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	<title>Anjana Data</title>
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	<title>Anjana Data</title>
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		<title>Governing your open data according to DCAT-AP-ES ready to publish on datos.gob.es</title>
		<link>https://anjanadata.com/en/govern-your-open-data-in-compliance-with-dcat-ap-es-ready-to-publish-in-datos-gob-es/</link>
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		<dc:creator><![CDATA[clara]]></dc:creator>
		<pubdate>Tue, 14 Apr 2026 16:48:18 +0000</pubdate>
				<category><![CDATA[Artículos]]></category>
		<guid ispermalink="false">https://anjanadata.com/?p=29576</guid>

					<description><![CDATA[DCAT-AP-ES in Anjana Data is already a reality. At a time when public administrations and organisations operating in Spain need to publish their open data according to the Technical Interoperability Standard (NTI-RISP), having a solution that translates the standard into a real configuration, without development, without friction, makes the difference between [...]]]></description>
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									<p><strong>DCAT-AP-ES at Anjana Data is now a reality.</strong> At a time when public administrations and organisations operating in Spain need to publish their open data according to the Technical Interoperability Standard (NTI-RISP), having a solution that translates the standard into a real, frictionless, development-free configuration makes the difference between complying and leading.<br />We have analysed the application profile in depth <strong>DCAT-AP-EN</strong> (version 1.0.0), based on DCAT-AP 2.1.1 and the European High Value Data extension (HVD 2.2.0), and we have translated it into a <strong>full configuration and drop-down in Anjana Data Platform</strong>. The result: a solution that allows governing catalogues, datasets, distributions and data services according to the Spanish standard, ready to interoperate with datos.gob.es and with any European portal.</p><h3>From the BOE to the platform: the standard made configuration</h3><p>DCAT-AP-ES is not just a technical document. It is the framework that defines how open data should be described, classified and shared in Spain. But applying it requires mapping dozens of classes, mandatory properties, controlled vocabularies and validation rules.<br />We have already done this. The configuration in Anjana Data includes:</p><ul><li><strong>5 types of entity</strong> aligned with the classes of the standard: Catalogue, Dataset, Distribution, Data Service and Catalogue Record.</li><li><strong>9 types of relationship</strong> that faithfully reflect the DCAT-AP-ES model: from the Catalogue-Dataset relationship to the lineage between datasets.</li><li><strong>More than 50 metadata attributes</strong> mapped one-to-one with the properties of the standard, using the technical nomenclature <code data-path-to-node="13,2,0" data-index-in-node="117">dcat_</code> y <code data-path-to-node="13,2,0" data-index-in-node="125">dcatapes_</code> to ensure full traceability with the specification</li><li><strong>15 controlled vocabularies</strong> preloaded: NTI-RISP themes, EU Data Theme categories, licences, formats, update frequencies, geographic coverage by autonomous communities, High Value Data categories and more.</li></ul><p>All this with native attributes <code data-path-to-node="14" data-index-in-node="36">name</code> y <code data-path-to-node="14" data-index-in-node="43">description</code> mapped to <code data-path-to-node="14" data-index-in-node="66">dct:title</code> y <code data-path-to-node="14" data-index-in-node="78">dct:description</code>, as required by the standard.</p><h3>High Value Data (HVD) ready</h3><p>The European High Value Data Regulation (EU 2023/138) sets specific obligations for datasets in six critical categories: geospatial, meteorological, statistical, mobility, business and environmental. DCAT-AP-ES incorporates these requirements, and so does our configuration:</p><ul><li><strong>Dedicated HVD section</strong> in Dataset and Data Service with the fields <code data-path-to-node="17,0,0" data-index-in-node="67">dcatapes_hvdCategory</code> y <code data-path-to-node="17,0,0" data-index-in-node="90">dcatapes_applicableLegislation</code></li><li><strong>HVD Category Vocabulary</strong> preloaded and ready to use</li><li><strong>Filter in the search engine</strong> to quickly locate all assets classified as High-Value Data</li></ul><p>This means that organisations handling high-value data can comply with European regulations from day one.</p><h3><strong>Ready to deploy: no code, no friction</strong></h3><p>The DCAT-AP-ES configuration in Anjana Data is <strong>out of the box</strong>. This means:</p><ul><li><strong>Implementation in record time</strong>The entire structure of menus, sections, attributes, validations and vocabularies is deployed in an automated way.</li><li><strong>No programming required</strong>configuration is applied directly through Anjana's administration API</li><li><strong>Customisable</strong>The following is an example: you can start from this basis and adapt menus, sections or attributes to the specific needs of each organisation, adding your own metadata without breaking compliance with the standard.</li><li><strong>Integrated validations</strong>The mandatory fields of the standard (title, description, publisher, subject, access rights...) are already configured as follows <code data-path-to-node="21,3,0" data-index-in-node="155">REQUIRED</code>, reducing cataloguing errors at source</li></ul><h3>Real interoperability with the Spanish and European ecosystem</h3><p>The configuration has been designed with interoperability in mind:</p><ul><li><strong>NTI-RISP Vocabularies</strong>sectoral thematic and territorial coverage aligned with the official resources of datos.gob.es</li><li><strong>Publishers as Organisational Units</strong>Public bodies are modelled using Anjana's native selector, facilitating integration with the DIR3 Common Directory.</li><li><strong>Breakdown of contact points</strong>contact information (<code data-path-to-node="24,2,0" data-index-in-node="60">vcard:Kind</code>) is broken down into individual fields - name, organisation, email, phone, URL - for ease of completion and export.</li><li><strong>Open REST API</strong>all metadata governed in Anjana is accessible via API, allowing to feed open data portals, federations of catalogues and automated harvesting.</li></ul><h3>Three layers of lineage to visualise your catalogue</h3><p>Beyond the metadata, we have set up three lineage layers that allow us to visualise the relationships between assets from different perspectives:</p><ul><li><strong>Catalogue overview</strong>shows the complete hierarchy Catalogue &gt; Datasets &gt; Distributions &gt; Services, with groupings that allow each level to be collapsed and expanded.</li><li><strong>Data lineage</strong>traceability between datasets, their distributions and the services that serve them, including relationships between source datasets.</li><li><strong>Governance of the catalogue</strong>Management-oriented, showing catalogue records, sub-catalogues and the relationship of each record to the resource it catalogues.</li></ul><h3>10 search engine filters, ready to find what matters</h3><p>The Anjana Data search engine is now configured with <strong>10 specific filters</strong> for DCAT-AP-ES:</p><ul><li><strong>Main filters</strong> (visible by default): Thematic, Publisher, Access rights, Geographical coverage and HVD Category.</li><li><strong>Secondary filters</strong> (on request): Language, Format, Date of publication, Date of modification and Frequency of update</li></ul><p>Each filter is translated into English and Spanish, and linked directly to the controlled vocabularies of the standard.</p><h3>A modular solution, ready to grow</h3><p>DCAT-AP-ES is the basis, but Anjana Data allows you to go further:</p><ul><li>Add <strong>sectoral extensions</strong> (health, energy, geospatial...) on the same base configuration.</li><li>Incorporate <strong>own metadata</strong> organisation in additional sections, without altering the conformity with the standard.</li><li>Activate <strong>governance workflows</strong> for review and approval of metadata prior to publication</li><li>Connect with <strong>open data portals</strong> to automate the synchronisation of existing catalogues</li></ul><h3>[VIDEO] DCAT-AP-ES configuration demo</h3><p data-path-to-node="34">We show you in detail what this implementation looks like on the platform:</p><p data-path-to-node="35"><strong><span style="color: #ff9900;"><a class="ng-star-inserted" style="color: #ff9900;" href="https://youtu.be/CyHWst97aA8" target="_blank" rel="noopener">https://youtu.be/CyHWst97aA8</a></span></strong></p><h3>Do you want to govern your open data according to the Spanish standard?</h3><p>If your organisation needs to align your data catalogue with <strong>DCAT-AP-EN</strong>, comply with the <strong>High Value Data Regulation</strong> or prepare for the <strong>Data Act</strong>, now you can do it immediately, without development and with a solution<strong> 100% interoperable</strong>.<br /><a href="https://anjanadata.com/en/contact/"><strong><span style="color: #ff9900;">Get in touch with us</span></strong></a> to activate this setting in your environment, <a href="https://anjanadata.com/en/request-a-demo/"><strong><span style="color: #ff9900;">request a personalised demo</span></strong></a> or learn how Anjana Data can help you turn regulation into real governance.</p><p> </p>								</div>
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		<title>ADP4DS at CRED Webinar: how to operate sovereign Data Spaces in production</title>
		<link>https://anjanadata.com/en/elementor-2/</link>
					<comments>https://anjanadata.com/en/elementor-2/#respond</comments>
		
		<dc:creator><![CDATA[clara]]></dc:creator>
		<pubdate>Fri, 27 Feb 2026 09:13:08 +0000</pubdate>
				<category><![CDATA[Artículos]]></category>
		<guid ispermalink="false">https://anjanadata.com/?p=29169</guid>

					<description><![CDATA[This week we participated in the webinar organised by the Centro de Referencia en Economía del Dato (CRED): “Solutions for Data Spaces”. Representing Anjana Data, our CEO Mario de Francisco Ruiz presented how ADP4DS (Anjana Data Platform for Data Spaces) allows to go from the conceptual design of a Data Space to its operation [...]]]></description>
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									<p data-start="374" data-end="523">This week we participated in the webinar organised by the <strong data-start="431" data-end="483">Centre of Reference in Data Economics (CRED)</strong>: <em data-start="485" data-end="522">“Data Space Solutions”</em>.</p><p data-start="525" data-end="760">On behalf of Anjana Data, our CEO <strong data-start="571" data-end="598">Mario de Francisco Ruiz</strong> presented how <strong data-start="613" data-end="662">ADP4DS (Anjana Data Platform for Data Spaces)</strong> allows to move from the conceptual design of a Data Space to its <strong data-start="727" data-end="759">actual operation in production</strong>.</p><p data-start="762" data-end="892">Because the challenge is no longer to understand what a Data Space is.<br data-start="822" data-end="825" />The challenge is to <strong data-start="836" data-end="891">how to govern, operate and scale it with confidence</strong>.</p><h3 data-start="899" data-end="975">The challenge: industrialising governance in multi-organisational environments</h3><p data-start="977" data-end="1008">Data Spaces involve:</p><ul data-start="1010" data-end="1171"><li data-start="1010" data-end="1037"><p data-start="1012" data-end="1037">Multiple participants</p></li><li data-start="1038" data-end="1067"><p data-start="1040" data-end="1067">Data use policies</p></li><li data-start="1068" data-end="1106"><p data-start="1070" data-end="1106">European standards (Gaia-X, IDSA)</p></li><li data-start="1107" data-end="1135"><p data-start="1109" data-end="1135">Regulatory compliance</p></li><li data-start="1136" data-end="1171"><p data-start="1138" data-end="1171">Traceability and continuous monitoring</p></li></ul><p data-start="1173" data-end="1251">Without a ready-made platform, the complexity grows exponentially.</p><h3 data-start="1258" data-end="1318">ADP4DS: Platform for Data Spaces in Production</h3><p data-start="1320" data-end="1515">During the webinar we show how ADP4DS acts as a <strong data-start="1372" data-end="1442">common layer of governance and information and knowledge sharing</strong>, The new, metadata-driven, database-driven system is specifically designed for federated environments.</p><p data-start="1517" data-end="1532">ADP4DS allows:</p><p data-start="1534" data-end="1907"><img src="https://s.w.org/images/core/emoji/17.0.2/72x72/2714.png" alt="✔" class="wp-smiley" style="height: 1em; max-height: 1em;" />Governing assets with traceability, auditing and versioning<br data-start="1593" data-end="1596" /><img src="https://s.w.org/images/core/emoji/17.0.2/72x72/2714.png" alt="✔" class="wp-smiley" style="height: 1em; max-height: 1em;" />Managing data sharing agreements<br data-start="1641" data-end="1644" /><img src="https://s.w.org/images/core/emoji/17.0.2/72x72/2714.png" alt="✔" class="wp-smiley" style="height: 1em; max-height: 1em;" />Integrating common vocabularies on a shared semantic layer<br data-start="1711" data-end="1714" /><img src="https://s.w.org/images/core/emoji/17.0.2/72x72/2714.png" alt="✔" class="wp-smiley" style="height: 1em; max-height: 1em;" />Automating processes with a governance-first approach<br data-start="1765" data-end="1768" /><img src="https://s.w.org/images/core/emoji/17.0.2/72x72/2714.png" alt="✔" class="wp-smiley" style="height: 1em; max-height: 1em;" />Operating multi-organisational environments with role-based workflows<br data-start="1835" data-end="1838" /><img src="https://s.w.org/images/core/emoji/17.0.2/72x72/2714.png" alt="✔" class="wp-smiley" style="height: 1em; max-height: 1em;" />Integrate with IDS connectors, Clearing House and other technologies</p><p data-start="1909" data-end="2004">We are not talking about theory.<br data-start="1931" data-end="1934" />We are talking about <strong data-start="1946" data-end="2003">production-ready technology infrastructure</strong>.</p><h3 data-start="2011" data-end="2075">Beyond the catalogue: Federated Knowledge Marketplace</h3><p data-start="2077" data-end="2132">A Data Space is not just an exchange of datasets.</p><p data-start="2134" data-end="2201">ADP4DS enables a <strong data-start="2153" data-end="2193">Federated Knowledge Marketplace</strong>, where:</p><ul data-start="2203" data-end="2365"><li data-start="2203" data-end="2256"><p data-start="2205" data-end="2256">Assets are semantically contextualised</p></li><li data-start="2257" data-end="2287"><p data-start="2259" data-end="2287">Agreements are traceable</p></li><li data-start="2288" data-end="2329"><p data-start="2290" data-end="2329">Lineage is declarative and multi-layered.</p></li><li data-start="2330" data-end="2365"><p data-start="2332" data-end="2365">Knowledge is reusable</p></li></ul><p data-start="2367" data-end="2454">This makes it possible to evolve from simple data sharing to the creation of shared value.</p><h3 data-start="2461" data-end="2497">Real sovereignty, not declaratory sovereignty</h3><p data-start="2499" data-end="2529">Data sovereignty implies:</p><ul data-start="2531" data-end="2662"><li data-start="2531" data-end="2562"><p data-start="2533" data-end="2562">Effective access control</p></li><li data-start="2563" data-end="2588"><p data-start="2565" data-end="2588">Enforceable policies</p></li><li data-start="2589" data-end="2615"><p data-start="2591" data-end="2615">Audit capacity</p></li><li data-start="2616" data-end="2662"><p data-start="2618" data-end="2662">Interoperability without loss of autonomy</p></li></ul><p data-start="2664" data-end="2795">ADP4DS is designed to enable sovereign Data Spaces aligned with European frameworks and ready for regulated environments.</p><h3 data-start="3345" data-end="3400">Are you designing or promoting a Data Space?</h3><p data-start="3402" data-end="3426">If your organisation is:</p><ul data-start="3428" data-end="3582"><li data-start="3428" data-end="3473"><p data-start="3430" data-end="3473">Promoting a sectoral Data Space</p></li><li data-start="3474" data-end="3516"><p data-start="3476" data-end="3516">Joining an existing ecosystem</p></li><li data-start="3517" data-end="3582"><p data-start="3519" data-end="3582">Seeking interoperable and production-ready technology</p></li></ul><p data-start="3584" data-end="3593">Let's talk.</p><p data-start="3595" data-end="3711"><img src="https://s.w.org/images/core/emoji/17.0.2/72x72/1f449.png" alt="👉" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong data-start="3598" data-end="3642">Request a technical session on ADP4DS: </strong><br data-start="3642" data-end="3645" /><a href="https://anjanadata.com/en/request-a-demo/">https://anjanadata.com/solicita-una-demo/</a></p><p data-start="2842" data-end="2915">If you were unable to attend the webinar, you can consult all the material here:</p><p data-start="2917" data-end="3012"><img src="https://s.w.org/images/core/emoji/17.0.2/72x72/1f4fa.png" alt="📺" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong data-start="2920" data-end="2961">Watch the full recording of the webinar</strong><br data-start="2961" data-end="2964" /><img src="https://s.w.org/images/core/emoji/17.0.2/72x72/1f449.png" alt="👉" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <a class="decorated-link" href="https://www.youtube.com/watch?v=e0ROLt5R0As" target="_new" rel="noopener" data-start="2967" data-end="3010">https://www.youtube.com/watch?v=e0ROLt5R0As</a></p>								</div>
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		<title>CNIS 2026: Industrialising Data Governance, AI and Data Spaces in the Public Sector</title>
		<link>https://anjanadata.com/en/cnis-2026-industrialising-data-governance-the-ia-and-data-spaces-in-the-public-sector/</link>
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		<dc:creator><![CDATA[clara]]></dc:creator>
		<pubdate>Thu, 19 Feb 2026 20:19:37 +0000</pubdate>
				<category><![CDATA[Artículos]]></category>
		<guid ispermalink="false">https://anjanadata.com/?p=29131</guid>

					<description><![CDATA[Anjana Data will be present at CNIS 2026, the National Congress of Innovation and Public Services, accompanying our strategic partner hiberus, whom we would like to thank especially for the invitation and the opportunity to share space in their stand. After participating in the last two editions, we return to CNIS reinforcing a clear message: The challenge of the Public [...]]]></description>
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									<p>Anjana Data will be present at <strong>CNIS 2026</strong>, The National Congress on Innovation and Public Services, together with our strategic partner <strong>hiberus</strong>, We would especially like to thank him for the invitation and the opportunity to share space at his stand.</p><p>After participating in the last two editions, we return to CNIS with a clear message:</p><p>The challenge for the Public Sector is no longer to define data and AI strategies.<br />The challenge is to industrialise and scale them up.</p><p><strong>A strategic partnership to transform the Public Sector</strong></p><p>Our collaboration with <strong>hiberus</strong> goes far beyond an event.</p><p>We share a vision and commitment to the modernisation of the Public Sector, and have joint success stories such as that of the <strong>Government of Aragon</strong>, The national benchmark in Data Governance and AI Governance.</p><p>This kind of project shows that it is possible:</p><ul><li>Integrating governance, technology and operation.</li><li>Align strategy and implementation.</li><li>Build structural capacities, not isolated solutions.</li></ul><p><strong>Our value proposition for the Public Sector</strong></p><p><strong>1</strong><strong>⃣</strong><strong> Data Governance: from theory to implementation</strong></p><p>Public administrations need more than a catalogue.</p><p>They need:</p><ul><li>Comprehensive metadata management.</li><li>Quality control.</li><li>Policies and roles.</li><li>Traceability and auditing.</li><li>Compliance automation.</li><li>Real integration with the existing technology stack.</li></ul><p>Anjana Data Platform enables governance to become a permanent operational capability.</p><p><strong>2</strong><strong>⃣</strong><strong> AI governance: control, oversight and compliance</strong></p><p>The adoption of AI in the Administration requires:</p><ul><li>Traceability of datasets and models.</li><li>Risk management.</li><li>Control of use.</li><li>Continuous monitoring.</li><li>Alignment with the European regulatory framework.</li></ul><p>Our platform integrates AI Governance as a natural extension of Data Governance, avoiding silos and ensuring consistency.</p><p><strong>3</strong><strong>⃣</strong><strong> Data Spaces: interoperability with sovereignty</strong></p><p>Spain is actively promoting sectoral Data Spaces.</p><p>But for them to work, they need production-ready infrastructure.</p><p>With <strong>ADP4DS (Anjana Data Platform for Data Spaces)</strong> we enable:</p><ul><li>Management of Data Sharing Agreements.</li><li>Access control and sovereignty.</li><li>Audit and traceability.</li><li>Real interoperability.</li><li>Scalability beyond pilots.</li></ul><p><strong>The differential: Data &amp; Knowledge Marketplace</strong></p><p>One of the differentiating capabilities of the Anjana Data Platform is its approach to <strong>Marketplace</strong>.</p><p>We are not just talking about cataloguing data, but about enabling real data:</p><p><strong><img src="https://s.w.org/images/core/emoji/17.0.2/72x72/1f539.png" alt="🔹" class="wp-smiley" style="height: 1em; max-height: 1em;" /></strong><strong> Data &amp; Knowledge Marketplace</strong></p><p>Where:</p><ul><li>Producers publish governed assets.</li><li>Consumers (individuals and intelligent agents) can discover and request them.</li><li>Access is managed through formal and traceable agreements.</li><li>Control, security and compliance are ensured.</li></ul><p>This approach turns the platform into a <strong>knowledge-sharing infrastructure</strong>, The European Commission has prepared for an environment where consumers are no longer just people, but also autonomous systems and agents.</p><p><strong>Spain brand with international recognition</strong></p><p>Anjana Data is the <strong>the only Spanish company included in a Gartner Magic Quadrant in the field of Data &amp; Analytics.</strong>.</p><p>This reinforces our commitment to:</p><ul><li>Technological sovereignty.</li><li>Domestic industry.</li><li>International competitiveness.</li><li>Global standards.</li></ul><p><strong>Live demos at CNIS 2026</strong></p><p>On Thursday morning, at the hiberus stand, we will be giving personalised demos of the new version of the platform, showing:</p><ul><li>Data Governance in real operation.</li><li>Integrated AI governance.</li><li>Active marketplace.</li><li>Real cases in public administrations.</li></ul><p>Demos will be present:</p><ul><li>Mario de Francisco Ruiz, CEO &amp; Business Development Director</li><li>Lucía Engo Bermejo, Head of Customer Success &amp; Product Strategy Director</li></ul><p>If you are attending CNIS 2026, we would be happy to discuss how to take your data and AI strategy to production with confidence.</p><p>See you in Madrid.</p>								</div>
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		<title>Governing is not cataloguing: understanding the market before starting a Data Governance &amp; AI initiative</title>
		<link>https://anjanadata.com/en/to-govern-is-not-to-catalogue-and-understand-the-market-before-starting-a-data-governance-initiative-ia/</link>
					<comments>https://anjanadata.com/en/to-govern-is-not-to-catalogue-and-understand-the-market-before-starting-a-data-governance-initiative-ia/#respond</comments>
		
		<dc:creator><![CDATA[clara]]></dc:creator>
		<pubdate>Mon, 16 Feb 2026 11:44:57 +0000</pubdate>
				<category><![CDATA[Artículos]]></category>
		<guid ispermalink="false">https://anjanadata.com/?p=29091</guid>

					<description><![CDATA[Governing is not cataloguing Understanding the market before starting a Data Governance &amp; AI initiative In recent years, the Data Management market has changed significantly. It is no coincidence that Gartner stopped publishing the historical Magic Quadrant for Metadata Management Solutions to evolve towards new categories such as Active Data [...]]]></description>
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									<h1 data-start="472" data-end="500">To govern is not to catalogue</h1>
<h2 data-start="501" data-end="581"><strong><span style="color: #e59e5e;">Understanding the market before starting a Data Governance &amp; AI initiative</span></strong></h2>
<p data-start="474" data-end="871">In recent years, the data management market has changed significantly. It is no coincidence that Gartner no longer publishes the historical <em data-start="628" data-end="678">Magic Quadrant for Metadata Management Solutions</em> to evolve into new categories such as <em data-start="725" data-end="753">Active Metadata Management</em> and, more recently, the <em data-start="812" data-end="870"><strong>Magic Quadrant for Data &amp; Analytics Governance Platform</strong><b>s</b></em>.</p>
<p data-start="873" data-end="1102">This movement is not simply terminological. It reflects a market reality: <em>not all solutions that manage metadata or catalogue assets are designed to govern data and AI from an organisational point of view.</em>.</p>
<p data-start="1104" data-end="1161">Today, at least two major technological blocks coexist:</p>
<p data-start="1163" data-end="1454">On the one hand, Data &amp; AI Platforms that include technical governance capabilities within their own stack (Microsoft Fabric and Purview, AWS Glue Catalog, Lake Formation, DataZone and Sagemaker, Google Dataplex, Unity Catalog in Databricks, Snowflake Horizon, IBM, SAP, Oracle, Cloudera, Denodo, Qlik-Talend, Stratio, among others).</p>
<p data-start="1456" data-end="1705">On the other hand, the independent and transversal Data Governance &amp; AI Platforms, recognised as their own category by Gartner, where solutions such as Collibra, Informatica, Atlan, Alation, Erwin, DataGalaxy, etc. are located. <strong>Anjana Data Platform</strong>.</p>
<p data-start="1456" data-end="1705"><a href="https://anjanadata.com/en/anjana-data-recognised-by-gartner-among-the-worlds-most-relevant-vendors-in-the-first-magic-quadrant-and-critical-capabilities-for-data-analytics-governance-platforms/">Read our article about our appearance in the Magic Quadrant for Data &amp; Analytics Governance Platforms here.</a></p>
<p data-start="1456" data-end="1705"><b style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">For a start-up organisation, understanding this differentiation is critical. Because the most common mistake is not choosing the wrong tool. It is not understanding what problem each type of solution is really solving.</b></p>
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									<h3 style="text-align: start; line-height: 1.25; font-family: 'DM Sans'; letter-spacing: -0.675px; color: #194d9a;" data-start="1944" data-end="1996">Cataloguing vs Governing: a structural difference</h3>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="1998" data-end="2224">Many organisations start their journey by activating the <span style="font-weight: 600;">technical catalogue</span> that is already included in your cloud or analytics platform. It makes sense: the functionality is available, the integration is easy and the value is immediate.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="2226" data-end="2556">Tools such as Microsoft Purview, AWS Glue Catalog, Google Dataplex, Unity Catalog, Snowflake Horizon or Cloudera Catalog allow to automatically discover technical assets, extract structural metadata, infer technical lineage and classify sensitive information (with some limitations, of course). For architecture and data engineering teams, this is extremely useful.</p>
<h4 style="font-size: 21px; text-align: start; line-height: 1.44; font-family: 'Inter Tight'; font-weight: 600; letter-spacing: -0.567px; color: #194d9a;"><span style="color: #e59e5e;">But cataloguing is not governing.</span></h4>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="2590" data-end="2750"><span style="font-weight: bold;">To catalogue means to describe what exists. To govern means to decide how it should exist, who is responsible, under what rules it is built and how it is consumed.</span></p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="2752" data-end="2787">A catalogue answers the question:</p>
<blockquote style="margin-bottom: 24px; padding: 30px; border-image: none 100% / 1 / 0 stretch; font-size: 16px; text-align: start; line-height: 1.6; border-radius: 15px; border-inline-start: 4px solid #0d3678; border: 1px solid #e7e7e7;" data-start="2789" data-end="2843">
<p data-start="2791" data-end="2843">What technical assets do I have and how are they connected?</p>
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<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="2845" data-end="2920">An organisational governance platform answers more complex questions:</p>
<blockquote style="margin-bottom: 24px; padding: 30px; border-image: none 100% / 1 / 0 stretch; font-size: 16px; text-align: start; line-height: 1.6; border-radius: 15px; border-inline-start: 4px solid #0d3678; border: 1px solid #e7e7e7;" data-start="2922" data-end="3133">
<p data-start="2924" data-end="3133">Who is the Data Owner?<br data-start="2948" data-end="2951" />What policies do they apply?<br data-start="2976" data-end="2979" />Which contract regulates your consumption?<br data-start="3013" data-end="3016" />What is the impact of change?<br data-start="3047" data-end="3050" />How is this integrated into demand management and business processes?</p>
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<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="3135" data-end="3402">From our experience in real projects - including organisations that have had to redesign their approach after several months of implementation - the confusion between the two concepts often leads to initiatives with <span style="font-weight: 600;">a lot of technical visibility and little organisational control</span>.</p>								</div>
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									<h3 style="text-align: start; line-height: 1.25; font-family: 'DM Sans'; letter-spacing: -0.675px; color: #194d9a;" data-start="3409" data-end="3450">Technical vs. functional government</h3>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="3452" data-end="3598">The native catalogues of cloud and data platforms serve a clear function: to provide technical governance within their own ecosystem.</p>
<ul style="margin-bottom: 24px; font-size: 16px; text-align: start; line-height: 1.6; list-style-type: disc; padding-inline-start: 40px; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal;">
<li style="margin-bottom: 4.8px; font-size: 16px; line-height: 1.6;">Purview and OneLake «rule» Azure and Fabric.</li>
<li style="margin-bottom: 4.8px; font-size: 16px; line-height: 1.6;">Unity Catalog «governs» Databricks.</li>
<li style="margin-bottom: 4.8px; font-size: 16px; line-height: 1.6;">Horizon «rules» Snowflake.</li>
<li style="margin-bottom: 4.8px; font-size: 16px; line-height: 1.6;">Cloudera SDX «rules» Cloudera.</li>
<li style="margin-bottom: 4.8px; font-size: 16px; line-height: 1.6;">Dataplex «governs» GCP.</li>
<li style="font-size: 16px; line-height: 1.6;">Glue Catalog, Lake Formation, DataZone and Sagemaker «rule» AWS.</li>
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<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="3742" data-end="3882">Their integration is deep, their automation is powerful and their alignment with the underlying architecture is natural. They are very valuable pieces.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="3884" data-end="3950"><span style="font-weight: 600; color: #ff6600;">But their scope is limited to the technological field they control.</span></p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="3952" data-end="4287">Functional governance, on the other hand, is about how the organisation structures domains, responsibilities, policies, data contracts, approval workflows and operational models. It is about how the entire lifecycle of data and AI assets is managed from an organisational perspective, not just a technical one.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="4289" data-end="4566">This is where the Data Governance &amp; AI Platforms recognised by Gartner as a differentiated category appear. These platforms - Collibra, Informatica, Atlan, Alation, among others - are born with a transversal vocation, not as an extension of a single technological architecture.</p>								</div>
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															<img fetchpriority="high" decoding="async" width="1024" height="468" src="https://anjanadata.com/wp-content/uploads/2026/02/Picture1-1024x468.png" class="attachment-large size-large wp-image-29121" alt="" srcset="https://anjanadata.com/wp-content/uploads/2026/02/Picture1-1024x468.png 1024w, https://anjanadata.com/wp-content/uploads/2026/02/Picture1-300x137.png 300w, https://anjanadata.com/wp-content/uploads/2026/02/Picture1-768x351.png 768w, https://anjanadata.com/wp-content/uploads/2026/02/Picture1-1536x701.png 1536w, https://anjanadata.com/wp-content/uploads/2026/02/Picture1-2048x935.png 2048w, https://anjanadata.com/wp-content/uploads/2026/02/Picture1-18x8.png 18w, https://anjanadata.com/wp-content/uploads/2026/02/Picture1-710x324.png 710w, https://anjanadata.com/wp-content/uploads/2026/02/Picture1-1320x603.png 1320w" sizes="(max-width: 1024px) 100vw, 1024px" />															</div>
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				<div class="elementor-element elementor-element-cb81ddf elementor-widget elementor-widget-text-editor" data-id="cb81ddf" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
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									<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="4568" data-end="4748">Anjana does not compete with the native technical governance of Data &amp; AI Platforms. <span style="font-weight: 600;">It elevates it to a higher layer of comprehensive, cross-cutting, agnostic and business-oriented governance.</span>.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;"><b><span style="color: #e59e5e;">It does not replace technical governance. It complements it and integrates it into a broader organisational framework.</span>.</b></p>								</div>
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									<h3 style="text-align: start; line-height: 1.25; font-family: 'DM Sans'; letter-spacing: -0.675px; color: #194d9a;" data-start="4855" data-end="4919">Passive and reactive government vs. proactive and preventive government</h3>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="4921" data-end="4982">There is another, less visible but equally critical distinction.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="4984" data-end="5182"><b>A purely technical catalogue-based model tends to be reactive.</b><span style="font-weight: 400;">. Discover assets once they are built. Detects changes when they have already occurred. Classifies information after it has been created.</span></p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="5184" data-end="5218">It is a government after the fact.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="5220" data-end="5438"><b>A proactive governance model integrates governance by design.</b><span style="font-weight: 400;"> Declares assets prior to construction. Define rules and responsibilities before going into production. Assess impacts before implementing changes.</span></p>								</div>
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															<img decoding="async" width="1024" height="462" src="https://anjanadata.com/wp-content/uploads/2026/02/Picture3-1024x462.png" class="attachment-large size-large wp-image-29122" alt="" srcset="https://anjanadata.com/wp-content/uploads/2026/02/Picture3-1024x462.png 1024w, https://anjanadata.com/wp-content/uploads/2026/02/Picture3-300x135.png 300w, https://anjanadata.com/wp-content/uploads/2026/02/Picture3-768x347.png 768w, https://anjanadata.com/wp-content/uploads/2026/02/Picture3-1536x694.png 1536w, https://anjanadata.com/wp-content/uploads/2026/02/Picture3-2048x925.png 2048w, https://anjanadata.com/wp-content/uploads/2026/02/Picture3-18x8.png 18w, https://anjanadata.com/wp-content/uploads/2026/02/Picture3-710x321.png 710w, https://anjanadata.com/wp-content/uploads/2026/02/Picture3-1320x596.png 1320w" sizes="(max-width: 1024px) 100vw, 1024px" />															</div>
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				<div class="elementor-element elementor-element-9126198 elementor-widget elementor-widget-text-editor" data-id="9126198" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
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									<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="5220" data-end="5438"><span style="font-weight: 400;">In organisations that aspire to models such as </span><b>Data Mesh </b>y <b>DataOps</b>, <b>hybrid and federated ecosystems </b>o <b>advanced AI agent governance</b>, the reactive approach is insufficient. Not because the technical catalogue is not useful, but because it is too late to influence critical decisions.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="5220" data-end="5438"><span style="font-weight: bold; color: #ff6600;">In our experience, the strongest initiatives are those that combine automated technical visibility with preventive organisational operationalisation.</span></p>								</div>
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															<img decoding="async" width="1024" height="462" src="https://anjanadata.com/wp-content/uploads/2026/02/Picture3-1-1024x462.png" class="attachment-large size-large wp-image-29123" alt="" srcset="https://anjanadata.com/wp-content/uploads/2026/02/Picture3-1-1024x462.png 1024w, https://anjanadata.com/wp-content/uploads/2026/02/Picture3-1-300x135.png 300w, https://anjanadata.com/wp-content/uploads/2026/02/Picture3-1-768x347.png 768w, https://anjanadata.com/wp-content/uploads/2026/02/Picture3-1-1536x693.png 1536w, https://anjanadata.com/wp-content/uploads/2026/02/Picture3-1-2048x924.png 2048w, https://anjanadata.com/wp-content/uploads/2026/02/Picture3-1-18x8.png 18w, https://anjanadata.com/wp-content/uploads/2026/02/Picture3-1-710x320.png 710w, https://anjanadata.com/wp-content/uploads/2026/02/Picture3-1-1320x596.png 1320w" sizes="(max-width: 1024px) 100vw, 1024px" />															</div>
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									<h3 style="text-align: start; line-height: 1.25; font-family: 'DM Sans'; letter-spacing: -0.675px; color: #194d9a;" data-start="5851" data-end="5899">Inferred technical lineage vs Declarative lineage</h3>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="5901" data-end="5965">Lineage is one of the most common arguments used in the market.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="5967" data-end="6159"><b>Technical platforms have certain capabilities to infer technical lineage automatically.</b><span style="font-weight: 400;"> (WARNING, black magic does not exist and there is a lot of smoke in the market here) from pipelines, queries and transformations. This capability is valuable for understanding technical dependencies and analysing impacts.</span></p>								</div>
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															<img loading="lazy" decoding="async" width="1024" height="467" src="https://anjanadata.com/wp-content/uploads/2026/02/Picture13-1024x467.png" class="attachment-large size-large wp-image-29142" alt="" srcset="https://anjanadata.com/wp-content/uploads/2026/02/Picture13-1024x467.png 1024w, https://anjanadata.com/wp-content/uploads/2026/02/Picture13-300x137.png 300w, https://anjanadata.com/wp-content/uploads/2026/02/Picture13-768x351.png 768w, https://anjanadata.com/wp-content/uploads/2026/02/Picture13-1536x701.png 1536w, https://anjanadata.com/wp-content/uploads/2026/02/Picture13-18x8.png 18w, https://anjanadata.com/wp-content/uploads/2026/02/Picture13-710x324.png 710w, https://anjanadata.com/wp-content/uploads/2026/02/Picture13-1320x602.png 1320w, https://anjanadata.com/wp-content/uploads/2026/02/Picture13.png 1779w" sizes="(max-width: 1024px) 100vw, 1024px" />															</div>
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				<div class="elementor-element elementor-element-cec901a elementor-widget elementor-widget-text-editor" data-id="cec901a" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
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									<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="6161" data-end="6406">But the inferred technical lineage does not capture organisational or contractual relationships. It does not represent responsibilities, sharing arrangements, approved policies or dependencies between information products from a functional point of view.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="6408" data-end="6610"><b>Declarative lineage, on the other hand, allows these relationships to be explicitly modelled.</b><span style="font-weight: 400;"> It represents how assets are connected from a governance perspective, not just from a technical transformation.</span></p>								</div>
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															<img loading="lazy" decoding="async" width="1024" height="549" src="https://anjanadata.com/wp-content/uploads/2026/02/Picture14-1024x549.png" class="attachment-large size-large wp-image-29147" alt="" srcset="https://anjanadata.com/wp-content/uploads/2026/02/Picture14-1024x549.png 1024w, https://anjanadata.com/wp-content/uploads/2026/02/Picture14-300x161.png 300w, https://anjanadata.com/wp-content/uploads/2026/02/Picture14-768x412.png 768w, https://anjanadata.com/wp-content/uploads/2026/02/Picture14-1536x823.png 1536w, https://anjanadata.com/wp-content/uploads/2026/02/Picture14-18x10.png 18w, https://anjanadata.com/wp-content/uploads/2026/02/Picture14-710x380.png 710w, https://anjanadata.com/wp-content/uploads/2026/02/Picture14-1320x707.png 1320w, https://anjanadata.com/wp-content/uploads/2026/02/Picture14.png 1911w" sizes="(max-width: 1024px) 100vw, 1024px" />															</div>
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				<div class="elementor-element elementor-element-200f9f3 elementor-widget elementor-widget-text-editor" data-id="200f9f3" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
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									<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="6612" data-end="6672"><b>The two approaches are not mutually exclusive. In fact, they must coexist.</b></p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="6674" data-end="6836">The technical lineage lives where it should live: in the technical layer.<br data-start="6734" data-end="6737" />Declarative lineage provides a layer of organisational meaning that inferred lineage cannot.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="6838" data-end="6975"><span style="color: #ff6600;"><span style="font-weight: 600;">When well thought-out hybrid architectures are designed, both flows are integrated bi-directionally under principles of <em data-start="6957" data-end="6974">Active Metadata</em></span>.</span></p>								</div>
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				<div class="elementor-element elementor-element-100d09d elementor-widget elementor-widget-text-editor" data-id="100d09d" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
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									<h3 style="text-align: start; line-height: 1.25; font-family: 'DM Sans'; letter-spacing: -0.675px; color: #194d9a;" data-start="6982" data-end="7032">Control-based governance vs. flexible governance</h3>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="7034" data-end="7197">Some organisations interpret governance as a rigid centralised control mechanism. In practice, this generates resistance, friction and slowdown.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="7199" data-end="7310">But neither does the opposite extreme - purely observational government that only documents what happens - work.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="7312" data-end="7534"><span style="font-weight: 600;">Flexible government combines structure and autonomy</span>. Allows for centralised, federated or hybrid models. Adapts to business groups with multiple organisations. Can coexist in multi-cloud and on-premise environments.</p>								</div>
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															<img loading="lazy" decoding="async" width="605" height="456" src="https://anjanadata.com/wp-content/uploads/2026/02/Picture6.png" class="attachment-large size-large wp-image-29125" alt="" srcset="https://anjanadata.com/wp-content/uploads/2026/02/Picture6.png 605w, https://anjanadata.com/wp-content/uploads/2026/02/Picture6-300x226.png 300w, https://anjanadata.com/wp-content/uploads/2026/02/Picture6-16x12.png 16w" sizes="(max-width: 605px) 100vw, 605px" />															</div>
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									<p>In real-world architectures - with Azure, AWS, GCP, Snowflake, Databricks, Oracle, SQL Server, Cloudera, Denodo and multiple combinations <span style="color: #ff6600;"><strong>agnosticism is not a luxury, it is a necessity.</strong></span></p>								</div>
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															<img loading="lazy" decoding="async" width="1024" height="467" src="https://anjanadata.com/wp-content/uploads/2026/02/Picture7-1024x467.png" class="attachment-large size-large wp-image-29124" alt="" srcset="https://anjanadata.com/wp-content/uploads/2026/02/Picture7-1024x467.png 1024w, https://anjanadata.com/wp-content/uploads/2026/02/Picture7-300x137.png 300w, https://anjanadata.com/wp-content/uploads/2026/02/Picture7-768x350.png 768w, https://anjanadata.com/wp-content/uploads/2026/02/Picture7-1536x701.png 1536w, https://anjanadata.com/wp-content/uploads/2026/02/Picture7-2048x935.png 2048w, https://anjanadata.com/wp-content/uploads/2026/02/Picture7-18x8.png 18w, https://anjanadata.com/wp-content/uploads/2026/02/Picture7-710x324.png 710w, https://anjanadata.com/wp-content/uploads/2026/02/Picture7-1320x602.png 1320w" sizes="(max-width: 1024px) 100vw, 1024px" />															</div>
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									<p><b>Avoiding lock-in is not just a technological issue. It is also conceptual.</b></p>
<p>If the governance model is designed around a single technical platform, any future strategic change may force the government to redesign from scratch.</p>								</div>
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				<div class="elementor-element elementor-element-c45791d elementor-widget elementor-widget-text-editor" data-id="c45791d" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
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									<h3 style="text-align: start; line-height: 1.25; font-family: 'DM Sans'; letter-spacing: -0.675px; color: #194d9a;" data-start="7971" data-end="8009">Anticipating cost and maturity</h3>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="8011" data-end="8096">The cost model is another element that is rarely analysed in depth at the outset.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="8098" data-end="8391"><span style="font-weight: 400;">Some technical solutions operate under </span><b>continuous consumption models</b>Recurrent scans, automatic profiling, dynamic classification, change detection. In initial phases, the impact may seem small. As the ecosystem grows, it can become a structural factor.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="8393" data-end="8653"><span style="font-weight: 400;">But beyond the cost, there is the</span><b> organisational maturity</b>. An overly technical model may work in engineering-focused organisations. It is insufficient when governance must involve business, risk, compliance or AI governance.</p>								</div>
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															<img loading="lazy" decoding="async" width="1024" height="444" src="https://anjanadata.com/wp-content/uploads/2026/02/Picture8-1024x444.png" class="attachment-large size-large wp-image-29126" alt="" srcset="https://anjanadata.com/wp-content/uploads/2026/02/Picture8-1024x444.png 1024w, https://anjanadata.com/wp-content/uploads/2026/02/Picture8-300x130.png 300w, https://anjanadata.com/wp-content/uploads/2026/02/Picture8-768x333.png 768w, https://anjanadata.com/wp-content/uploads/2026/02/Picture8-1536x666.png 1536w, https://anjanadata.com/wp-content/uploads/2026/02/Picture8-2048x888.png 2048w, https://anjanadata.com/wp-content/uploads/2026/02/Picture8-18x8.png 18w, https://anjanadata.com/wp-content/uploads/2026/02/Picture8-710x308.png 710w, https://anjanadata.com/wp-content/uploads/2026/02/Picture8-1320x572.png 1320w" sizes="(max-width: 1024px) 100vw, 1024px" />															</div>
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									<p><span style="color: #ff6600;"><b>Anticipating these factors is a matter of strategic design, not technical configuration.</b></span></p>								</div>
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									<h3 style="text-align: start; line-height: 1.25; font-family: 'DM Sans'; letter-spacing: -0.675px; color: #194d9a;" data-start="8758" data-end="8806">Defending the hybrid scenario from the outset</h3>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="8808" data-end="8963">After years of working with real organisations - and seeing both successful implementations and complex rectifications - our conclusion is clear:</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="8965" data-end="9083">The debate is not “Purview or Anjana”.<br data-start="9000" data-end="9003" />It is not a “Unity Catalog or governance platform”.<br data-start="9042" data-end="9045" />It is not “native or open-source catalogue”.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="9085" data-end="9120"><span style="color: #000080;"><b>The debate is about architecture and vision.</b></span></p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="9122" data-end="9352">The sensible thing to do is to leverage native technical governance where it provides value - discovery, classification, deep technical lineage - and elevate that information to a higher layer of organisational, cross-cutting, agnostic governance.</p>								</div>
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															<img loading="lazy" decoding="async" width="551" height="345" src="https://anjanadata.com/wp-content/uploads/2026/02/Picture9.png" class="attachment-large size-large wp-image-29127" alt="" srcset="https://anjanadata.com/wp-content/uploads/2026/02/Picture9.png 551w, https://anjanadata.com/wp-content/uploads/2026/02/Picture9-300x188.png 300w, https://anjanadata.com/wp-content/uploads/2026/02/Picture9-18x12.png 18w" sizes="(max-width: 551px) 100vw, 551px" />															</div>
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									<p data-start="9354" data-end="9374">This hybrid approach:</p>
<ul>
<li>Avoid conceptual and technological lock-in.</li>
<li>It allows for scaling up as maturity grows.</li>
<li>It integrates technical and functional governance.</li>
<li>It facilitates the shift from reactive to proactive government.</li>
<li>It makes the model sustainable in the medium and long term.</li>
</ul>								</div>
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									<h3 style="text-align: start; line-height: 1.25; font-family: 'DM Sans'; letter-spacing: -0.675px; color: #194d9a;" data-start="9620" data-end="9698">Data Governance &amp; AI Governance</h3>
<p data-start="8186" data-end="8295"><b>Governing data and governing AI are not exactly the same thing. But neither can they be approached as worlds apart.</b></p>
<p><span style="font-weight: normal;">Data governance has traditionally focused on quality, semantic definition, accountability, traceability, compliance and access control. Even when limited to the technical level, its focus has been on the lifecycle management of structured assets: tables, pipelines, reports, datasets.</span></p>
<p><span style="font-weight: normal;">AI governance introduces new dimensions:</span></p>
<ul>
<li style="list-style-type: none;">
<ul>
<li><span style="font-weight: normal;">Versioning of models.</span></li>
<li><span style="font-weight: normal;">Traceability of training datasets.</span></li>
<li><span style="font-weight: normal;">Explainability.</span></li>
<li><span style="font-weight: normal;">Risk assessment.</span></li>
<li><span style="font-weight: normal;">Ethical and regulatory impact.</span></li>
<li><span style="font-weight: normal;">Continuous monitoring of behaviour.</span></li>
<li><span style="font-weight: normal;">Control of autonomous agents.</span></li>
<li data-start="1682" data-end="1765">
<p data-start="1684" data-end="1765">Management of prompts, embeddings and knowledge sources in generative environments.</p>
</li>
</ul>
</li>
</ul>
<p data-start="1767" data-end="2032"> </p>								</div>
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															<img loading="lazy" decoding="async" width="1024" height="549" src="https://anjanadata.com/wp-content/uploads/2026/02/Picture10-1-1024x549.png" class="attachment-large size-large wp-image-29140" alt="" srcset="https://anjanadata.com/wp-content/uploads/2026/02/Picture10-1-1024x549.png 1024w, https://anjanadata.com/wp-content/uploads/2026/02/Picture10-1-300x161.png 300w, https://anjanadata.com/wp-content/uploads/2026/02/Picture10-1-768x412.png 768w, https://anjanadata.com/wp-content/uploads/2026/02/Picture10-1-1536x824.png 1536w, https://anjanadata.com/wp-content/uploads/2026/02/Picture10-1-2048x1099.png 2048w, https://anjanadata.com/wp-content/uploads/2026/02/Picture10-1-18x10.png 18w, https://anjanadata.com/wp-content/uploads/2026/02/Picture10-1-710x381.png 710w, https://anjanadata.com/wp-content/uploads/2026/02/Picture10-1-1320x708.png 1320w" sizes="(max-width: 1024px) 100vw, 1024px" />															</div>
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				<div class="elementor-element elementor-element-bd38348 elementor-widget elementor-widget-text-editor" data-id="bd38348" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
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									<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;">Platform-native technical governance pieces often extend their capabilities to AI from an equally technical perspective. For example, by integrating model metadata, capturing training information or showing technical dependencies between datasets and models within the same technology ecosystem.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;">This is useful, but insufficient.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;"><b>Because governing AI is not just about registering that a model exists or knowing which dataset it was trained on.</b><span style="font-weight: 400;"> It is to establish who approved it, under what criteria, for what purpose, with what limits of use, under what risk policy and what oversight mechanisms apply.</span></p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;">It is moving from the technical metadata to the organisational context.</p>
<p data-start="2209" data-end="2247">Furthermore, <b>an AI model, system or agent does not exist in a vacuum.</b> <span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">Depends on d</span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">training sessions, </span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">semantic definitions, </span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">quality rules, p</span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">Access policies, </span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">responsible domains, </span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">contracts of use, etc.</span></p>
<p data-start="2405" data-end="2590">If data governance and AI governance are managed on different platforms, with different organisational models or without real integration, structural problems arise. There are the i<span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">nconsistencies in responsibilities, the </span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">lack of end-to-end traceability, the lack of</span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">ifficulties for assessing regulatory impact, the </span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">duplication of workflows, the f</span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">high level of alignment between business and technology and the r</span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">oss of AI consuming unapproved or uncertified data.</span></p>
<p data-start="2863" data-end="3062">In an environment where AI regulation is growing and where autonomous agents are starting to make operational decisions, this disconnect is not just an inefficiency. It is a strategic risk.</p>
<p data-start="3064" data-end="3290"><span style="color: #ff6600;"><b>Governing data without governing AI leaves the door open to automated decisions without organisational control.<br data-start="3173" data-end="3176" />Governing AI without integrating data governance generates technically traceable but organisationally opaque models.</b></span></p>
<p data-start="3349" data-end="3491">When data governance and AI governance coexist in the same Data Governance &amp; AI Platform, the approach changes radically.</p>
<p data-start="3493" data-end="3516">In an integrated model:</p>
<ul data-start="3518" data-end="3907">
<li data-start="3518" data-end="3582">
<p data-start="3520" data-end="3582">An AI model can be declared as an information product.</p>
</li>
<li data-start="3583" data-end="3620">
<p data-start="3585" data-end="3620">It is associated with a responsible domain.</p>
</li>
<li data-start="3621" data-end="3688">
<p data-start="3623" data-end="3688">It is formally linked to the approved datasets that feed it.</p>
</li>
<li data-start="3689" data-end="3750">
<p data-start="3691" data-end="3750">It undergoes approval workflows before deployment.</p>
</li>
<li data-start="3751" data-end="3796">
<p data-start="3753" data-end="3796">Specific usage contracts are assigned to it.</p>
</li>
<li data-start="3797" data-end="3837">
<p data-start="3799" data-end="3837">It is connected to regulatory policies.</p>
</li>
<li data-start="3838" data-end="3907">
<p data-start="3840" data-end="3907">It is integrated into the declarative lineage together with the data assets.</p>
</li>
</ul>
<p data-start="3909" data-end="4000"><b>This allows for a complete picture, from raw data to automated decision making.</b> <span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">It is not just a technical issue. It is a question of organisational coherence.</span></p>
<p data-start="4080" data-end="4145">In addition, integration brings three key strategic benefits:</p>
<ol>
<li><strong style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;" data-start="4147" data-end="4183">Real end-to-end traceability: </strong><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">From the source data to the model and from the model to the business process that consumes it.</span></li>
<li><strong style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;" data-start="4286" data-end="4315">Clear responsibility: </strong><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">Each asset - data or model - has a domain and associated roles within the same organisational framework.</span></li>
<li><strong style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;" data-start="4421" data-end="4472">Governance ready for autonomous actors: </strong><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">In a world where knowledge consumers are no longer just people but also AI agents, having a unified governance layer allows control over what knowledge is exposed, under what conditions and with what contracts.</span></li>
</ol>								</div>
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									<p data-start="4753" data-end="4981">Technical platforms can register models and datasets within their ecosystem. But they are not designed to articulate a cross organisational model that connects data, models, contracts, responsibilities and processes.</p>
<p data-start="4983" data-end="5096"><b>A modern AI &amp; Data Governance Platform enables the integration of both worlds under one governance logic.</b></p>
<p data-start="5098" data-end="5346">It is not about adding “AI governance” as an additional module. It is about recognising that AI models are governed information assets and should be part of the same system of responsibilities, policies and contracts as data.</p>
<p data-start="5348" data-end="5396">Here the central message makes sense again: <span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">Anjana does not compete with the native technical governance of Data &amp; AI Platforms. It elevates it to a higher layer of comprehensive, cross-cutting, agnostic and business-oriented governance.</span></p>
<p data-start="5580" data-end="5820">And in the current context, <b>that integration between data governance and AI governance is not optional</b>. It is the only coherent approach for organisations that want to scale their use of artificial intelligence without taking unnecessary risks.</p>								</div>
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				<div class="elementor-element elementor-element-e2173c8 elementor-widget elementor-widget-text-editor" data-id="e2173c8" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
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									<h3 style="text-align: start; line-height: 1.25; font-family: 'DM Sans'; letter-spacing: -0.675px; color: #194d9a;" data-start="9620" data-end="9698">From the Data Catalog to the Knowledge Marketplace: the real competitive advantage</h3>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="9700" data-end="9851">So far we have talked about visibility, control and architecture. But there is an even more strategic question that few organisations ask themselves at the outset:</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="9853" data-end="9891"><span style="font-weight: 600;">What do we really want to govern for?</span></p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="9893" data-end="10110">The answer should not just be to comply with regulations or to have the inventory in order. The real goal is to turn data and AI into reusable, sharable and exploitable knowledge in a controlled way.</p>
<p data-start="550" data-end="586">If data governance and AI governance are integrated in the same organisational logic, something very interesting happens. <span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;"><span style="font-weight: bold;">The conversation is no longer purely defensive</span></span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;"> -monitoring, compliance, risk mitigation </span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;"><span style="font-weight: bold;">and becomes strategic.</span></span></p>
<p data-start="550" data-end="586">Because when data and models are in a state of flux, the<span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">e formally declared as governed assets, a</span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">and responsible persons, v</span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">inculcated by declarative lineage, s</span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">ujects to workflows and policies, </span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">regulated by contracts of use and are a</span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">uditable throughout their life cycle, e</span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">n then the organisation does not only control. </span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">It can also </span><strong style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;" data-start="878" data-end="933">activating knowledge in a secure and scalable way</strong><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">.</span></p>
<p data-start="936" data-end="997"><span style="color: #ff6600;"><strong>And it is at this point that the next evolutionary level appears. <span style="font-family: inherit; font-size: inherit; font-style: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">We are no longer talking about a catalogue. </span><span style="font-family: inherit; font-size: inherit; font-style: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">We are not just talking about government.</span><span style="font-family: inherit; font-size: inherit; font-style: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;"> </span><span style="font-family: inherit; font-size: inherit; font-style: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">We are talking about </span><span style="font-family: inherit; font-size: inherit; font-style: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;" data-start="1074" data-end="1099">Knowledge Marketplace</span><span style="font-family: inherit; font-size: inherit; font-style: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">.</span></strong></span></p>								</div>
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															<img loading="lazy" decoding="async" width="576" height="273" src="https://anjanadata.com/wp-content/uploads/2026/02/Picture12.png" class="attachment-large size-large wp-image-29141" alt="" srcset="https://anjanadata.com/wp-content/uploads/2026/02/Picture12.png 576w, https://anjanadata.com/wp-content/uploads/2026/02/Picture12-300x142.png 300w, https://anjanadata.com/wp-content/uploads/2026/02/Picture12-18x9.png 18w" sizes="(max-width: 576px) 100vw, 576px" />															</div>
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				<div class="elementor-element elementor-element-9ccbe69 elementor-widget elementor-widget-text-editor" data-id="9ccbe69" data-element_type="widget" data-e-type="widget" data-widget_type="text-editor.default">
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									<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="10176" data-end="10500">For years, the market has spoken of the Data Marketplace as a repository for datasets. But that view is limited. A Knowledge Marketplace does not just publish tables; it publishes complete information products, integrating data, semantic context, quality rules, usage policies, responsible parties, contracts and traceability.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="10502" data-end="10584"><b>It is not just data that is shared. You share governed business knowledge.</b></p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="10586" data-end="10651">And this cannot be built solely on a technical catalogue. A catalogue can show that a dataset exists. But it cannot, on its own, declare it as an approved product, associate it with a responsible domain, establish usage contracts or automate the granting of access under organisational rules.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="10896" data-end="11064"><span style="color: #ff6600;"><b>The actual realisation of a Knowledge Marketplace requires a modern Data Governance &amp; AI Platform, capable of converting technical assets into governed products.</b></span></p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="10896" data-end="11064"><a style="transition: 0.2s cubic-bezier(0.455, 0.03, 0.515, 0.955); color: #0d3678;" href="https://anjanadata.com/en/from-data-marketplace-to-knowledge-marketplace-the-natural-evolution-of-enterprise-knowledge-management/">Read our article explaining the evolution from Data Marketplace to Knowledge Marketplace here.</a></p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="11431" data-end="11545"><b>This transforms the democratisation of knowledge into a regulated, traceable process aligned with the governance model.</b></p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="11431" data-end="11545">And it is even more relevant in today's context. Knowledge consumers are no longer just people. They are also AI models, autonomous agents and automated systems that need to access business knowledge in a standardised, secure and governed way.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; font-weight: 400; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="11821" data-end="11975">These actors cannot interpret organisational informalities or manually navigate technical catalogues. They need context, contracts and clear rules.</p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="11977" data-end="12218"><span style="color: #e59e5e;"><b>In this scenario, the Knowledge Marketplace becomes the icing on the cake. It is the natural result of having designed the right governance architecture from the start.</b></span></p>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="11977" data-end="12218"><span style="color: #000080;"><b>And it is increasingly the source of real competitive advantage.</b></span></p>								</div>
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									<h3 style="text-align: start; line-height: 1.25; font-family: 'DM Sans'; letter-spacing: -0.675px; color: #194d9a;" data-start="12225" data-end="12244">Conclusion. From catalogue to real government</h3>
<p style="margin-bottom: 22.5px; font-size: 15px; text-align: start; font-family: 'Inter Tight', sans-serif; letter-spacing: normal; text-transform: none; font-style: normal; color: #194d9a;" data-start="12246" data-end="12453"><b>To govern is not to catalogue.</b><span style="font-weight: 400;"> Technical governance is not a substitute for organisational governance. Inferred lineage is not a substitute for declarative accountability. Reactive control does not equal preventive design.</span></p>
<p data-start="450" data-end="623"><b>Democratising knowledge does not mean opening access without control.</b> It means doing so in a governed, contextualised, secure and aligned manner with clear responsibilities.</p>
<p data-start="625" data-end="830"><b>And governing AI is not just about registering models.</b> It is to ensure that each automated decision is backed by approved data, defined policies and explicit usage contracts.</p>
<p data-start="832" data-end="1012"><span style="color: #e59e5e; font-weight: 600;">Anjana does not compete with the native technical governance of Data &amp; AI Platforms. It elevates it to a higher layer of comprehensive, cross-cutting, agnostic and business-oriented governance.</span></p>
<p data-start="832" data-end="1012"><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">A layer that allows data governance and AI governance to be integrated under the same organisational logic. </span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">A layer that enables the controlled democratisation of business knowledge. </span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; font-weight: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">A layer that enables individuals and autonomous agents to access knowledge in a standardised, secure and traceable way.</span></p>
<p data-start="1331" data-end="1451"><b>In a market increasingly driven by data, AI and automation, the difference is not who has the most metadata. <span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">It is in who is able to transform data and models into governed and activatable knowledge. </span><span style="color: inherit; font-family: inherit; font-size: inherit; font-style: inherit; letter-spacing: inherit; text-align: inherit; text-transform: inherit;">And that difference is strategic.</span></b></p>								</div>
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		<title>1st National Data Space Meeting</title>
		<link>https://anjanadata.com/en/1st-national-data-space-meeting/</link>
					<comments>https://anjanadata.com/en/1st-national-data-space-meeting/#respond</comments>
		
		<dc:creator><![CDATA[clara]]></dc:creator>
		<pubdate>Wed, 11 Feb 2026 14:46:55 +0000</pubdate>
				<category><![CDATA[Eventos]]></category>
		<guid ispermalink="false">https://anjanadata.com/?p=29014</guid>

					<description><![CDATA[On 29 January 2026, Madrid hosted the 1st National Meeting of Data Spaces, organised by the Centre of Reference in Data Economy (CRED) and supported by the Secretary of State for Digitalisation and Artificial Intelligence (SEDIA). The event confirmed something that we at Anjana Data have been observing for some time now in real projects: [...]]]></description>
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<p data-start="503" data-end="754">On 29 January 2026, Madrid hosted the 1st National Meeting of Data Spaces, organised by the Reference Centre for Data Economy (CRED) and supported by the Secretary of State for Digitalisation and Artificial Intelligence (SEDIA).</p>
<p data-start="756" data-end="954">The event confirmed something that we at Anjana Data have been observing for some time in real projects: Data Spaces have moved beyond the conceptual phase and are entering a stage of effective implementation.</p>
<p data-start="956" data-end="1046">It is no longer a question of defining what a Data Space is, but how to operate it in production.</p>
<hr data-start="1048" data-end="1051" />
<h3 data-start="1053" data-end="1110">The conversation has matured: now the challenge is to execute.</h3>
<p data-start="1112" data-end="1322">Key issues such as interoperability, regulatory compliance, sovereignty and European standards were addressed during the various sessions. However, the real challenge is not strategic, but operational:</p>
<p data-start="1324" data-end="1504">How is a Data Space technically deployed?<br data-start="1376" data-end="1379" />How do you govern in federated environments?<br data-start="1419" data-end="1422" />How do you ensure real control over the data when multiple actors are involved?</p>
<p data-start="1506" data-end="1664">From our experience deploying real Data Spaces, we know that these questions require specific infrastructure, not just conceptual frameworks.</p>
<hr data-start="1666" data-end="1669" />
<h3 data-start="1671" data-end="1725">ADP4DS: Data Spaces Designed for Production</h3>
<p data-start="1727" data-end="1888">At Anjana Data we approach Data Spaces from a practical perspective: providing organisations with a platform ready to operate federated environments.</p>
<p data-start="1890" data-end="2126">ADP4DS (Anjana Data Platform for Data Spaces) was born precisely to bridge the gap between institutional strategy and technical reality. It is not a theoretical framework or a set of best practices, but a platform designed to:</p>
<ul>
<li data-start="2130" data-end="2188">Implementing effective governance in distributed environments</li>
<li data-start="2191" data-end="2240">Integrating European standards such as Gaia-X and IDSA</li>
<li data-start="2243" data-end="2311">Ensuring traceability and control over information assets</li>
<li data-start="2314" data-end="2367">Facilitating interoperability without losing sovereignty</li>
</ul>
<p data-start="2369" data-end="2495">Our approach starts from a clear premise: a Data Space is not a pilot project, it is a critical infrastructure.</p>
<hr data-start="2497" data-end="2500" />
<h3 data-start="2502" data-end="2543">Real, not declarative, interoperability</h3>
<p data-start="2545" data-end="2671">One of the recurring messages of the Encuentro was the need to move forward on open standards and federated architectures.</p>
<p data-start="2673" data-end="2828">In our experience, interoperability is not only achieved by adhering to a reference framework, but by resolving specific technical issues:</p>
<ul data-start="2830" data-end="2976">
<li data-start="2830" data-end="2868">
<p data-start="2832" data-end="2868">Identity and trust management</p>
</li>
<li data-start="2869" data-end="2902">
<p data-start="2871" data-end="2902">Distributed access control</p>
</li>
<li data-start="2903" data-end="2932">
<p data-start="2905" data-end="2932">Data use policies</p>
</li>
<li data-start="2933" data-end="2976">
<p data-start="2935" data-end="2976">Secure connectivity between participants</p>
</li>
</ul>
<p data-start="2978" data-end="3157">ADP4DS integrates these components as a native part of the platform, allowing organisations to operate within a federated ecosystem without relying on ad hoc development.</p>
<hr data-start="3159" data-end="3162" />
<h3 data-start="3164" data-end="3212">From sovereignty discourse to effective control</h3>
<p data-start="3214" data-end="3361">Data sovereignty was one of the central themes of the event. However, sovereignty does not simply mean hosting data on European territory.</p>
<p data-start="3363" data-end="3373">Meaning:</p>
<ul data-start="3375" data-end="3487">
<li data-start="3375" data-end="3399">
<p data-start="3377" data-end="3399">Deciding who gets access</p>
</li>
<li data-start="3400" data-end="3424">
<p data-start="3402" data-end="3424">Under what conditions</p>
</li>
<li data-start="3425" data-end="3449">
<p data-start="3427" data-end="3449">With what traceability</p>
</li>
<li data-start="3450" data-end="3487">
<p data-start="3452" data-end="3487">And with what capacity for revocation</p>
</li>
</ul>
<p data-start="3489" data-end="3703">In projects such as the Evidenze case study, we have demonstrated that it is possible to put into production a Data Space with effective control over shared assets, while maintaining the autonomy of each participant.</p>
<p data-start="3705" data-end="3818">It is this practical experience that differentiates a mature technological approach from an exploratory initiative.</p>
<hr data-start="3820" data-end="3823" />
<h3 data-start="3825" data-end="3862">Spain accelerates. Now it's time to climb</h3>
<p data-start="3864" data-end="4093">The 1st National Meeting of Data Spaces shows that Spain is aligned with the European agenda and determined to consolidate strategic sectors such as health, industry or mobility through shared data infrastructures.</p>
<p data-start="4095" data-end="4124">The next step is to scale up.</p>
<p data-start="4126" data-end="4320">Scaling up involves moving from funded pilots to stable environments.<br data-start="4191" data-end="4194" />It involves industrialising governance.<br data-start="4231" data-end="4234" />It involves operating Data Spaces with technical, regulatory and organisational safeguards.</p>
<p data-start="4322" data-end="4408">At Anjana Data we will continue to contribute to this transition with a clear conviction:</p>
<p data-start="4410" data-end="4506">Data Spaces are not a future promise.<br data-start="4458" data-end="4461" />These are infrastructures that must work today.</p>
<p data-start="4508" data-end="4568">And for this, they need production-ready technology.</p>
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		<title>A Data Space in production: the real case of Evidenze</title>
		<link>https://anjanadata.com/en/a-data-space-in-production-the-real-case-of-evidenze/</link>
					<comments>https://anjanadata.com/en/a-data-space-in-production-the-real-case-of-evidenze/#respond</comments>
		
		<dc:creator><![CDATA[clara]]></dc:creator>
		<pubdate>Wed, 11 Feb 2026 13:35:38 +0000</pubdate>
				<category><![CDATA[Eventos]]></category>
		<category><![CDATA[Sin categorizar]]></category>
		<guid ispermalink="false">https://anjanadata.com/?p=28999</guid>

					<description><![CDATA[Data Spaces are emerging as a key enabler of new data-driven collaboration models, especially in contexts where security, governance and compliance are critical. However, one of the main challenges for developers remains how to move from strategy to actual operation in production. In this context, Evidenze, [....]]]></description>
										<content:encoded><![CDATA[<p>The&nbsp;<strong>Data Spaces</strong>&nbsp;are establishing themselves as a key enabler of new data-driven collaboration models, especially in contexts where the&nbsp;<strong>security, governance and regulatory compliance</strong>&nbsp;are critical. However, one of the main challenges for promoters remains&nbsp;<strong>how to move from strategy to actual operation in production</strong>.</p>



<p>In this context,&nbsp;<strong>Evidenze</strong>, a company that promotes clinical research through&nbsp;<strong>Real World Evidence (RWE/RWD)</strong>&nbsp;and works with different actors in the European healthcare ecosystem, he shared his experience as a&nbsp;<strong>promoter of a Data Space</strong>&nbsp;during the webinar&nbsp;<em>“Evidenze Data Space: real use cases and keys to the Data Space Kit”.”</em>.</p>



<p>The webinar took place on&nbsp;<strong>14 January 2026, from 12:00h to 14:00h</strong>, and showed how it is possible to deploy, in a timeframe of less than&nbsp;<strong>two months</strong>,&nbsp;<strong>the whole layer of cataloguing, data governance and automation of access management</strong>, using a&nbsp;<strong>proprietary technology platform</strong>, no tailor-made developments.</p>



<p>During the session,&nbsp;<strong>Lucía Engo, Director of Customer Success at Anjana Data</strong>, made a&nbsp;<strong>live demo on the Evidenze Data Space</strong>, showing how&nbsp;<strong>Anjana Data Platform for Data Spaces (ADP4DS)</strong>&nbsp;acts as the&nbsp;<strong>technology platform supporting the cataloguing, governance and automation layer of access management</strong>&nbsp;of the customer's Data Space.</p>



<p><strong>ADP4DS is a platform in TRL 9</strong>, a leader in the Spanish market, with&nbsp;<strong>multiple deployments and production success stories</strong>&nbsp;in large private sector and public sector organisations&nbsp;<strong>Public Administration</strong>, and&nbsp;<strong>recognised by Gartner</strong>&nbsp;in the field of&nbsp;<strong>Data and Analytics Governance</strong>.</p>



<p>This webinar is a&nbsp;<strong>real and replicable example</strong>&nbsp;how any organisation - public or private - can act as a promoter of a Data Space and have, in a very short period of time, a&nbsp;<strong>mature, configurable and vendor-supported technology infrastructure</strong>&nbsp;to operate its data exchange ecosystem.</p>



<p><img loading="lazy" decoding="async" src="https://fonts.gstatic.com/s/e/notoemoji/16.0/25b6_fe0f/72.png" alt="▶" width="18" height="18">&nbsp;<strong>Watch the full recording of the webinar here:</strong></p>



<p><a href="https://vimeo.com/1155031751/eb2fdac528?ts=1164029">Video</a></p>



<p></p>]]></content:encoded>
					
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		<title>Unboxing: ADP4DS (Anjana Data Platform For Data Spaces)</title>
		<link>https://anjanadata.com/en/unboxing-adp4ds-anjana-data-platform-for-data-spaces/</link>
					<comments>https://anjanadata.com/en/unboxing-adp4ds-anjana-data-platform-for-data-spaces/#respond</comments>
		
		<dc:creator><![CDATA[clara]]></dc:creator>
		<pubdate>Thu, 18 Dec 2025 15:52:31 +0000</pubdate>
				<category><![CDATA[Eventos]]></category>
		<category><![CDATA[Sin categorizar]]></category>
		<guid ispermalink="false">https://anjanadata.com/?p=27630</guid>

					<description><![CDATA[As part of BAIDATA's new webinar series, entitled “Unboxing”, we have created a space dedicated to showcasing the technological solutions that are transforming data spaces, fostering interoperability and strengthening digital sovereignty in various sectors. With this series we want to open the “box” of innovation and analyse, in a practical and close-up way, how different organisations are [...]]]></description>
										<content:encoded><![CDATA[<p>Within the&nbsp;<strong>new series of webinars</strong>&nbsp;by BAIDATA, entitled&nbsp;<strong>“Unboxing”,</strong>&nbsp;We have created a space dedicated to showcasing the technological solutions that are transforming data spaces, promoting interoperability and strengthening digital sovereignty in various sectors. With this series, we want to open up the “box” of innovation and analyse, in a practical and accessible way, how different organisations are building reliable and sustainable data ecosystems.</p>



<p>With this initiative, “Unboxing” becomes a key event for discovering relevant ideas, inspiring new collaborations, promoting knowledge exchange, and highlighting the value of the solutions presented, which enable a more reliable and sovereign digital ecosystem.</p>



<p><strong><a href="https://www.linkedin.com/in/mario-de-francisco-ruiz/?originalSubdomain=es">Mario de Francisco Ruiz</a>&nbsp;(CEO of Anjana Data) and&nbsp;<a href="https://www.linkedin.com/in/luc%C3%ADa-engo-bermejo/?originalSubdomain=es">Lucia Engo Bermejo</a>&nbsp;(Head of Customer Success at Anjana Data)</strong>, have been responsible for spearheading this new series, presenting&nbsp;<strong>ADP4DS</strong>&nbsp;<strong>(Anjana Data Platform for Data Spaces)</strong>, a product developed by this Spanish company to offer Data Space developers a technological tool.“<em>plug and play</em>”to build Data Spaces quickly and efficiently, avoiding costly developments and allowing you to focus on use cases and the business model.</p>



<p>During the session, a&nbsp;<strong>practical demonstration of the platform</strong>, showcasing its main features, ease of use, interface adapted to different participant profiles, and how it facilitates the implementation, operation, and administration of a Data Space.</p>



<ul class="wp-block-list">
<li>Complies with the technical requirements for Data Spaces according to Order TDF/1461/2023.</li>



<li>Guarantees sovereignty and total control of data by its owners.</li>



<li>Facilitates secure exchange through machine-readable digital contracts.</li>
</ul>



<p>Following the main standards and&nbsp;<em>frameworks</em>&nbsp;in Data Management, European Regulation and Standards, Data Spaces and Open Data,&nbsp;<strong>ADP4DS</strong>&nbsp;provides a comprehensive solution for implementing and managing Data Spaces in SaaS, PaaS, or IaaS formats. Its architecture is scalable, interoperable, modular, and open, enabling customisation through low-code and no-code. The platform, which is based on consolidated and globally recognised technology, offers an experience tailored to different types of users, such as producers, administrators, and consumers. It provides advanced capabilities for expert users and simplifies implementation, operation, and management with a low learning curve. In addition, it has a flexible pay-per-use model that offers unlimited coverage of connectors and participants, ensuring scalability and efficiency in the management of Data Spaces.</p>



<p>The session also emphasised that ADP4DS is a reality thanks to the grant from the&nbsp;<strong>Product and Service Promotion Plan</strong>, thereby strengthening a wholly Spanish technological solution that supports the digital and technological sovereignty of the entire European data ecosystem.</p>



<p>Access the recording and presentation of the session:</p>



<div class="wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex">
<div class="wp-block-button"><a class="wp-block-button__link has-background has-custom-font-size wp-element-button" href="https://baidata-my.sharepoint.com/personal/jalonso_baidata_onmicrosoft_com/_layouts/15/stream.aspx?id=%2Fpersonal%2Fjalonso%5Fbaidata%5Fonmicrosoft%5Fcom%2FDocuments%2FWebinars%2F2025%2E11%2E12%20Unboxing%20Anjana%20Data%2FUnboxing%20%20ADP4DS%20%28Anjana%20Data%29%2Emp4&amp;ga=1&amp;referrer=StreamWebApp%2EWeb&amp;referrerScenario=AddressBarCopied%2Eview%2Ef5df784a%2Da202%2D4500%2D94e7%2D243208e8800c" style="background-color:#386fc7;font-size:15px" target="_blank" rel="noreferrer noopener">Video</a></div>



<div class="wp-block-button"><a class="wp-block-button__link has-background has-custom-font-size wp-element-button" href="https://baidata.eu/media/1/BAIDATA_Anjana_web.pdf" style="background-color:#386fc7;font-size:15px" target="_blank" rel="noreferrer noopener">Presentation</a></div>
</div>]]></content:encoded>
					
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		<title>Govern your data in accordance with DCAT-AP... in record time</title>
		<link>https://anjanadata.com/en/health-dcat-ap-spaces-portals-data/</link>
					<comments>https://anjanadata.com/en/health-dcat-ap-spaces-portals-data/#respond</comments>
		
		<dc:creator><![CDATA[Lucía Engo]]></dc:creator>
		<pubdate>Fri, 11 Jul 2025 11:46:35 +0000</pubdate>
				<category><![CDATA[Casos de uso]]></category>
		<category><![CDATA[Gobierno del dato]]></category>
		<category><![CDATA[Sin categorizar]]></category>
		<category><![CDATA[Data Portals]]></category>
		<category><![CDATA[Data Spaces]]></category>
		<category><![CDATA[Espacios de datos]]></category>
		<category><![CDATA[gobierno del dato]]></category>
		<category><![CDATA[Health DCAT-AP]]></category>
		<category><![CDATA[Interoperabilidad]]></category>
		<category><![CDATA[Portales de datos]]></category>
		<guid ispermalink="false">https://anjanadata.com/?p=9087</guid>

					<description><![CDATA[Health DCAT-AP for the governance of data spaces and portals is now a reality thanks to the collaboration between Anjana Data and DQTeam. At a time when organisations need to turn their data strategies into concrete actions, this solution enables the governance of open catalogues and health data spaces in compliance with the latest standards.]]></description>
										<content:encoded><![CDATA[<p><strong>Health DCAT-AP for data space and portal governance</strong> is now a reality thanks to the collaboration between <a href="https://anjanadata.com/en/" target="_blank" rel="noreferrer noopener">Anjana Data</a> y <a href="https://dqteam.es/" target="_blank" rel="noreferrer noopener">DQTeam</a>. At a time when organisations need to convert their data strategies into concrete actions, this solution enables the governance of open catalogues and healthcare data spaces in accordance with the most demanding European standards.</p>



<p>We are working on configurations. <strong>out of the box</strong> for all extensions of the standard <strong>DCAT-AP</strong> —such as Health, Geospatial, Statistics, or Energy—with the aim of enabling any organisation to activate a complete solution without the need for programming. Thanks to the collaboration with <strong><a href="https://dqteam.es/" target="_blank" rel="noreferrer noopener">DQTeam</a></strong>, The first of these configurations is now available: <strong><a href="https://healthdcat-ap.github.io/" target="_blank" rel="noreferrer noopener">Health DCAT-AP</a></strong>, designed to manage open data catalogues and health data spaces in a simple, interoperable manner that complies with the European profile.</p>



<figure class="wp-block-image size-large is-style-default"><img decoding="async" src="https://anjanadata.com/wp-content/uploads/2025/07/Canva-Blog-Health-DCAT-AP-1024x512.png" alt="Visual with logos of Anjana Data, DQTeam, DCAT-AP, EHDS, and the European Commission, highlighting the focus on DATA SPACES and DATA PORTALS in accordance with European standards." class="wp-image-9091"/></figure>



<h2 class="wp-block-heading"><strong>Strategic alliance with our partners. Objective: from standard to action.</strong></h2>



<p>Thanks to the joint work with <strong>DQTeam</strong>, We have defined and parameterised a solution in Anjana Data that allows our clients to:</p>



<ul class="wp-block-list"><li>To start up a <strong>100% governance aligned with standards</strong> <strong>DCAT-AP</strong> and its healthcare extension <strong>Health DCAT-AP</strong><strong><br></strong></li><li>Configure the <strong>official roles defined by Health DCAT-AP</strong> (publisher, creator, rights holder, contact point, etc.)<br></li><li>Activate <strong>complete metadata templates</strong> for datasets, distributions, and catalogues<br></li></ul>



<p>All this under a technical and functional nomenclature that is fully aligned with the standard, ensuring <strong>full interoperability</strong> between European institutions, regions and platforms.</p>



<h2 class="wp-block-heading"><strong>Ready to deploy: no code, no friction</strong></h2>



<p>The solution features a <strong>out-of-the-box configuration kit </strong>which allows:</p>



<ul class="wp-block-list"><li>Implementations in record time</li><li><strong>No programming required</strong></li><li>Customisable templates to adapt metadata to the specific needs of each organisation</li></ul>



<p>Anjana Data allows you to start with a basic configuration and evolve according to your data governance needs.</p>



<h2 class="wp-block-heading"><strong>True interoperability: open APIs + metadata federation</strong></h2>



<p>Anjana Data has been designed with an architecture <strong>100% interoperable</strong>, which allows:</p>



<ul class="wp-block-list"><li>Share and federate metadata between different instances or versions of the <strong>Health DCAT-AP</strong><strong><br></strong></li><li>Bringing the logic of transformation where it needs to be: <strong>plugins and processes that consume APIs</strong><strong><br></strong></li><li>Seamlessly integrate with external portals, public catalogues, and sector-specific data spaces.<br></li></ul>



<p>All thanks to your <strong>REST API documented with Swagger</strong> and to their <strong>plugin development kits</strong>, designed for heterogeneous environments.</p>



<h2 class="wp-block-heading"><strong>An interface to govern your open data portals</strong></h2>



<p>Beyond the technical back-end, Anjana Data offers a <strong>simple, intuitive interface geared towards business users</strong>, where possible:</p>



<ul class="wp-block-list"><li>Inventory datasets, distributions, and catalogues<br></li><li>Manage open data portals, sectoral data spaces, or federated networks.<br></li><li>Locate and apply filters to find and access actual distributions</li></ul>



<h2 class="wp-block-heading"><strong>Would you like to see it in action?</strong></h2>



<p>Here you go. <strong>practical demonstration</strong> how the Health DCAT-AP-based solution is configured and used within Anjana Data, with a comprehensive experience of searching, filtering, exploring metadata, and downloading data from an interoperable dataset:</p>



<p><img src="https://s.w.org/images/core/emoji/17.0.2/72x72/1f4fa.png" alt="📺" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong><a href="https://www.youtube.com/watch?v=9pDZKaHZ420" target="_blank" rel="noreferrer noopener">Watch video on YouTube – Health DCAT‑AP demo with DQTeam and Anjana Data</a></strong></p>



<h2 class="wp-block-heading"><strong>Ready to govern your data with European standards?</strong></h2>



<p>If your organisation wishes to <strong>align your data strategy with DCAT-AP, DAMA, UNE or the Data Act</strong>, Now you can do it immediately and without development, with a modular, extensible and 100% interoperable approach.</p>



<p><img src="https://s.w.org/images/core/emoji/17.0.2/72x72/1f449.png" alt="👉" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Get in touch with us</strong> to learn how to activate this setting in your environment or try a customised demo.</p>]]></content:encoded>
					
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