{"id":643675,"date":"2024-11-07T18:00:00","date_gmt":"2024-11-07T15:00:00","guid":{"rendered":"https:\/\/en.buradabiliyorum.com\/how-to-leverage-cosine-similarity-for-ecommerce-seo\/"},"modified":"2024-11-07T18:00:00","modified_gmt":"2024-11-07T15:00:00","slug":"how-to-leverage-cosine-similarity-for-ecommerce-seo","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/how-to-leverage-cosine-similarity-for-ecommerce-seo\/","title":{"rendered":"#How to leverage cosine similarity for ecommerce SEO"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a2fcd3b85128\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #dd3333;color:#dd3333\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #dd3333;color:#dd3333\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a2fcd3b85128\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-leverage-cosine-similarity-for-ecommerce-seo\/#Understanding_the_concept_can_help_you_optimize_ecommerce_content_for_better_alignment_with_Googles_AI-driven_search_boosting_visibility\" >Understanding the concept can help you optimize ecommerce content for better alignment with Google&#8217;s AI-driven search, boosting visibility.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-leverage-cosine-similarity-for-ecommerce-seo\/#What_are_embeddings\" >What are embeddings?\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-leverage-cosine-similarity-for-ecommerce-seo\/#What_is_cosine_similarity\" >What is cosine similarity?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-leverage-cosine-similarity-for-ecommerce-seo\/#Analyzing_cosine_similarity_on_sites\" >Analyzing cosine similarity on sites<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-leverage-cosine-similarity-for-ecommerce-seo\/#Applying_cosine_similarity_to_ecommerce_sites\" >Applying cosine similarity to ecommerce sites\u00a0<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-leverage-cosine-similarity-for-ecommerce-seo\/#1_Product_naming_convention_optimization\" >1. Product naming convention optimization\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-leverage-cosine-similarity-for-ecommerce-seo\/#2_SEO_text_on_category_pages\" >2. SEO text on category pages<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-leverage-cosine-similarity-for-ecommerce-seo\/#3_Related_categories\" >3. Related categories<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-leverage-cosine-similarity-for-ecommerce-seo\/#4_Product_reviews\" >4. Product reviews<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"subhead\" itemprop=\"alternativeHeadline\"><span class=\"ez-toc-section\" id=\"Understanding_the_concept_can_help_you_optimize_ecommerce_content_for_better_alignment_with_Googles_AI-driven_search_boosting_visibility\"><\/span>Understanding the concept can help you optimize ecommerce content for better alignment with Google&#8217;s AI-driven search, boosting visibility.<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<div class=\"bialty-container\">\n<p>Traditional SEO tactics alone aren\u2019t enough to keep ecommerce sites competitive in today\u2019s AI-driven search landscape.\u00a0<\/p>\n<p>To improve search visibility and connect with relevant queries, ecommerce brands can leverage cosine similarity \u2013 a mathematical concept that helps search engines understand content relationships.\u00a0<\/p>\n<p>By using cosine similarity, you can enhance your site\u2019s content relevance, making it easier for Google to recognize and rank your pages accurately.\u00a0<\/p>\n<p>This article will explain cosine similarity, how it works in modern search algorithms and practical ways to <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/download-scripts-themes-apps\/\" data-internallinksmanager029f6b8e52c=\"9\" title=\"Download Scripts &amp; Themes &amp; Apps\" target=\"_blank\" rel=\"noopener\">app<\/a>ly it to boost your ecommerce SEO strategy.<\/p>\n<p>First, let\u2019s dive into two key concepts: embeddings and cosine similarity.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-what-are-embeddings-nbsp\"><span class=\"ez-toc-section\" id=\"What_are_embeddings\"><\/span>What are embeddings?\u00a0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Embeddings are critical for large language models (LLMs) and modern search. When either a search engine or LLM reads your content, they need a scalable way to analyze it.\u00a0<\/p>\n<p>So what do they do? <\/p>\n<p>They use embeddings to vectorize the content and translate it into a numeric value. See a representation here:\u00a0<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"525\" height=\"140\" alt=\"Embedding model\" class=\"wp-image-448029\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Embedding-model.png.webp 525w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Embedding-model-200x53.png.webp 200w\" data-lazy-sizes=\"(max-width: 525px) 100vw, 525px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Embedding-model.png.webp\"><img fetchpriority=\"high\" decoding=\"async\" width=\"525\" height=\"140\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Embedding-model.png.webp\" alt=\"Embedding model\" class=\"wp-image-448029\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Embedding-model.png.webp 525w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Embedding-model-200x53.png.webp 200w\" sizes=\"(max-width: 525px) 100vw, 525px\"><\/figure>\n<\/div>\n<p>This is exactly what the Google BERT model does. It extracts content from your site and then <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/colab.research.google.com\/drive\/1ZQvuAVwA3IjybezQOXnrXMGAnMyZRuPU\">creates an embedding<\/a>, which is a numerical representation of your content.\u00a0<\/p>\n<p>These embeddings are then stored in a vector database. Since they\u2019re stored as numerical representations, they can be \u201cplotted out\u201d within the database:\u00a0<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"431\" height=\"353\" alt=\"Real text embeddings\" class=\"wp-image-448031\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Real-text-embeddings.png.webp 431w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Real-text-embeddings-413x338.png.webp 413w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Real-text-embeddings-138x113.png.webp 138w\" data-lazy-sizes=\"(max-width: 431px) 100vw, 431px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Real-text-embeddings.png.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"431\" height=\"353\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Real-text-embeddings.png.webp\" alt=\"Real text embeddings\" class=\"wp-image-448031\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Real-text-embeddings.png.webp 431w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Real-text-embeddings-413x338.png.webp 413w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Real-text-embeddings-138x113.png.webp 138w\" sizes=\"auto, (max-width: 431px) 100vw, 431px\"><\/figure>\n<\/div>\n<p>This is an extremely important concept to understand cosine similarity.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-what-is-cosine-similarity\"><span class=\"ez-toc-section\" id=\"What_is_cosine_similarity\"><\/span>What is cosine similarity?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>After these concepts are translated into numerical values and stored, models can perform calculations to determine the \u201cdistance\u201d or similarity between any two points.\u00a0<\/p>\n<p>Cosine similarity is one method used to measure how closely related these points are.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"428\" height=\"352\" alt=\"Cosine similarity example\" class=\"wp-image-448033\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Cosine-similarity-example.png.webp 428w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Cosine-similarity-example-411x338.png.webp 411w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Cosine-similarity-example-137x113.png.webp 137w\" data-lazy-sizes=\"(max-width: 428px) 100vw, 428px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Cosine-similarity-example.png.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"428\" height=\"352\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Cosine-similarity-example.png.webp\" alt=\"Cosine similarity example\" class=\"wp-image-448033\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Cosine-similarity-example.png.webp 428w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Cosine-similarity-example-411x338.png.webp 411w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Cosine-similarity-example-137x113.png.webp 137w\" sizes=\"auto, (max-width: 428px) 100vw, 428px\"><\/figure>\n<\/div>\n<p>Simply put, concepts that have high cosine similarity are understood to be more related to each other. Concepts with lower similarity are less related.\u00a0<\/p>\n<p>So \u201cSEO\u201d and \u201cPPC\u201d would exhibit higher cosine similarity than \u201cshark\u201d and \u201cPPC.\u201d\u00a0<\/p>\n<p>This is how Google can numerically identify whether two concepts are related or if a page is optimized for the target.\u00a0<\/p>\n<p>There\u2019s a laundry list of evidence that Google uses this concept in its own algorithm. Google\u2019s Pandu Nayak wrote the following in a Stanford course on information retrieval:\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li>\u201cAs a consequence, we can use the cosine similarity between the query vector and a document vector as a measure of the score of the document for that query.\u201d\u00a0<\/li>\n<\/ul>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"676\" height=\"247\" alt=\"Pandu Nayak on cosine similarity\" class=\"wp-image-448034\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Pandu-Nayak-on-cosine-similarity.png.webp 676w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Pandu-Nayak-on-cosine-similarity-600x219.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Pandu-Nayak-on-cosine-similarity-200x73.png.webp 200w\" data-lazy-sizes=\"(max-width: 676px) 100vw, 676px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Pandu-Nayak-on-cosine-similarity.png.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"676\" height=\"247\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Pandu-Nayak-on-cosine-similarity.png.webp\" alt=\"Pandu Nayak on cosine similarity\" class=\"wp-image-448034\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Pandu-Nayak-on-cosine-similarity.png.webp 676w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Pandu-Nayak-on-cosine-similarity-600x219.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Pandu-Nayak-on-cosine-similarity-200x73.png.webp 200w\" sizes=\"auto, (max-width: 676px) 100vw, 676px\"><\/figure>\n<\/div>\n<p>In layman\u2019s terms, they can use cosine similarity to understand how relevant a piece of content is to a given query.\u00a0<\/p>\n<p>The Google Search API leaks contain numerous references to embeddings, with over 100 mentions of the concept throughout the documents.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"472\" height=\"270\" alt=\"Embeddings on API leaks docs\" class=\"wp-image-448035\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Embeddings-on-API-leaks-docs.png.webp 472w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Embeddings-on-API-leaks-docs-198x113.png.webp 198w\" data-lazy-sizes=\"(max-width: 472px) 100vw, 472px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Embeddings-on-API-leaks-docs.png.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"472\" height=\"270\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Embeddings-on-API-leaks-docs.png.webp\" alt=\"Embeddings on API leaks docs\" class=\"wp-image-448035\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Embeddings-on-API-leaks-docs.png.webp 472w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Embeddings-on-API-leaks-docs-198x113.png.webp 198w\" sizes=\"auto, (max-width: 472px) 100vw, 472px\"><\/figure>\n<\/div>\n<h2 class=\"wp-block-heading\" id=\"h-analyzing-cosine-similarity-on-sites\"><span class=\"ez-toc-section\" id=\"Analyzing_cosine_similarity_on_sites\"><\/span>Analyzing cosine similarity on sites<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Understanding cosine similarity conceptually is useful, but how can you apply it to your own site?\u00a0<\/p>\n<p>The good <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/news\/\" data-internallinksmanager029f6b8e52c=\"2\" title=\"News\" target=\"_blank\" rel=\"noopener\">news<\/a> is that Google\u2019s BERT model is <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/google-research\/bert\">open-source<\/a>, allowing you to use it to analyze your site\u2019s content.<\/p>\n<p>This means you can use Google\u2019s own tools to test and measure how relevant your content is to target queries.<\/p>\n<p>This <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/gofishdigital.com\/blog\/how-to-calculate-sentence-query-similarity-bert\/\">blog post<\/a> from Go Fish Digital <em>(disclosure: I serve as the agency\u2019s VP of marketing)<\/em> shares a Python code you can use to access BERT and test the relevance of your content.<\/p>\n<p>We\u2019ve also built an extension that creates embeddings for an entire page.\u00a0<\/p>\n<p>The extension extracts your content, runs it through Vertex AI and BERT, and gives you actual scoring of your content for all the sections of a page.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1150\" height=\"586\" alt=\"Creating embeddings with extension\" class=\"wp-image-448036\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension.png.webp 1150w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-600x306.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-800x408.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-200x102.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-768x391.png.webp 768w\" data-lazy-sizes=\"(max-width: 1150px) 100vw, 1150px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension.png.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"1150\" height=\"586\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension.png.webp\" alt=\"Creating embeddings with extension\" class=\"wp-image-448036\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension.png.webp 1150w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-600x306.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-800x408.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-200x102.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-768x391.png.webp 768w\" sizes=\"auto, (max-width: 1150px) 100vw, 1150px\"><\/figure>\n<\/div>\n<p>The extension also gives you an overall Page Similarity score. This calculates the average of all of the embeddings on a given page into a single 0 to 10 score.\u00a0(As of now, the extension is in beta, but you can request access.)<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1150\" height=\"586\" alt=\"Page Similarity score\" class=\"wp-image-448037\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-1.png.webp 1150w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-1-600x306.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-1-800x408.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-1-200x102.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-1-768x391.png.webp 768w\" data-lazy-sizes=\"(max-width: 1150px) 100vw, 1150px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-1.png.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"1150\" height=\"586\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-1.png.webp\" alt=\"Page Similarity score\" class=\"wp-image-448037\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-1.png.webp 1150w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-1-600x306.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-1-800x408.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-1-200x102.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Creating-embeddings-with-extension-1-768x391.png.webp 768w\" sizes=\"auto, (max-width: 1150px) 100vw, 1150px\"><\/figure>\n<\/div>\n<p>Even without these tools, you can still incorporate the concept of cosine similarity into your ecommerce optimization.\u00a0<\/p>\n<p>Some <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/general\/\" data-internallinksmanager029f6b8e52c=\"3\" title=\"General\" target=\"_blank\" rel=\"noopener\">general<\/a> concepts that help improve cosine similarity evaluations include:\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li>Using target terminology on the page.<\/li>\n<li>Ensuring content is higher on the page and has strong similarity.\u00a0<\/li>\n<li>Using related terminology of the core topic.<\/li>\n<li>Reducing and removing content that isn\u2019t about the topic of the page.\u00a0<\/li>\n<li>Ensuring core headings are optimized for similarity.<\/li>\n<\/ul>\n<p><!-- START INLINE FORM --><\/p>\n<p><!-- END INLINE FORM --><\/p>\n<hr class=\"wp-block-separator has-text-color has-cyan-bluish-gray-color has-css-opacity has-cyan-bluish-gray-background-color has-background\">\n<h2 class=\"wp-block-heading\" id=\"h-applying-cosine-similarity-to-ecommerce-sites-nbsp\"><span class=\"ez-toc-section\" id=\"Applying_cosine_similarity_to_ecommerce_sites\"><\/span>Applying cosine similarity to ecommerce sites\u00a0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>With this knowledge, we can better understand the factors that drive high-performing ecommerce sites.\u00a0<\/p>\n<p>Sites that optimize for cosine similarity at scale are more likely to perform better in search.<\/p>\n<p>But how do these high-performing sites naturally incorporate cosine similarity?<\/p>\n<p>Let\u2019s explore some examples using our similarity score extension.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-1-product-naming-convention-optimization-nbsp\"><span class=\"ez-toc-section\" id=\"1_Product_naming_convention_optimization\"><\/span>1. Product naming convention optimization\u00a0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Optimizing product description pages (PDPs) optimizes your product listing pages (PLPs).<\/p>\n<p>This means that optimizing your product pages for a specific query also enhances the relevance of your category pages.\u00a0<\/p>\n<p>The products listed on your category pages naturally adopt the same queries and terminology as the parent category.\u00a0<\/p>\n<p>For example, REI\u2019s use of \u201cMen\u2019s Hiking Boots\u201d in their product naming conventions also helps optimize the parent category page.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1071\" height=\"659\" alt=\"Men\u2019s Hiking Boots - PLP\" class=\"wp-image-448038\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Mens-Hiking-Boots-PLP.png.webp 1071w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Mens-Hiking-Boots-PLP-549x338.png.webp 549w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Mens-Hiking-Boots-PLP-800x492.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Mens-Hiking-Boots-PLP-184x113.png.webp 184w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Mens-Hiking-Boots-PLP-768x473.png.webp 768w\" data-lazy-sizes=\"(max-width: 1071px) 100vw, 1071px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Mens-Hiking-Boots-PLP.png.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"1071\" height=\"659\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Mens-Hiking-Boots-PLP.png.webp\" alt=\"Men\u2019s Hiking Boots - PLP\" class=\"wp-image-448038\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Mens-Hiking-Boots-PLP.png.webp 1071w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Mens-Hiking-Boots-PLP-549x338.png.webp 549w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Mens-Hiking-Boots-PLP-800x492.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Mens-Hiking-Boots-PLP-184x113.png.webp 184w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Mens-Hiking-Boots-PLP-768x473.png.webp 768w\" sizes=\"auto, (max-width: 1071px) 100vw, 1071px\"><\/figure>\n<\/div>\n<p>Understanding the concept of cosine similarity, we can now see why this helps improve SEO at scale.\u00a0<\/p>\n<p>When running our similarity score extension on top of this page, we can see that REI\u2019s own product grids have strong matches against the parent category.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1128\" height=\"667\" alt=\"PLP - Page similarity score\" class=\"wp-image-448039\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/PLP-Page-similarity-score.png.webp 1128w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/PLP-Page-similarity-score-572x338.png.webp 572w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/PLP-Page-similarity-score-800x473.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/PLP-Page-similarity-score-191x113.png.webp 191w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/PLP-Page-similarity-score-768x454.png.webp 768w\" data-lazy-sizes=\"(max-width: 1128px) 100vw, 1128px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/PLP-Page-similarity-score.png.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"1128\" height=\"667\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/PLP-Page-similarity-score.png.webp\" alt=\"PLP - Page similarity score\" class=\"wp-image-448039\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/PLP-Page-similarity-score.png.webp 1128w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/PLP-Page-similarity-score-572x338.png.webp 572w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/PLP-Page-similarity-score-800x473.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/PLP-Page-similarity-score-191x113.png.webp 191w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/PLP-Page-similarity-score-768x454.png.webp 768w\" sizes=\"auto, (max-width: 1128px) 100vw, 1128px\"><\/figure>\n<\/div>\n<p><strong><em>Dig deeper: Product page SEO: A complete guide<\/em><\/strong><\/p>\n<h3 class=\"wp-block-heading\" id=\"h-2-seo-text-on-category-pages\"><span class=\"ez-toc-section\" id=\"2_SEO_text_on_category_pages\"><\/span>2. SEO text on category pages<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>A best practice for ecommerce sites is to include search-optimized text at the bottom of category pages.\u00a0<\/p>\n<p>Typically, this consists of 3-5 paragraphs of content placed beneath the product listings, providing additional information about the category as a whole.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1187\" height=\"560\" alt=\"Category page - SEO content\" class=\"wp-image-448040\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content.png.webp 1187w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-600x283.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-800x377.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-200x94.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-768x362.png.webp 768w\" data-lazy-sizes=\"(max-width: 1187px) 100vw, 1187px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content.png.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"1187\" height=\"560\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content.png.webp\" alt=\"Category page - SEO content\" class=\"wp-image-448040\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content.png.webp 1187w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-600x283.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-800x377.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-200x94.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-768x362.png.webp 768w\" sizes=\"auto, (max-width: 1187px) 100vw, 1187px\"><\/figure>\n<\/div>\n<p>I recently <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/posts\/chris-long-marketing_do-you-think-that-bottom-of-the-page-text-activity-7242617786823229442-1tUg\/?utm_source=share&amp;utm_medium=member_desktop\">conducted a LinkedIn poll<\/a> asking if this type of text at the bottom of category pages is beneficial, with 82% of respondents confirming that it is.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"555\" height=\"324\" alt=\"Category page - SEO content poll\" class=\"wp-image-448041\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-poll.png.webp 555w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-poll-194x113.png.webp 194w\" data-lazy-sizes=\"(max-width: 555px) 100vw, 555px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-poll.png.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"555\" height=\"324\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-poll.png.webp\" alt=\"Category page - SEO content poll\" class=\"wp-image-448041\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-poll.png.webp 555w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-poll-194x113.png.webp 194w\" sizes=\"auto, (max-width: 555px) 100vw, 555px\"><\/figure>\n<\/div>\n<p>When we view this initiative through the lens of cosine similarity, it becomes clearer why it\u2019s effective.\u00a0It helps ecommerce sites significantly improve the content relevance of their category pages.\u00a0<\/p>\n<p>When done correctly, you can see how well this content aligns with target keywords.\u00a0For example, on Chewy\u2019s Dry Dog Food page, most of their sections score 7.0 or higher in similarity.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1189\" height=\"587\" alt=\"Category page - SEO content similarity score\" class=\"wp-image-448042\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-similarity-score.png.webp 1189w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-similarity-score-600x296.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-similarity-score-800x395.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-similarity-score-200x99.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-similarity-score-768x379.png.webp 768w\" data-lazy-sizes=\"(max-width: 1189px) 100vw, 1189px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-similarity-score.png.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"1189\" height=\"587\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-similarity-score.png.webp\" alt=\"Category page - SEO content similarity score\" class=\"wp-image-448042\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-similarity-score.png.webp 1189w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-similarity-score-600x296.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-similarity-score-800x395.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-similarity-score-200x99.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Category-page-SEO-content-similarity-score-768x379.png.webp 768w\" sizes=\"auto, (max-width: 1189px) 100vw, 1189px\"><\/figure>\n<\/div>\n<p><strong><em>Dig deeper: How to make your ecommerce content more helpful<\/em><\/strong><\/p>\n<h3 class=\"wp-block-heading\" id=\"h-3-related-categories\"><span class=\"ez-toc-section\" id=\"3_Related_categories\"><\/span>3. Related categories<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Another effective ecommerce SEO strategy I\u2019ve long advocated is using internal links at the bottom of category pages to cross-link to other relevant categories. These are often labeled as \u201cRelated categories\u201d or \u201cRelated searches.\u201d<\/p>\n<p>For example, REI includes \u201cRelated searches\u201d at the bottom of its category pages, which helps to strengthen the relevance and connectivity of its content.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"899\" height=\"240\" alt=\"REI - Related searches\" class=\"wp-image-448043\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches.png.webp 899w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-600x160.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-800x214.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-200x53.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-768x205.png.webp 768w\" data-lazy-sizes=\"(max-width: 899px) 100vw, 899px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches.png.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"899\" height=\"240\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches.png.webp\" alt=\"REI - Related searches\" class=\"wp-image-448043\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches.png.webp 899w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-600x160.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-800x214.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-200x53.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-768x205.png.webp 768w\" sizes=\"auto, (max-width: 899px) 100vw, 899px\"><\/figure>\n<\/div>\n<p>Looking at the Wayfair site, they actually include both options:\u00a0<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1231\" height=\"333\" alt=\"Wayfair - Related searches and categories\" class=\"wp-image-448044\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Wayfair-Related-searches-and-categories.png.webp 1231w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Wayfair-Related-searches-and-categories-600x162.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Wayfair-Related-searches-and-categories-800x216.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Wayfair-Related-searches-and-categories-200x54.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Wayfair-Related-searches-and-categories-768x208.png.webp 768w\" data-lazy-sizes=\"(max-width: 1231px) 100vw, 1231px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Wayfair-Related-searches-and-categories.png.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"1231\" height=\"333\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Wayfair-Related-searches-and-categories.png.webp\" alt=\"Wayfair - Related searches and categories\" class=\"wp-image-448044\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Wayfair-Related-searches-and-categories.png.webp 1231w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Wayfair-Related-searches-and-categories-600x162.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Wayfair-Related-searches-and-categories-800x216.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Wayfair-Related-searches-and-categories-200x54.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Wayfair-Related-searches-and-categories-768x208.png.webp 768w\" sizes=\"auto, (max-width: 1231px) 100vw, 1231px\"><\/figure>\n<\/div>\n<p>Let\u2019s see how these features impact the content\u2019s cosine similarity against the core query. For REI, we can see that each item strongly impacts content optimization.\u00a0<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1208\" height=\"221\" alt=\"REI - Related searches similarity score\" class=\"wp-image-448045\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-similarity-score.png 1208w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-similarity-score-600x110.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-similarity-score-800x146.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-similarity-score-200x37.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-similarity-score-768x141.png.webp 768w\" data-lazy-sizes=\"(max-width: 1208px) 100vw, 1208px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-similarity-score.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1208\" height=\"221\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-similarity-score.png\" alt=\"REI - Related searches similarity score\" class=\"wp-image-448045\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-similarity-score.png 1208w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-similarity-score-600x110.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-similarity-score-800x146.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-similarity-score-200x37.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/REI-Related-searches-similarity-score-768x141.png.webp 768w\" sizes=\"auto, (max-width: 1208px) 100vw, 1208px\"><\/figure>\n<\/div>\n<p>Not only are they helping the core category page, but they\u2019re also establishing a strong internal linking system to other semantically related pages.\u00a0<\/p>\n<p><strong><em>Dig deeper: Retailers: Google is becoming your new category page<\/em><\/strong><\/p>\n<h3 class=\"wp-block-heading\" id=\"h-4-product-reviews\"><span class=\"ez-toc-section\" id=\"4_Product_reviews\"><\/span>4. Product reviews<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>It may be surprising, but I believe product reviews are an underutilized asset for SEO on ecommerce sites.\u00a0<\/p>\n<p>Often, I see sites allow only 5-10 reviews to be indexed, then use JavaScript to prevent further indexation.<\/p>\n<p>However, when reviews are relevant, they can be a powerful tool for leveraging cosine similarity at scale.\u00a0<\/p>\n<p>If reviewers consistently mention the product\u2019s name or category, it helps bring your product closer to the root query, improving its relevance.<\/p>\n<p>For example, look at how relevant reviews can enhance a page\u2019s similarity score and overall SEO performance.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"801\" height=\"522\" alt=\"Product reviews similarity score\" class=\"wp-image-448046\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Product-reviews-similarity-score.png.webp 801w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Product-reviews-similarity-score-519x338.png.webp 519w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Product-reviews-similarity-score-173x113.png.webp 173w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Product-reviews-similarity-score-768x500.png.webp 768w\" data-lazy-sizes=\"(max-width: 801px) 100vw, 801px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Product-reviews-similarity-score.png.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"801\" height=\"522\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Product-reviews-similarity-score.png.webp\" alt=\"Product reviews similarity score\" class=\"wp-image-448046\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Product-reviews-similarity-score.png.webp 801w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Product-reviews-similarity-score-519x338.png.webp 519w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Product-reviews-similarity-score-173x113.png.webp 173w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Product-reviews-similarity-score-768x500.png.webp 768w\" sizes=\"auto, (max-width: 801px) 100vw, 801px\"><\/figure>\n<\/div>\n<p>Now that you understand the role of cosine similarity and its impact on search, you can apply these principles to optimize your ecommerce site and content structure.\u00a0<\/p>\n<p>The most significant improvements will come from scaling your efforts to enhance similarity across your site.<\/p>\n<p><strong><em>Dig deeper: Ecommerce content: How to demonstrate beneficial purpose and expertise<\/em><\/strong><\/p>\n<\/div>\n<p><\/p>\n<div class=\"about-author\">\n<p>About the author<\/p>\n<div class=\"information\">\n<div class=\"author-module\">\n<div class=\"row\">\n<div class=\"col-12 col-lg-3 text-center\">\n<div class=\"avatar\">\n\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" class=\"img-fluid rounded-circle avatar-border\" alt=\"Chris Long\" width=\"140\" height=\"140\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/Chris-Long.jpeg.webp\"><img loading=\"lazy\" decoding=\"async\" class=\"img-fluid rounded-circle avatar-border\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/Chris-Long.jpeg.webp\" alt=\"Chris Long\" width=\"140\" height=\"140\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<div class=\"col-12 col-lg-9\">\n<div class=\"about\">\n<div class=\"name\">\n\t\t\t\t\t\t\t<strong>Chris Long<\/strong>\n\t\t\t\t\t\t<\/div>\n<div class=\"row g-2 pt-2\">\n<div class=\"col-auto twitter\">\n\t\t\t\t\t\t\t\t\t<a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/twitter.com\/intent\/follow?original_referer=https%3A%2F%2Fsearchengineland.com%2F&amp;region=follow_link&amp;screen_name=gofishchris&amp;tw_p=followbutton&amp;variant=2.0\" aria-label=\"opens in a new tab\"><i class=\"fab fa-x-twitter\"><\/i><\/a>\n\t\t\t\t\t\t\t<\/div>\n<div class=\"col-auto\">\n\t\t\t\t\t\t\t\t\t<a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/in\/chris-long-391a2341\/\" aria-label=\"opens in a new tab\"><i class=\"fab fa-linkedin\"><\/i><\/a>\n\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<p>\t\t\t\t\t\tChris Long is the VP of marketing at <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/gofishdigital.com\/\">Go Fish Digital<\/a>. Chris works with unique problems and advanced search situations to help his clients improve organic traffic through a deep understanding of Google\u2019s algorithm and Web <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/technology\/\" data-internallinksmanager029f6b8e52c=\"4\" title=\"Technology\" target=\"_blank\" rel=\"noopener\">technology<\/a>. Chris is a contributor for Moz, Search Engine Land, and The Next Web. He is also a speaker at industry conferences such as <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/searchmarketingexpo.com\">SMX East<\/a> and the State Of Search. You can connect with him on <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/social-mediaa\/\" data-internallinksmanager029f6b8e52c=\"1\" title=\"Social Media\" target=\"_blank\" rel=\"noopener\">Twitter<\/a> and LinkedIn.\t\t\t\t\t<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/div>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<blockquote><p><strong><span style=\"color: #ff6600;\">If you liked the article, do not forget to share it with your friends. Follow us on\u00a0<span style=\"color: #ff0000;\"><a style=\"color: #ff0000;\" href=\"https:\/\/news.google.com\/publications\/CAAqBwgKMN63nwsw68G3Aw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google News<\/a><\/span>\u00a0too, click on the star and choose us from your favorites.<\/span><\/strong><\/p><\/blockquote>\n<blockquote>\n<p style=\"text-align: center;\"><strong>If you want to read more like this article, you can visit our <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/en.buradabiliyorum.com\/technology\/\" target=\"_blank\" rel=\"noopener\">Technology<\/a><\/span> category.<\/strong><\/p>\n<\/blockquote>\n<p><span style=\"color: black;\"><a style=\"color: #ff9900;\" href=\"https:\/\/searchengineland.com\/how-to-leverage-cosine-similarity-for-ecommerce-seo-448027\" target=\"_blank\" rel=\"noopener\">Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Understanding the concept can help you optimize ecommerce content for better alignment with Google&#8217;s AI-driven search, boosting visibility. Traditional SEO tactics alone aren\u2019t enough to keep ecommerce sites competitive in today\u2019s AI-driven search landscape.\u00a0 To improve search visibility and connect with relevant queries, ecommerce brands can leverage cosine similarity \u2013 a mathematical concept that helps&#8230;<\/p>\n","protected":false},"author":1,"featured_media":643676,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/11\/Cosine-similarity-800x450.png","fifu_image_alt":"","footnotes":""},"categories":[18],"tags":[78093,78070],"class_list":["post-643675","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","tag-ecommerce","tag-seo"],"_links":{"self":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/643675","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/comments?post=643675"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/643675\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media\/643676"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=643675"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=643675"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=643675"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}