{"id":6587,"date":"2025-06-17T14:10:18","date_gmt":"2025-06-17T14:10:18","guid":{"rendered":"https:\/\/www.factorydata.com\/?p=6587&amp;lang=en"},"modified":"2025-06-17T14:10:18","modified_gmt":"2025-06-17T14:10:18","slug":"internal-external-and-hybrid-search-engines","status":"publish","type":"post","link":"https:\/\/www.factorydata.com\/en\/internal-external-and-hybrid-search-engines\/","title":{"rendered":"Internal, external and hybrid search engines"},"content":{"rendered":"<h4>In any electronic catalog or web store, it&#8217;s essential to <strong>make it easy for customers to find products<\/strong>, and to achieve this, it&#8217;s crucial to have the <strong>most effective product search engine possible<\/strong>.<\/h4>\n<h4><a href=\"https:\/\/www.factorydata.com\/wp-content\/uploads\/2025\/06\/No-result-found.png\"><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-6588\" src=\"https:\/\/www.factorydata.com\/wp-content\/uploads\/2025\/06\/No-result-found.png\" alt=\"No result found\" width=\"602\" height=\"97\" \/><\/a><\/h4>\n<h4><\/h4>\n<h4>We can classify search engines according to where they perform their searches:<\/h4>\n<ol>\n<li>\n<h4><strong>Internal search, focused on internal knowledge (own domain)<\/strong>. This type of search engine is designed to search only within the system&#8217;s own database. That is, it <strong>only shows you results for products, categories, or information already stored<\/strong>. This is the most traditional approach and focuses on offering <strong>accurate and relevant results<\/strong> within the system&#8217;s existing knowledge.<\/h4>\n<\/li>\n<li>\n<h4><strong>External search, performs searches outside the system&#8217;s own knowledge base<\/strong>. The search engine accesses one or more external sources, such as<strong> product databases, supplier catalogs, specialized search engines<\/strong>, or even information on the web, <strong>allowing it to access knowledge not yet in its databases<\/strong>.<\/h4>\n<\/li>\n<li>\n<h4><strong>Hybrid or extended search, which combines internal and external search<\/strong>. These search engines combine the best of both worlds: precision, speed, and extended knowledge, making them the <strong>best solution of all<\/strong>.<\/h4>\n<\/li>\n<\/ol>\n<h4><a href=\"https:\/\/www.factorydata.com\/wp-content\/uploads\/2025\/06\/external-search.png\"><img decoding=\"async\" class=\"aligncenter wp-image-6583\" src=\"https:\/\/www.factorydata.com\/wp-content\/uploads\/2025\/06\/external-search.png\" alt=\"external search\" width=\"450\" height=\"131\" \/><\/a><\/h4>\n<h4><\/h4>\n<h4>There are various <strong>technologies<\/strong> that allow for the <strong>implementation and management of hybrid search engines<\/strong>, the most relevant of which are:<\/h4>\n<ul>\n<li>\n<h4><strong>Algolia<\/strong>: Offers hybrid search and can integrate with multiple sources, enabling expanded search across websites and applications.<\/h4>\n<\/li>\n<li>\n<h4><strong>Coveo<\/strong>: Specializes in intelligent and personalized search, combining internal and external data to deliver relevant results.<\/h4>\n<\/li>\n<li>\n<h4><strong>Elasticsearch<\/strong>: Highly flexible and powerful, it can be configured to search multiple sources and combine results.<\/h4>\n<\/li>\n<li>\n<h4><strong>Swiftype<\/strong>: Platform that enables hybrid and personalized search, ideal for B2B sites that need to expand their search capabilities.<\/h4>\n<\/li>\n<\/ul>\n<h4><\/h4>\n<h4>The <strong>problem<\/strong> with all these technologies is that they <strong>require a knowledge base<\/strong> to feed them.<\/h4>\n<h4><a href=\"https:\/\/www.factorydata.com\/wp-content\/uploads\/2025\/06\/Empty-database.png\"><img decoding=\"async\" class=\"aligncenter size-full wp-image-6585\" src=\"https:\/\/www.factorydata.com\/wp-content\/uploads\/2025\/06\/Empty-database.png\" alt=\"Empty database\" width=\"787\" height=\"240\" \/><\/a><\/h4>\n<h4><\/h4>\n<h4>At Factory Data, we have the <strong>Neo system<\/strong>, which implements search technology for <strong>vehicle spare parts products<\/strong>. This allows us not only to <strong>improve internal search engines<\/strong> but also to<strong> analyze all search data<\/strong> to<strong> detect new SKUs<\/strong> with sales potential, <strong>potential obsolete products, missing equivalents<\/strong> in the internal database, etc.<\/h4>\n<p>&nbsp;<\/p>\n<p>By Joan Cab\u00f3s<br \/>\nCEO &amp; founder<\/p>\n<p>&nbsp;<\/p>","protected":false},"excerpt":{"rendered":"<p>In any electronic catalog or web store, it&#8217;s essential to make it easy for customers to find products, and to [&hellip;]<\/p>","protected":false},"author":1,"featured_media":6580,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[20],"tags":[],"class_list":["post-6587","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-neo-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.5 - 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