not ranked as highly and more).

Internet marketing isn’t like having the confused shopper experience, where you’re holding an organic and non-organic apple in your hand, wondering which one is truly better. A combined strategy of using organic search with paid search is a powerful one-two punch strategy that increases traffic, generates leads, and converts window shoppers into loyal, repeat customers.
This all sounds amazing right? unfortunately, organic marketing is also very difficult to implement and resource intensive. Ranking organically on Google and other search engines can be very hard, especially for competitive keywords such as “buy shoes.” Ultimately you want to rank within the first page, and possibly within the top 3 organic results, but this can be next to impossible when you are competing with large companies that have teams dedicated to ranking their keywords.
Paid search is a great option for anyone targeting transactional queries. The people behind these types of queries have already researched and decided what they want, and are often one click away from getting their credit cards out. In fact, these “high commercial intent” searches for product or brand-specific keyphrases receive more clicks via paid ads than organic results, by a margin of nearly 2:1 It is worth noting however that 94 per cent of web users prefer organic results to paid results so it is best not to put all of your eggs in one basket.
PPC (paid search marketing): PPC (pay per click) advertising involves paying to have search engines display your website offer in or alongside search results. For example, Google's Adwords program will display your ad at the top or right side of the search results page (placement depends on many factors including keywords and quality of ad). Google will also feed your ads to websites running its Adsense program. There are other types of PPC marketing, such as Facebook Ads. In PPC advertising, you pay each time someone clicks on your offer. Paid search differs from organize search in that you're paying to have your website or offer displayed higher in search results.
Early versions of search algorithms relied on webmaster-provided information such as the keyword meta tag or index files in engines like ALIWEB. Meta tags provide a guide to each page's content. Using metadata to index pages was found to be less than reliable, however, because the webmaster's choice of keywords in the meta tag could potentially be an inaccurate representation of the site's actual content. Inaccurate, incomplete, and inconsistent data in meta tags could and did cause pages to rank for irrelevant searches.[10][dubious – discuss] Web content providers also manipulated some attributes within the HTML source of a page in an attempt to rank well in search engines.[11] By 1997, search engine designers recognized that webmasters were making efforts to rank well in their search engine, and that some webmasters were even manipulating their rankings in search results by stuffing pages with excessive or irrelevant keywords. Early search engines, such as Altavista and Infoseek, adjusted their algorithms to prevent webmasters from manipulating rankings.[12]
What you are in fact talking about, are Google's death stars like the Shopping box, Knowledge Graph etc. It's fully understandable why many SEOs can't stand them 'cause whole categories of websites (price comparison platforms, for instance) have already fallen victim of such death stars, and there will be certainly numerous other portals, which will lose almost all of their traffic in the near future. Despite your (quite good) suggestions on how to circumvent such an issue, the situation for such an endangered portal can be hopeless when it's its whole business model, which a new Google feature makes obsolete. See for a very famous example.

In 1998, two graduate students at Stanford University, Larry Page and Sergey Brin, developed "Backrub", a search engine that relied on a mathematical algorithm to rate the prominence of web pages. The number calculated by the algorithm, PageRank, is a function of the quantity and strength of inbound links.[21] PageRank estimates the likelihood that a given page will be reached by a web user who randomly surfs the web, and follows links from one page to another. In effect, this means that some links are stronger than others, as a higher PageRank page is more likely to be reached by the random web surfer.

Organic social media is anything that happens on social media without paid promotion. When you post as your page but don’t put any money behind this post to “boost” it, you are creating an organic post. If you comment on a business’s post in your news feed, and the “Sponsored” tag does not appear on the post, that action qualifies as organic. In other words, organic actions occur on non-ads.
Rand, by all these gated searches and search cards etc are google effectively taking our homework ( in this case in the form of webpages / content), scribbling out our name and claiming it for their own? And then stopping users getting to the actual page? and if they are planning on removing organic traffic would they not suffer with regards to their ad revenue? Or is all this tailored for "ok google" and providing a more friendly search result for voice commands etc? Love Whiteboard Friday BTW, James, UK

BrightEdge research supports that a blended approach is best for delivering high performing content. Not only will combining organic and paid search increase website traffic, but it will offer a bigger return on the investment. Take Retail, Technology and Hospitality industries, for example — organic and paid search combined make up more than two-thirds of their total revenue.