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hentry category-connectors category-cloud category-couchbase-mobile category-couchbase-server category-edge-computing category-generative-ai-genai category-ruby category-vector-search tag-2024-themes tag-capella-columnar tag-cloud-to-edge tag-jetbrains tag-langchain tag-orm tag-vectorize-io">  <div class="site-header-bg-wrap"> <div class="header-opacity"> <div class="header-gradient"></div> <div class="site-header-bg background-effect" style="background-image: url(https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/08/couchbase-momentum-developer-experience.png); opacity: 0.5;"></div> </div> </div> <div class="container hero-container">  <div class="hero-text"> <h1 class="entry-title">New Couchbase Capella Advancements Fuel Development</h1> <div class="hero-date"> <ul> <li>  <a class="author-profile-avatar" href="https://www.couchbase.com/blog/author/heymarkgamble/" title="Posts by Mark Gamble, Director of Product & Solutions Marketing"> <img alt='' src='https://www.couchbase.com/blog/wp-content/uploads/sites/1/2023/03/image_2023-03-22_151418898.png' srcset='https://www.couchbase.com/blog/wp-content/uploads/sites/1/2023/03/image_2023-03-22_151418898.png 2x' class='avatar avatar-65 photo avatar-default' height='65' width='65' decoding='async'/> </a> </li> <li> <div class="auth_detail_wrp">  <a class="auth_name" href="https://www.couchbase.com/blog/author/heymarkgamble/"> Mark Gamble, Director of Product & Solutions Marketing </a> </div> <div class="date_blog"> <span class="hero-date-span">September 3, 2024</span> </div> </li> </ul> </div> </div> </div> </div> </div> </div> <div data-rocket-location-hash="71b719af51dc65717bbb466f3afa034d" id="page" class="hfeed site container"> <div data-rocket-location-hash="ab7635cdc6228f2213d248cd4cde9ab1" id="content" class="site-content"> <div data-rocket-location-hash="495936cbeb6374bace73b1518178ba49" id="primary" class="content-area"> <main id="main" class="site-main" role="main"> <article id="post-16238" class="post full-post post-16238 type-post status-publish format-standard has-post-thumbnail hentry category-connectors category-cloud category-couchbase-mobile category-couchbase-server category-edge-computing category-generative-ai-genai category-ruby category-vector-search tag-2024-themes tag-capella-columnar tag-cloud-to-edge tag-jetbrains tag-langchain tag-orm tag-vectorize-io"> <div class="entry-content"> <p><span style="font-weight: 400;">Today we are pleased to announce three major advancements for Capella, the cloud database platform for modern applications, including GenAI, vector search, and mobile application services.</span></p> <p><span style="font-weight: 400;">First, the general availability of </span><a href="https://www.couchbase.com/products/analytics/"><span style="font-weight: 400;">Capella Columnar</span></a><span style="font-weight: 400;">, which enables real-time, zero ETL JSON-native data analytics that run independently from operational workloads within a single database platform.</span></p> <p><span style="font-weight: 400;">Also generally available is </span><a href="https://www.couchbase.com/products/mobile/"><span style="font-weight: 400;">Couchbase Mobile with vector search</span></a><span style="font-weight: 400;">, which makes it possible for customers to offer semantic, similarity and hybrid search in their applications at the edge that work even without internet.</span></p> <p><span style="font-weight: 400;">We also announced today Capella Free Tier, a perpetual free workspace in the Capella Database-as-a-Service designed to help developers get started on Capella without any financial commitment, making it ideal for learning, development, and small projects.</span></p> <h2><span style="font-weight: 400;">Capella Columnar Converges Operational and Real-time Analytics</span></h2> <p><span style="font-weight: 400;">Many organizations, including Couchbase customers, have embraced the flexibility of JSON when building business-critical applications. However, while JSON is often the programmer’s preferred data format, it can be difficult to use for traditional analytic systems that expect data to conform to more rigid structures. Without formal structures, business intelligence teams spend too much time on data transformation and hygiene just to include operational JSON data in their analysis. This is why so much JSON data remains dormant. </span></p> <p><span style="font-weight: 400;">Couchbase is the only NoSQL database vendor who offers key-value and columnar storage options for operational and analytic workloads on a single platform, providing customers the power and flexibility to make JSON data useful in analytics.</span></p> <p><span style="font-weight: 400;">Capella Columnar addresses the challenge of parsing, transforming and persisting JSON data into an analysis-ready columnar format. It supports real-time, multi-source ingestion of data not only from Couchbase, but also using common systems like Kafka to draw data from other third party JSON or SQL databases. </span></p> <p><span style="font-weight: 400;">By using Capella iQ, our AI-powered coding assistant, Capella Columnar simplifies analysis by writing SQL++ for developers, eliminating the need to wait for the BI team. Once an important metric is calculated, it can immediately be written back to the Capella operational cluster, which can use the metric data within the application.</span></p> <div id="attachment_16251" style="width: 910px" class="wp-caption alignnone"><a href="https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/09/Columnar-Architecture-Image-Overview-DS.png"><img fetchpriority="high" decoding="async" aria-describedby="caption-attachment-16251" class="wp-image-16251 size-large" src="https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/09/Columnar-Architecture-Image-Overview-DS-1024x582.png" alt="Capella Columnar Overview" width="900" height="512" srcset="https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/09/Columnar-Architecture-Image-Overview-DS-1024x582.png 1024w, https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/09/Columnar-Architecture-Image-Overview-DS-300x171.png 300w, https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/09/Columnar-Architecture-Image-Overview-DS-768x437.png 768w, https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/09/Columnar-Architecture-Image-Overview-DS-1536x873.png 1536w, https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/09/Columnar-Architecture-Image-Overview-DS-1320x750.png 1320w, https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/09/Columnar-Architecture-Image-Overview-DS.png 1928w" sizes="(max-width: 900px) 100vw, 900px" /></a><p id="caption-attachment-16251" class="wp-caption-text">Capella Columnar Overview</p></div> <p><span style="font-weight: 400;">Capella Columnar reduces latency, complexity and cost to empower organizations to build real-time adaptive applications. For example, it can enable more personalized experiences in an e-commerce application so retailers can provide custom offers that enhance revenue, or build in customer-facing metrics in a gaming application to accelerate engagement. As AI enhances these applications, Capella Columnar positions Couchbase to meet the growing demand for high-performing, personalized and intelligent adaptive solutions.</span></p> <ul> <li style="list-style-type: none;"> <ul> <li style="list-style-type: none;"> <ul> <li style="list-style-type: none;"> <ul> <li>Join our upcoming <a href="https://info.couchbase.com/columnar_json_analytics_2024sep_registration.html">webcast on Capella Columnar</a>.</li> <li>See Capella Columnar in action in the following demo video:</li> </ul> </li> </ul> </li> </ul> </li> </ul> <p><iframe title="Couchbase Capella Columnar Services - Operational Analytics Demonstration" width="900" height="506" src="https://www.youtube.com/embed/EZWZUl5TBYM?feature=oembed&enablejsapi=1&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> <hr /> <h2><span style="font-weight: 400;">Couchbase Mobile with Vector Search Enables Cloud-to-Edge AI</span></h2> <p><span style="font-weight: 400;">Search is a ubiquitous means of user interaction in mobile apps, and as such should always return personalized responses in context in order to make an impact. But searching only for specific words and phrases is not enough to produce accurate results that truly engage. To make a personal connection you need semantic search for matches that are meaningful to the user. This is where vector search comes in. Vector search goes beyond simply finding matching words, it finds related information based on the core meaning of the input, making it the best option for providing relevant information that connects with users.</span></p> <p><span style="font-weight: 400;">Most other database vendors only offer vector search in the cloud, making the functionality subject to internet latency, and rendering it useless without connectivity – not good for mobile apps! What’s needed is a way to take advantage of vector search and AI at the edge without being dependent on the internet.</span></p> <p><span style="font-weight: 400;">The release of </span><a href="https://www.couchbase.com/downloads/?family=couchbase-lite"><span style="font-weight: 400;">Couchbase Mobile 3.2</span></a><span style="font-weight: 400;"> completes our “cloud-to-edge AI” vision by offering vector search on-device with Couchbase Lite, the embedded database for mobile and IoT apps. Now, mobile developers can take advantage of vector search capabilities at the edge without dependencies on the internet, enabling the fastest, most secure and most reliable GenAI apps possible.</span></p> <p><span style="font-weight: 400;">What’s more, vector search support in Couchbase Mobile makes output from generative AI more accurate by enabling Retrieval Augmented Generation, or “RAG”, an architectural technique where local on-device vector data is passed along with prompts to provide better precision and context for LLM responses. This allows developers to leverage RAG for GenAI to create personalized, engaging apps that work at the edge without compromising privacy</span></p> <p><span style="font-weight: 400;">And the ability for vector search at the edge – including on-device – brings specific security and privacy benefits for AI-powered features. By processing data at the edge you ensure privacy because sensitive data never has to leave the edge. Developers can build GenAI apps that run on-device or at the edge without the worry of feeding sensitive or private data to public models.</span></p> <p><span style="font-weight: 400;">All of these benefits are amplified when combined with vector search in Couchbase Capella and Couchbase Server, enabling cloud-to-edge AI support.</span></p> <p><span style="font-weight: 400;">Use cases for vector search at the edge include:</span></p> <ul> <li style="list-style-type: none;"> <ul> <li style="font-weight: 400;"><b>Retail</b><span style="font-weight: 400;">: Embedded data and AI processing in store kiosks and POS apps enhances the checkout and item lookup process with vector search powered image matching, all with no dependencies on the internet.</span></li> <li style="font-weight: 400;"><b>Mobile Gaming</b><span style="font-weight: 400;">: Enhance gameplay with LLM-based non-player characters that interact more naturally with real players. On-device processing eliminates game downtime.</span></li> <li style="font-weight: 400;"><b>Healthcare</b><span style="font-weight: 400;">: Enable personalized apps that engage patients in context using local data. By processing data and AI on-device, patient information is kept confidential and private.</span></li> </ul> </li> </ul> <p><span style="font-weight: 400;">Other use cases include chatbots, fraud detection, predictive maintenance, and the list goes on! </span></p> <ul> <li style="list-style-type: none;"> <ul> <li><span style="font-weight: 400;">Read this blog to learn more about <a href="https://www.couchbase.com/blog/vector-search-at-the-edge-with-couchbase-mobile/">Couchbase Mobile vector search</a> details and use cases</span>.</li> <li><span style="font-weight: 400;">The following video explains the benefits of cloud-to-edge vector search with Couchbase Mobile 3.2:</span></li> </ul> </li> </ul> <p><iframe title="Couchbase Mobile Vector Search from Cloud to Edge" width="900" height="506" src="https://www.youtube.com/embed/yGiTZXI2hLk?feature=oembed&enablejsapi=1&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> <hr /> <h2><span style="font-weight: 400;">Couchbase Capella Free Tier Speeds Learning and Adoption </span></h2> <p><span style="font-weight: 400;">With the introduction of Capella Free Tier, Couchbase is giving developers the time they need to learn Capella at their own pace, retain work and promote projects into test and production environments without concern for billing or expiration dates. With pre-configured cluster templates, ranging from one to five nodes, the Capella Free Tier simplifies learning, developing and deploying applications on Capella into production.</span></p> <p><a href="https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/08/image1-5.png"><img loading="lazy" decoding="async" class="alignnone size-full wp-image-16243" style="border: 1px black solid;" src="https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/08/image1-5.png" alt="" width="897" height="587" srcset="https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/08/image1-5.png 897w, https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/08/image1-5-300x196.png 300w, https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/08/image1-5-768x503.png 768w" sizes="auto, (max-width: 897px) 100vw, 897px" /></a></p> <p><span style="font-weight: 400;">The Couchbase Capella free tier offers several benefits that make it an attractive option for developers and small projects:</span></p> <p style="padding-left: 40px;"><b>No Cost</b><span style="font-weight: 400;">: Developers start with Capella without any financial commitment, making it ideal for learning, development, and small projects. </span></p> <p style="padding-left: 40px;"><b>Perpetual</b><span style="font-weight: 400;">: The free tier is available in perpetuity without being encumbered by time limits so long as the database is actively used, making it suitable for exploration and evaluation of new features as they are available. This can also foster collaboration as developers can invite other users to work on and iterate over their projects as it evolves.</span></p> <p style="padding-left: 40px;"><b>Optimized Developer Experience</b><span style="font-weight: 400;">: Learning is a continuous journey. The perpetual nature of the free tier lends to that experience so users’ learning journey is not abruptly terminated after 30 days.</span></p> <p><span style="font-weight: 400;">By unlocking complimentary access for developers to Capella DBaaS, Couchbase helps developers work faster to build adaptive applications.</span></p> <p><em>Capella’s Free Tier is available starting on Monday, September 9.</em></p> <hr /> <h2><span style="font-weight: 400;">Developer Productivity Advancements</span></h2> <p><span style="font-weight: 400;">To accelerate developer productivity, Couchbase Capella provides </span><a href="https://www.couchbase.com/ai-cloud-services/"><span style="font-weight: 400;">Capella iQ</span></a><span style="font-weight: 400;">, the AI-powered coding assistant built into the Capella Workbench, as well as popular IDEs like <a href="https://www.couchbase.com/blog/couchbase-vscode-remote-development-environments/">Visual Studio Code</a> and <a href="https://www.couchbase.com/blog/a-tour-couchbase-jetbrains-plugin-developers/">JetBrains</a>. With iQ, Capella helps accelerate application development by enabling developers to issue plain language prompts that are turned into sophisticated SQL queries and starter code snippets. </span></p> <p><iframe loading="lazy" title="A Tour of the Couchbase JetBrains Plugin for Developers" width="900" height="506" src="https://www.youtube.com/embed/xCKhzo2jSv4?feature=oembed&enablejsapi=1&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> <p><span style="font-weight: 400;">Other new/updated resources that accelerate developer productivity include these plugins and extensions:</span></p> <ul> <li style="list-style-type: none;"> <ul> <li style="font-weight: 400;"><span style="font-weight: 400;">Couchbase Shell (cbshell) v.1.0, <a href="https://couchbase.sh/">now with vector search support</a></span><span style="font-weight: 400;">.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;"><a href="https://cbl-ionic.dev/">Couchbase Lite for Ionic</a> cross-platform mobile application development</span><span style="font-weight: 400;">.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;"><a href="https://couchbase-ruby-orm.com/docs/tutorial-ruby-couchbase-orm/introduction">Ruby Couchbase Object Relational Mapping</a> library (ORM). </span></li> </ul> </li> </ul> <p><span style="font-weight: 400;">There are also many new AI integrations for developers to leverage:</span></p> <ul> <li style="list-style-type: none;"> <ul> <li style="font-weight: 400;"><span style="font-weight: 400;">LangChain Extensions:</span> <ul> <li style="font-weight: 400;"><a href="https://python.langchain.com/v0.2/docs/integrations/llm_caching/#couchbase-semantic-cache"><span style="font-weight: 400;">Semantic Cache (powered by vector search)</span></a></li> <li style="font-weight: 400;"><a href="https://python.langchain.com/v0.2/docs/integrations/memory/couchbase_chat_message_history/"><span style="font-weight: 400;">Chat Message History Store (conversational cache)</span></a></li> <li style="font-weight: 400;"><span style="font-weight: 400;">NVIDIA NIM/NeMo – accelerate the retrieval and the generation phases of Couchbase powered RAG pipelines using NVIDIA NIM/NeMo. </span><a href="https://www.couchbase.com/blog/accelerate-rag-ai-couchbase-nvidia/"><span style="font-weight: 400;">Learn more in this blog</span></a><span style="font-weight: 400;">.</span></li> </ul> </li> <li style="font-weight: 400;"><span style="font-weight: 400;"><a href="https://docs.langflow.org/components-vector-stores">Langflow</a>: Low code </span><span style="font-weight: 400;">visual framework for building multi-agent and RAG applications using Couchbase as a vector store</span><span style="font-weight: 400;">.</span></li> <li style="font-weight: 400;"><span style="font-weight: 400;"><a href="https://www.couchbase.com/blog/develop-performant-rag-apps-with-couchbase-and-vectorize/">Vectorize</a>: Experiment and build a performant RAG pipeline to ensure that Gen AI applications and AI agents always have the most relevant context.</span></li> </ul> </li> </ul> <h2><span style="font-weight: 400;">Summary</span></h2> <p><span style="font-weight: 400;">Carl Olofson, research vice president at IDC, shares the benefits of these advancements:</span></p> <blockquote><p><em><span style="font-weight: 400;">Couchbase already provides a highly flexible data management capability by blending its base JSON document model with the ability to manage the data in a networked way. Now they have added blended analytic-transaction processing support that leverages the performance advantage of columnar data management together with vector search in support of applications demanding intelligent data access at the speed of business. These are capabilities that the market has been looking for but are hard to find contained in a single product.</span></em></p></blockquote> <hr /> <p><span style="font-weight: 400;">With Capella Columnar and Couchbase Mobile vector search capabilities in one database platform, coupled with the ability to start with zero friction using Capella Free Tier as well as leverage AI integrations, Couchbase helps customers reduce costs and simplify operations, while enabling developers to create trustworthy, AI-powered adaptive applications that run from cloud to edge.</span></p> <h3>What Next?</h3> <ul> <li style="list-style-type: none;"> <ul> <li>Join our <a href="https://info.couchbase.com/columnar_json_analytics_2024sep_registration.html">Capella Columnar webcast</a></li> <li><a href="http://cloud.couchbase.com">Start using Couchbase Capella today</a></li> <li>Watch our <a href="https://www.youtube.com/watch?v=3rM3X5x5Gs8&list=PLcspbWiU9RuuvaTJHQv9Nijq7f9wKYcdt">demo video playlist</a>:</li> </ul> </li> </ul> <p><iframe loading="lazy" title="Couchbase Capella - See It. Try It Playlist" width="900" height="506" src="https://www.youtube.com/embed/3rM3X5x5Gs8?list=PLcspbWiU9RuuvaTJHQv9Nijq7f9wKYcdt" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></p> <p> </p>  <div class="pp-multiple-authors-boxes-wrapper pp-multiple-authors-wrapper pp-multiple-authors-layout-simple_list multiple-authors-target-the-content box-post-id-14469 box-instance-id-1 ppma_boxes_14469" data-post_id="14469" data-instance_id="1" data-additional_class="pp-multiple-authors-layout-simple_list.multiple-authors-target-the-content" data-original_class="pp-multiple-authors-boxes-wrapper pp-multiple-authors-wrapper box-post-id-14469 box-instance-id-1"> <span class="ppma-layout-prefix"></span> <div class="ppma-author-category-wrap"> <span class="ppma-category-group ppma-category-group-1 category-index-0"> <ul class="pp-multiple-authors-boxes-ul author-ul-0"> <li class="pp-multiple-authors-boxes-li author_index_0 author_heymarkgamble has-avatar"> <div class="pp-author-boxes-avatar"> <div class="avatar-image"> <img alt='Mark Gamble, Product Marketing Manager (guru) at Couchbase' src='https://www.couchbase.com/blog/wp-content/uploads/sites/1/2023/03/image_2023-03-22_151418898.png' srcset='https://www.couchbase.com/blog/wp-content/uploads/sites/1/2023/03/image_2023-03-22_151418898.png' class='multiple_authors_guest_author_avatar avatar' height='35' width='35'/> </div> </div> <div class="pp-author-boxes-avatar-details"> <div class="pp-author-boxes-name multiple-authors-name"><a href="https://www.couchbase.com/blog/author/heymarkgamble/" rel="author" title="Mark Gamble, Director of Product & Solutions Marketing" class="author url fn">Mark Gamble, Director of Product & Solutions Marketing</a></div> </div> </li> </ul> </span> </div> <span class="ppma-layout-suffix"></span> </div>  <style> 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<span>Tagged in:</span> <a href="https://www.couchbase.com/blog/tag/2024-themes/" rel="tag">2024 themes</a>, <a href="https://www.couchbase.com/blog/tag/capella-columnar/" rel="tag">Capella Columnar</a>, <a href="https://www.couchbase.com/blog/tag/cloud-to-edge/" rel="tag">cloud-to-edge</a>, <a href="https://www.couchbase.com/blog/tag/jetbrains/" rel="tag">JetBrains</a>, <a href="https://www.couchbase.com/blog/tag/langchain/" rel="tag">langchain</a>, <a href="https://www.couchbase.com/blog/tag/orm/" rel="tag">orm</a>, <a href="https://www.couchbase.com/blog/tag/vectorize-io/" rel="tag">vectorize.io</a> </li> </ul> </div> </article> <h2 class="widget-title">Author</h2> <div class="author-profile"> <a class="author-profile-avatar" href="https://www.couchbase.com/blog/author/heymarkgamble/" title="Posts by Mark Gamble, Director of Product & Solutions Marketing"><img alt='' src='https://www.couchbase.com/blog/wp-content/uploads/sites/1/2023/03/image_2023-03-22_151418898.png' 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I have launched several database and analytic solutions throughout my career, and have worked with customers across a wide variety of industries including Financial Services, Automotive, Hospitality, High-Tech and Healthcare. 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