{"id":15398,"date":"2024-03-07T09:31:04","date_gmt":"2024-03-07T17:31:04","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=15398"},"modified":"2025-12-01T04:35:57","modified_gmt":"2025-12-01T12:35:57","slug":"vector-search-on-mobile-beta","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/vector-search-on-mobile-beta\/","title":{"rendered":"Vector search is coming to Couchbase Lite, sign up for beta!"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Mobile app developers know that a key to adoption is engaging users with an experience that is unique and tailored just for them. This means the app must display items and data in context with the user&#8217;s tastes, history, location, habits and other information to make a personal connection, the more it can provide this sort of experience the more engaged users become.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Search is a ubiquitous means of user interaction in apps, and as such should always return personalized responses in order to make an impact. But searching only for specific words and phrases is not enough to produce accurate results in context. To make a personal connection you need semantic search for matches that are meaningful to the user. This is where vector search comes in.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vector search goes beyond simply finding matching words, it finds related information based on the meaning of a search query, making it the best option for providing relevant information that connects with users.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vector search also makes output from generative AI more personal by enabling Retrieval Augmented Generation, or \u201cRAG\u201d, where local vectorized data is passed along with prompts to provide better precision and context for LLM responses.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In fact, vector search features are being added to nearly every cloud database, so how is Couchbase doing it differently? By offering vector search from cloud to edge.<br \/>\n<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Couchbase Mobile Vector Search from Cloud to Edge\" width=\"900\" height=\"506\" src=\"https:\/\/www.youtube.com\/embed\/yGiTZXI2hLk?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/www.couchbase.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<h2><span style=\"font-weight: 400;\">Vector search at the edge<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Other database vendors only offer vector search in the cloud, making the functionality subject to internet latency, and rendering it useless without connectivity \u2014 not good for mobile apps! What&#8217;s needed is a way to take advantage of vector search at the edge without being dependent on the internet.<\/span><\/p>\n<p><a href=\"https:\/\/www.couchbase.com\/products\/mobile\/\"><span style=\"font-weight: 400;\">Couchbase Mobile<\/span><\/a><span style=\"font-weight: 400;\"> is the answer.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Couchbase Mobile is a mobile database platform that includes:<\/span><\/p>\n<p style=\"padding-left: 40px;\"><b>A cloud database<\/b><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">Available as a fully managed and hosted Database as a Service with <\/span><a href=\"https:\/\/www.couchbase.com\/products\/capella\/\"><span style=\"font-weight: 400;\">Couchbase Capella<\/span><\/a><span style=\"font-weight: 400;\">, or deploy and host <\/span><a href=\"https:\/\/www.couchbase.com\/products\/server\/\"><span style=\"font-weight: 400;\">Couchbase Server<\/span><\/a><span style=\"font-weight: 400;\"> on your own.<\/span><\/p>\n<p style=\"padding-left: 40px;\"><b>An embedded database<\/b><\/p>\n<p style=\"padding-left: 40px;\"><a href=\"https:\/\/www.couchbase.com\/products\/lite\/\"><span style=\"font-weight: 400;\">Couchbase Lite<\/span><\/a><span style=\"font-weight: 400;\"> is the embeddable version of Couchbase for mobile and IoT apps that stores data locally on the device.<\/span><\/p>\n<p style=\"padding-left: 40px;\"><b>Data synchronization<\/b><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">A secure gateway for data sync over the web, as well as peer-to-peer sync between devices. Offered as fully hosted and managed sync with <\/span><a href=\"https:\/\/www.couchbase.com\/products\/capella\/app-services\/\"><span style=\"font-weight: 400;\">Capella App Services<\/span><\/a><span style=\"font-weight: 400;\">, or install and manage <\/span><a href=\"https:\/\/www.couchbase.com\/products\/sync-gateway\/\"><span style=\"font-weight: 400;\">Couchbase Sync Gateway<\/span><\/a><span style=\"font-weight: 400;\"> yourself.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Because Couchbase Lite runs directly on the edge devices, it eliminates dependencies on the internet, which makes apps faster and more reliable. Couchbase Lite now supports vector embedding and vector search that can be called using SQL, enabling this must-have feature to be run locally as an offline-first capability. And automatic sync ensures data is instantly shared across the app ecosystem to Couchbase Capella and Couchbase Server whenever connectivity is available.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Running vector search on-device brings all the benefits of edge computing for apps including ultra-low latency, guaranteed availability even when offline, bandwidth savings, and customized LLM responses, all without compromising data privacy &#8211; sensitive data never has to leave the device!\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">And these benefits are amplified when combined with vector search in Couchbase Capella and Couchbase Server, enabling cloud to edge vector support.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Sign up for the beta!<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Vector search in Couchbase Lite is coming in beta, <\/span><a href=\"https:\/\/info.couchbase.com\/couchbase-lite-vector-search-beta-program\"><span style=\"font-weight: 400;\">sign up for access today<\/span><\/a><span style=\"font-weight: 400;\">!<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Accepted participants get access to Couchbase Lite beta software and documentation, regular check-ins with Couchbase Product Managers and Engineering, and an open channel to Couchbase for questions and feedback.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Be among the first to innovate with Couchbase Mobile, the database platform with cloud-to-edge-to-device vector search!<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><a href=\"https:\/\/youtu.be\/biQFajXhido?feature=shared\"><span style=\"font-weight: 400;\">Watch this explainer to see how vector search works in Couchbase Lite<\/span><\/a><\/li>\n<li><span style=\"font-weight: 400;\"><a href=\"https:\/\/youtu.be\/OSo6unGoymk?feature=shared\">Learn more about vector search concepts<\/a> in this <\/span><span style=\"font-weight: 400;\">short video<\/span><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Sign up for the <a href=\"https:\/\/info.couchbase.com\/couchbase-lite-vector-search-beta-program\">Couchbase Lite vector search beta<\/a><\/span><span style=\"font-weight: 400;\">!<\/span><\/li>\n<li>Try out vector search in Couchbase Server and Capella:\n<ul>\n<li><a href=\"https:\/\/www.couchbase.com\/downloads\/?family=couchbase-server\">Download Couchbase Server 7.6<\/a><\/li>\n<li aria-level=\"1\"><a href=\"https:\/\/cloud.couchbase.com\/sign-up\">Free Capella DBaaS trial sign up<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Mobile app developers know that a key to adoption is engaging users with an experience that is unique and tailored just for them. This means the app must display items and data in context with the user&#8217;s tastes, history, location, [&hellip;]<\/p>\n","protected":false},"author":68550,"featured_media":15400,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[10122,2225,7667,1810,7666,9937],"tags":[1968],"ppma_author":[8920],"class_list":["post-15398","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence-ai","category-cloud","category-couchbase-lite","category-couchbase-mobile","category-edge-computing","category-vector-search","tag-embedded-database"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Vector search is coming to Couchbase Lite, sign up for beta! - The Couchbase Blog<\/title>\n<meta name=\"description\" content=\"Be among the first to innovate with Couchbase Mobile, the database platform with cloud-to-edge-to-device vector search!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.couchbase.com\/blog\/vector-search-on-mobile-beta\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Vector search is coming to Couchbase Lite, sign up for beta!\" \/>\n<meta property=\"og:description\" content=\"Be among the first to innovate with Couchbase Mobile, the database platform with cloud-to-edge-to-device vector search!\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.couchbase.com\/blog\/vector-search-on-mobile-beta\/\" \/>\n<meta property=\"og:site_name\" content=\"The Couchbase Blog\" \/>\n<meta property=\"article:published_time\" content=\"2024-03-07T17:31:04+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-01T12:35:57+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/03\/image_2024-03-07_102855887.png\" \/>\n\t<meta property=\"og:image:width\" content=\"3809\" \/>\n\t<meta property=\"og:image:height\" content=\"2138\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Mark Gamble, Director of Product &amp; Solutions Marketing\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Mark Gamble, Director of Product &amp; Solutions Marketing\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/vector-search-on-mobile-beta\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/vector-search-on-mobile-beta\\\/\"},\"author\":{\"name\":\"Mark Gamble, Director of Product &amp; Solutions Marketing\",\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/#\\\/schema\\\/person\\\/5bb6fb9735a5dd617150df16cda64053\"},\"headline\":\"Vector search is coming to Couchbase Lite, sign up for beta!\",\"datePublished\":\"2024-03-07T17:31:04+00:00\",\"dateModified\":\"2025-12-01T12:35:57+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/vector-search-on-mobile-beta\\\/\"},\"wordCount\":645,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/vector-search-on-mobile-beta\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/wp-content\\\/uploads\\\/sites\\\/1\\\/2024\\\/03\\\/image_2024-03-07_102855887.png\",\"keywords\":[\"embedded database\"],\"articleSection\":[\"Artificial Intelligence (AI)\",\"Couchbase Capella\",\"Couchbase Lite\",\"Couchbase Mobile\",\"Edge computing\",\"Vector Search\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/vector-search-on-mobile-beta\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/vector-search-on-mobile-beta\\\/\",\"url\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/vector-search-on-mobile-beta\\\/\",\"name\":\"Vector search is coming to Couchbase Lite, sign up for beta! 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