Where To Start
Welcome to the dawn of a new era in data management with Denodo Platform 9 . Get ready to elevate your data strategy and unlock unprecedented business value.
Denodo Platform 9 revolutionized data management by enabling seamless self-service, improving operational efficiency, and enhancing security protocols. Building on this strong foundation, Denodo Platform 9.5* turns fragmented enterprise data into intelligent data products for AI and analytics. At the same time, it democratizes access to trusted data through natural language experiences that allow any user to ask questions and get answers without needing deep technical expertise.
Here are a few resources to get you started:
- Main enhancements of Denodo Platform 9.5: What’s new in Denodo Platform 9.5
- Denodo Platform 9 Users Manuals : Be sure to see the Changes in Denodo Platform 9 document and the Denodo Platform New Features Guide
- Watch the Denodo Platform New Enhancements playlist
If you're interested in upgrading your existing Denodo Platform installation to the new version 9, we encourage you to review these resources:
- Denodo 9 Knowledge Base Articles: Ready to work with Denodo Platform 9 and Upgrade to Denodo Platform 9: Best Practices and Checklist
- Denodo TechTalk: End-to-End Data Product Lifecycle Management with Denodo
Powered by a logical approach to managing data, supporting over 200 data sources and applications, and running on all major clouds plus on-premise, Denodo offers the ability to unify and govern the broadest range of enterprise data in the market, and to deliver to all data consumers at the speed of business .
In addition to Denodo Platform 9.5, organizations can also deploy the Denodo Platform through Agora the Denodo Cloud Service, now available on both AWS and Azure. While Agora is a separate solution, it includes all of the same capabilities as Denodo Platform 9.5, with the added flexibility of choosing a fully managed environment with the cloud provider that best fits your strategy. Explore the following Agora resources:
- Agora Guide
- Quick Start Guide: Agora Quick Start Guide
- Denodo Tutorial: Agora Data Integration
* The latest Long Term Support (LTS) version is Denodo Platform 9.4
LTS versions will get guaranteed patch releases (9.x.x) with bug fixes and security patches for 1 year.
Discover the New Features
This latest release brings further improvements that solidify the Denodo Platform as a foundation for AI innovation.
Trusted Metrics and KPIs for AI and Analytics
Denodo 9.5 introduces Metric Views , a new semantic-layer object for defining, governing, and reusing business metrics and KPIs (such as profit, revenue, or average net paid). By centralizing these calculations, organizations eliminate fragmented definitions across different dashboards and reporting tools.
Define your key metrics once within the Denodo semantic layer, and deliver them confidently to any dashboard, marketplace, or AI agent.
- Watch the video: Denodo Platform 9.5 Update - Trusted Metrics and KPIs
- Watch the TechTalk: Fueling Your AI Agents, and Supporting Business Users, with Consistent Semantics
- Read the documentation: Virtual DataPort Administration Guide 9.5 - Creating Metric Views
Connecting Data to the Business Context Around It with Marketplace Asset Extensions
The Denodo Data Marketplace now extends beyond Denodo-managed assets to represent a broader set of enterprise data ecosystem assets. With Marketplace Asset Extensions , organizations can catalog and enrich a wider variety of business and technical artifacts.
-
Data products do not live in isolation:
they are connected to pipelines, dashboards, and compliance rules. By bringing these
related assets into the Data Marketplace, users gain full visibility into where data
came from, who uses it, and how it is governed.
- Watch the video: Denodo Platform 9.5 Update - Data Marketplace
- Watch the TechTalk: Empowering Data Democratization: A 360-View of Data Products and Business Context in the Denodo Data Marketplace
- Read the documentation: Data Marketplace Guide 9.5 - External Elements
More Automated, Efficient AI-Assisted Data Development
The VQL Shell evolves toward a more natural-language-driven development experience, bringing advanced reasoning and disambiguation capabilities through Denodo Assistant .
-
Denodo Assistant in VQL Shell:
- Sequential Conversations: The assistant now supports an interactive, continuous dialogue. Developers can explore metadata, generate VQL, refine query logic, or troubleshoot issues contextually without needing to know exact syntax or fields upfront.
-
Drastic Cost and Performance Optimization:
Recent updates significantly optimize how metadata and query results are
packaged
for Large Language Model (LLM) consumption.
- Watch the video: Denodo Platform 9.5 Update - AI-Assisted Data Development
- Watch the TechTalk: Denodo for Agentic AI: New Capabilities, Use Cases, and AI Ecosystem Integrations
-
Expanded Connectivity for Modern Data and AI Ecosystems:
Denodo 9.5 expands connectivity across distributed environments, strengthening
support for unstructured data and modern open lakehouse architectures.
-
Denodo 9.5 adds new connectivity with
Databricks
and
Azure AI Search
for unstructured content (documents, text repositories, etc.), building on
existing support for Snowflake, BigQuery, PGVector, Oracle, and SQL Server.
- Read the documentation: Virtual DataPort Administration Guide 9.5 - Semantic Search Using Embeddings
-
The
Denodo Lakehouse Accelerator
introduces the ability to read directly
from Microsoft Fabric & OneLake and improves performance when using
Apache
Iceberg as a caching mechanism, reducing operational maintenance tasks like
compaction.
- Watch the video: Denodo Platform 9.5 Update - Denodo Lakehouse Accelerator
- Read the documentation: Denodo Lakehouse Accelerator Guide 9.5
-
Denodo 9.5 adds new connectivity with
Databricks
and
Azure AI Search
for unstructured content (documents, text repositories, etc.), building on
existing support for Snowflake, BigQuery, PGVector, Oracle, and SQL Server.
- Other Enhancements: As with every release, Denodo 9.5 introduces further improvements to ensure a smoother experience with the Denodo Platform:
More Features of Denodo Platform 9
Denodo Data Marketplace: Enabling Universal Data Access
Denodo Platform 9 delivers a full data marketplace, enabling users across the enterprise to seamlessly find, understand, and utilize data.
-
Revamped Data Marketplace
– Formerly known as the Denodo
Data Catalog
, the redesigned e-commerce style user experience enhances discoverability and
accessibility, providing a true marketplace experience. Users can now explore and
interact with data assets more intuitively, making data easier to find, understand, and
consume, without relying on technical teams.
- Read the User Manual: Data Marketplace Guide - Introducing the Data Marketplace
- Try the new UI by yourself following this tutorial: Using the Denodo Data Marketplace
- Watch the video: Denodo Platform 9.3 Update - Data Marketplace
-
Enhanced Conversational AI Experience:
The Denodo Data Marketplace now features an embedded, out-of-the-box chatbot experience
that delivers a ChatGPT-like interaction with enterprise-wide data, combining natural,
multi-turn conversations with the security and governance Denodo is known for. In
addition to answering questions, the conversational experience can explain the steps
being taken, surface assumptions, and request clarification when intent or context is
ambiguous, helping users better understand and trust the results.
- Watch the video: Denodo Platform 9.4 Update - Data Marketplace
- Read the documentation: Data Marketplace Guide - Denodo Assistant Chatbot
Denodo AI Software Development Kit
The Denodo AI SDK works in conjunction with Denodo Platform 9.1 or later, including the freely downloadable Denodo Developer Tier , and the free trials and purchased subscriptions of Agora . Also see these useful resources: Read the Denodo AI SDK User Guide , try the Building an AI Chatbot with Denodo in Minutes Tutorial, and clone the Denodo AI SDK Github Repository for collaboration.
By continuously evolving its AI capabilities, Denodo enables enterprises to leverage GenAI more effectively—enhancing decision-making, automating complex workflows, and delivering AI-driven insights with greater precision. These innovations keep organizations at the forefront of AI-driven transformation, maximizing the impact of their data investments.
- Accelerating GenAI Expertise for Data Professionals – To help technical professionals quickly master emerging GenAI technologies, Denodo has introduced a GenAI Hands-on Lab , providing a practical, guided learning experience for building AI-driven applications. Additionally, the new Denodo AI SDK Certified Developer Associate within the Denodo Certified Professional Program equips professionals with the needed skills for effectively implementing and managing AI-powered data solutions, so organizations can rapidly build AI expertise and drive innovation.
-
DeepQuery in the Denodo AI SDK:
This is a groundbreaking capability in the Denodo AI SDK. While Query RAG is ideal for
fact-based questions like “What’s our churn rate in the Northeast?” DeepQuery goes
further — enabling complex, analytical questions such as “Why is churn increasing, and
what factors are driving it?”
- Read our Data Management Blog: Smarter AI Starts Here: Why DeepQuery Is the Next Step in GenAI Maturity
- Watch this video: Demo: Denodo DeepQuery
-
MCP Support: Denodo as a Data Provider for Agentic Automation:
Denodo has supported the Model Context Protocol for some time as part of its AI SDK,
enabling teams to connect AI agents to govern enterprise data. With the Denodo Platform
9.4 release, MCP support is now embedded directly into the Denodo Platform itself:
Text-to-SQL MCP Service
(allows to execute natural language queries on Denodo) and
Denodo VDP MCP Server
(access to the Data Products exposed by Denodo and execute VQL queries through MCP). Any
MCP-compatible client can now connect directly to Denodo and interact with enterprise
data through a consistent, governed interface that reflects approved data products,
shared semantics, and existing security policies.
- Watch the TechTalk: Denodo's MCP Support - The Data Foundation for the Agentic AI Era
- Read the documentation: Denodo MCP Server - User Manual
Introducing Lakehouse Accelerator: Next-Generation Execution for Analytics at Scale
We are excited to unveil Lakehouse Accelerator , the latest evolution of our embedded MPP SQL capability. Building on our existing Presto engine support, Lakehouse Accelerator raises the bar by embedding the open-source Velox execution engine to deliver a major advance in performance, efficiency, and future readiness.
-
Next-Generation Performance:
By adopting Velox (fully written in C++), Lakehouse Accelerator moves beyond traditional
MPP SQL engines into a modern execution layer optimized for today’s hardware and
analytics demands. Enterprise workloads benefit from faster query execution, better use
of CPU and memory resources, and a more responsive experience for users.
- Read the documentation: Denodo Lakehouse Accelerator Guide - Presto on Velox
- Better Resource Efficiency: Lakehouse accelerator raises the bar by embracing an advanced Velox-based execution engine that delivers meaningful reductions in resource consumption and infrastructure costs.
Watch the TechTalk: Powering Your Data with the Denodo Lakehouse Accelerator
Support for Unstructured Data
Denodo Platform 9 is adding enhanced support for unstructured data through the introduction of advanced vector search capabilities. This new functionality allows organizations to connect vector databases that store unstructured content, such as documents, audio, images, or text embeddings, and make that information fully searchable alongside structured and semi-structured enterprise data. The platform enforces consistent security policies across both structured and unstructured data sources, ensuring that sensitive information remains protected while enabling broader access for analytics, AI, and knowledge discovery.
- Watch the video: Denodo Platform 9.4 Update - Vector Types
- Read the documentation: Virtual DataPort Administration Guide - Denodo Assistant - Vector Database Integration
- Read the documentation: Virtual DataPort Administration Guide - Semantic Search Using Embeddings
- Read the documentation: Virtual DataPort VQL Guide - Embedding Functions
An Improved Developer Experience
We’ve made a variety of improvements in how developers interact with the Denodo Platform, making it more intuitive and boosting productivity. Key highlights include enhanced DevOps support for seamless collaboration, integrated Scheduler jobs for efficient task management, a new Welcome portal for faster onboarding, and a redesigned data source panel for easier access and manipulation.
- Watch these videos: Workspace Support for CI-CD , Improved developer experience in Design Studio , New data source panel in the Design Studio and Native MongoDB adapter with graphical introspection
- Read the User Manual: VCS Configuration - Workspaces , Scenarios and Recommended Uses - Workflow Based on Workspaces and Branches and Virtual DataPort Administration Guide: Cache Refresh Jobs
- Try these features yourself, by following along in this tutorial: Denodo Basics
- Attend the Denodo TechTalk: Improving Denodo's Development Practices Using Version Control
Are you looking for something else? Try the brand-new courses Logical Data Management for Architects , Implementing My First Logical Data Integration , Beyond Query Optimizer: A Journey into Query Optimization Excellence and Data Discovery with Denodo Data Catalog .
Segregation of Administrative Duties
Enhanced security with fine-grained control through the segregation of administrative duties, enabling organizations to grant administrative users the privileges to change server settings while preventing them from accessing data.
- Read the User Manual: Virtual DataPort Administration Guide: Default Roles
Enhanced Inspection and Auditing Tools
New tools for inspecting and auditing data access policies, enhancing oversight and compliance. These improvements enable robust data protection and operational integrity.
- Read the User Manuals: Virtual DataPort Administration Guide: Privilege Auditing
Are you looking for something else? Try the brand-new courses Logical Data Management for Architects , to learn architectural patterns for the Denodo Platform and best practices for performance optimization, data services governance, scalability, and operation.