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Overview

Most organizations have invested heavily in data platforms, pipelines, and AI, so data can now be delivered quickly and reliably. 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 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 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

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:

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.

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.

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

Immediate access to customer data

check

No replication or pipeline build required

check

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

Single, consistent customer view

check

Enables segmentation and targeting

check

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

Increased conversion rates

check

Higher customer engagement

check

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.

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

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