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However, business outcomes are just not improving at the same pace, because the delivered data is not always “business-ready.” Data products are closing this gap by providing users, applications, and AI with the reusable, trusted, and consumable data services that power measurable business results. But building and scaling effective data products requires more than storing or moving data. It requires secure, governed, real-time access to distributed data — wherever it resides. The [Denodo Platform](https://www.denodo.com/en/denodo-platform/denodo-platform) enables organizations to efficiently create, manage, and deliver data products across the full Data Product Lifecycle. From discovery to continuous optimization, Denodo’s [logical data management](https://www.denodo.com/en/data-management/logical-data-management) approach unifies distributed data sources without requiring replication, enriches them with business-friendly semantic context, and enforces enterprise-wide security and governance at the point of access. With Denodo, data consumers — from analysts, to AI applications, to AI agents — can discover, understand, and use the right data product with confidence. And for data owners and engineers, the platform streamlines collaboration, accelerates delivery, and supports iterative enhancements to keep pace with changing business needs. ![Data Product](https://www.denodo.com/sites/default/files/data-product.png) ## Deliver Value at Every Stage Denodo enables organizations to derive value from data products at any stage of their data product journey — from access, to insight, to measurable outcomes. To reflect both maturity and value progression, Denodo supports three types of data products: ![](https://www.denodo.com/sites/default/files/pages/data-products/access-data-icon.png) ### Access Data Products Access data products provide immediate access to trusted data without pipeline delays or replication requirements. They are primarily used by data engineers, integration teams, and architects, to access and unify raw and operational data, deliver data through pipelines, APIs, or notebooks, or enable the rapid onboarding of new use cases. ![](https://www.denodo.com/sites/default/files/pages/data-products/insight-data-icon.png) ### Insight Data Products Insight data products provide consistent, reusable data that accelerates analytics and AI. They are primarily leveraged by data scientists, machine language (ML) engineers, and analytics teams, to facilitate such tasks as building models, running analytics, or creating reusable curated datasets. They can seamlessly combine historical and real-time data. ![](https://www.denodo.com/sites/default/files/pages/data-products/outcome-data-icon.png) ### Outcome Data Products Outcome data products have a direct impact on business outcomes and KPIs. They are harnessed by business users, applications, and AI systems, including agentic systems, to drive real-time decision-making, power dashboards, apps, or workflows, or automate processes and actions. Each type offers a consumable, governed data service, so different teams can easily access and use disparate data in real time, to derive the maximum value from all of their data. Data Product Examples ## For Gaining Customer Intelligence Data Product Description Consumed By Value Delivered Data Product ##### Access Data Product: Governed, Real-Time Access to Customer Data Description Unified view of customer records across CRM (e.g. Salesforce), onboarding, and know your customer (KYC) systems Consumed By Data engineers, integration teams, AI pipelines Value Delivered ![check](/sites/default/files/2026-05/checkIcon.png)Immediate access to customer data ![check](/sites/default/files/2026-05/checkIcon.png)No replication or pipeline build required ![check](/sites/default/files/2026-05/checkIcon.png)Faster onboarding of new use cases Data Product ##### Insight Data Product: Integrated, Contextualized Customer Datasets Description Combines transactions, interactions, and behavioral data Consumed By Data scientists, BI teams, and analysts Value Delivered ![check](/sites/default/files/2026-05/checkIcon.png)Single, consistent customer view ![check](/sites/default/files/2026-05/checkIcon.png)Enables segmentation and targeting ![check](/sites/default/files/2026-05/checkIcon.png)Reduces duplicated data preparation Data Product ##### Outcome Data Product: Decision-Ready, AI-Driven Customer Services Description Personalized offer engine based on behavior and predictive models Consumed By Marketing teams, applications, and digital channels, Value Delivered ![check](/sites/default/files/2026-05/checkIcon.png)Increased conversion rates ![check](/sites/default/files/2026-05/checkIcon.png)Higher customer engagement ![check](/sites/default/files/2026-05/checkIcon.png)Revenue growth ## Key Features for Data Product Success ### Live Data Access Across All Sources Access and integrate data in real time from cloud, on-premises, and hybrid environments — without requiring replication — so data products always reflect the latest state of the business. ### Unified Semantic Layer Apply consistent business definitions, naming, and metadata, so all users — and AI systems — operate from the same trusted understanding of the data. ### Built-In Governance and Security Enforce fine-grained access control, masking, and policy-based governance centrally, facilitating compliance without slowing access. ### Integrated Data Marketplace Enable users to discover, understand, and access data products through a single, self-service interface — with full visibility into lineage, quality, and usage. The marketplace acts as the consumption layer for data products — enabling discovery, reuse, and scale. ### Collaboration and Iterative Development Support continuous improvement through collaboration between data product owners, engineers, and consumers — with version control and lifecycle management. ### AI-Ready Metadata and Access Expose rich metadata and governed data access to AI applications and agents — improving discovery, accuracy, and trust in AI outputs. ### Optimized Performance Leverage intelligent query optimization, pushdown processing, and caching, to deliver high-performance data access across distributed environments. ## Benefits of Using Denodo for Data Products ### Faster Time-to-Value Deliver reusable data products in days — not months — without building complex pipelines. ### Reduced Duplication and Rework Build once and reuse across multiple use cases, domains, and teams. ### Improved Decision-Making Deliver data directly into workflows, dashboards, and applications — enabling faster, better decisions. ### Trusted Data for People and AI Provide consistent, real-time, governed data for business users, applications, and AI systems. ### Scalable and Flexible Continuously evolve data products to support new use cases, data sources, and business needs. ### Enterprise-Grade Security and Compliance Apply consistent governance policies across all data products and consumption methods. Data Products ## The Full-Lifecycle Demo True freedom requires a stable foundation. Watch how we eliminate the bottlenecks of legacy systems, enabling you to deploy unified data products with the unshakable confidence of a platform built for enterprise scale. ![](https://www.denodo.com/sites/default/files/thumb-rename-demo.jpg) [](https://vimeo.com/946101267) ## Ready to Deliver Data Products That Drive Outcomes? Denodo has helped hundreds of organizations to turn delayed data into real-time access, pipeline complexity into reusable data services, and fragmented data into unified, trusted data. Best of all, Denodo helps organizations to turn data delivery into measurable business outcomes. The Denodo Platform works alongside existing data platforms, including data lakehouses, to maximize their value. By unifying, governing, and delivering business-ready data products leveraging data from across all of sources, Denodo enables your lakehouse data — and all other enterprise data — to be accessible, trusted, and ready for use by the people and applications that need it. Explore how Denodo can help you scale your data products and deliver measurable business outcomes. [Schedule a one-on-one strategy session](https://www.denodo.com/en/contact-us)