{"id":53729,"date":"2025-07-01T10:15:08","date_gmt":"2025-07-01T10:15:08","guid":{"rendered":"https:\/\/www.bravent.net\/?p=53729"},"modified":"2025-07-01T10:15:09","modified_gmt":"2025-07-01T10:15:09","slug":"fabric-data-agents-revolutionizing-the-way-you-interact-with-your-data","status":"publish","type":"post","link":"https:\/\/www.bravent.net\/en\/news\/fabric-data-agents-revolutionizing-the-way-you-interact-with-your-data","title":{"rendered":"Fabric Data Agents: Revolutionizing the Way You Interact with Your Data"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><p>In April 2025, Microsoft launched the <a href=\"https:\/\/learn.microsoft.com\/en-us\/fabric\/data-science\/how-to-create-data-agent\" target=\"_blank\" rel=\"noopener\"><strong>Fabric Data Agent<\/strong><\/a>, an innovative tool that allows users to create and configure natural language conversational agents\/chatbots to interact with data stored in <a href=\"https:\/\/www.bravent.net\/en\/services\/data-analytics\/\" target=\"_blank\" rel=\"noopener\">Fabric<\/a>. Although still in preview, the results so far have been very promising.<\/p>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><h2><strong>Key Features<\/strong><\/h2>\n<p>The Fabric Data Agent enables any team member to <strong>have conversations about data stored in<\/strong> <strong>Fabric OneLake<\/strong>, without writing a single line of code. This is made possible through the configuration of data sources, which can include structured data or semantic models. Users can select source tables, customize responses, and the AI handles the necessary translations.<\/p>\n<p>For example:<br \/>\n\u2022 Natural language queries over a semantic model are translated into DAX.<\/p>\n<\/div>[vc_single_image image=&#8221;53732&#8243; img_size=&#8221;Full&#8221; alignment=&#8221;center&#8221;]<div class=\"last-paragraph-no-margin\"><ul>\n<li>Queries over a relational database are translated into SQL.<\/li>\n<li>Natural language queries over KQL databases are translated into KQL (NL2KQL).<\/li>\n<\/ul>\n<p>It\u2019s important to note that the Fabric Data Agent <strong>only generates read-only queries<\/strong> <strong>in SQL, DAX, or KQL<\/strong> \u2014 it does not support create, update, or delete operations.<\/p>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><p>In this context, the <strong>avatar developed by Bravent plays a central role as an interactive information point<\/strong>, offering a conversational experience that is both accessible and useful for visitors. Its main features include:<\/p>\n<ul>\n<li>Greeting and guiding attendees through the different areas of the center.<\/li>\n<li>Explaining ongoing activities and available resources such as workshops, networking areas, innovation labs, and tech demos.<\/li>\n<li>Answering questions in real time through natural language processing, thanks to the integration of conversational AI technologies.<\/li>\n<\/ul>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><h2><strong>Interaction Process<\/strong><\/h2>\n<p>The Fabric Data Agent <strong>processes user questions<\/strong>, <strong>identifies the most relevant data<\/strong> source (e.g., Lakehouse, Warehouse, <a href=\"https:\/\/www.bravent.net\/en\/services\/power-platform\/\" target=\"_blank\" rel=\"noopener\">Power BI datasets<\/a>, or KQL databases), and <strong>invokes the appropriate tool<\/strong> to generate, validate, and run the query. The selected tool generates a query based on the schema, metadata, and provided context, which is then executed by the underlying agent. <strong>Query validation<\/strong> ensures correct structure and compliance with security protocols and RAI policies.<\/p>\n<p>This approach allows users to interact with data using natural language, while the agent handles the complexities of generating, validating, and executing queries \u2014 all <strong>without needing to write SQL, DAX, or KQL<\/strong>.<\/p>\n<\/div>[vc_empty_space][vc_video link=&#8221;https:\/\/www.youtube.com\/watch?v=hRxUcAMXMF4&amp;feature=youtu.be&#8221; align=&#8221;center&#8221;][vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><h2><strong>Instructions and Customization<\/strong><\/h2>\n<p>The Fabric Data Agent accepts instructions and rules to guide its behavior, including example responses. This is similar to the &#8220;system prompt&#8221; in <a href=\"https:\/\/www.bravent.net\/en\/services\/azure-cloud-computing\/\" target=\"_blank\" rel=\"noopener\">Azure OpenAI<\/a> API calls. Instructions can include:<\/p>\n<ul>\n<li>Planning rules for handling different types of question.<\/li>\n<li>Data source selection based on the topic<\/li>\n<li>Example queries<\/li>\n<li>Consistent terminology across data sources<\/li>\n<li>Tone, style, and formatting of responses<\/li>\n<\/ul>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><h2><strong>Prerequisites and Setup<\/strong><\/h2>\n<p>To use the Fabric Data Agent, you need a <strong>paid <\/strong><a href=\"https:\/\/www.bravent.net\/en\/news\/intelligent-orchestration-and-proactive-experience-in-microsoft-fabric-events-alerts-and-agents\/\" target=\"_blank\" rel=\"noopener\"><strong>Fabric<\/strong><\/a><strong> capacity (F2 or higher)<\/strong> and at least one of the following: a warehouse, a lakehouse, one or more Power BI semantic models, or a KQL database with data.<\/p>\n<p>Agents can be configured with up to <strong>five data sources<\/strong> in any combination (lakehouses, warehouses, KQL databases, and Power BI semantic models). For optimal performance, it&#8217;s recommended to work with <strong>25 or fewer selected tables<\/strong> across all sources.<br \/>\nAdditional context, such as example queries or custom instructions, can be added to improve accuracy.<\/p>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><h2><strong>Differences from Fabric Copilots<\/strong><\/h2>\n<p>While both Fabric Data Agents and Fabric Copilots use generative AI to process and reason over data, there are key differences in functionality and use cases:<\/p>\n<ul>\n<li><strong>Configuration flexibility<\/strong>: Data Agents are highly customizable, allowing for tailored behavior in specific scenarios. Fabric Copilots, on the other hand, are preconfigured and less customizable.<\/li>\n<li><strong>Scope and use case<\/strong>: Fabric Copilots are designed for tasks within Microsoft Fabric, like notebook code generation or data storage queries. Data Agents are standalone artifacts and can be integrated with external systems such as <a href=\"https:\/\/www.bravent.net\/en\/solutions\/copilot-studio-rag\/\" target=\"_blank\" rel=\"noopener\"><strong>Microsoft Copilot Studio<\/strong><\/a>, <strong>Azure AI Foundry<\/strong>, <strong>Microsoft Teams<\/strong>, or other tools beyond Fabric.<\/li>\n<\/ul>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><h2><strong>Conclusion<\/strong><\/h2>\n<p>The <strong>Fabric Data Agent<\/strong> marks a major advancement in how users can interact with their data using natural language. Its ability to generate, validate, and execute queries without code, combined with deep customization options, makes it a powerful tool to enhance data management efficiency and effectiveness.<\/p>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><p><strong>Want to know how to apply AI in your company?<\/strong><\/p>\n<p>\ud83d\udce9\u00a0<a href=\"https:\/\/www.bravent.net\/en\/contact\/\"><strong>Request a free advisory session<\/strong><\/a>\u00a0with our experts.<br \/>\n\ud83d\udd17 Visit\u00a0www.bravent.com\u00a0to learn more about our solutions.<\/p>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\">[vc_separator]<div class=\"last-paragraph-no-margin\"><p>For more details, you can contact us at <span class=\"ui-provider ee bvt bsm byx byy byz bza bzb bzc bzd bze bzf bzg bzh bzi bzj bzk bzl bzm bzn bzo bzp bzq bzr bzs bzt bzu bzv bzw bzx bzy bzz caa cab cac\" dir=\"ltr\"><a class=\"fui-Link ___1rxvrpe f2hkw1w f3rmtva f1ewtqcl fyind8e f1k6fduh f1w7gpdv fk6fouc fjoy568 figsok6 f1hu3pq6 f11qmguv f19f4twv f1tyq0we f1g0x7ka fhxju0i f1qch9an f1cnd47f fqv5qza f1vmzxwi f1o700av f13mvf36 f1cmlufx f9n3di6 f1ids18y f1tx3yz7 f1deo86v f1eh06m1 f1iescvh fhgqx19 f1olyrje f1p93eir f1nev41a f1h8hb77 f1lqvz6u f10aw75t fsle3fq f17ae5zn\" title=\"mailto:info@bravent.net\" href=\"mailto:Info@bravent.net\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Link Info@bravent.net\">Info@bravent.net<\/a><\/span><\/p>\n<\/div><\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><\/div><\/div><\/div><\/section>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>At Bravent, we\u2019re proud to share some exciting news: our avatar has been selected to be part of the cutting-edge technology exhibition at the Digitaliza Madrid Innovation Center, an initiative led by the Community of Madrid aimed at driving digital transformation across the region.<\/p>\n","protected":false},"author":15,"featured_media":53754,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":"","_links_to":"","_links_to_target":""},"categories":[743,736],"tags":[948,941,737,763,569,932,927,557,864],"class_list":["post-53729","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bravent-en","category-news-en","tag-business-strategy","tag-data-en","tag-digitalizacion-en","tag-innovacion-en","tag-microsoft-en","tag-microsoft-partner-en","tag-partnership","tag-security","tag-technology-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Fabric Data Agent<\/title>\n<meta name=\"description\" content=\"Discover everything the Fabric Data Agent can do for you \u2014 a disruptive tool that lets you create conversational chatbots.\" 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