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Overview

As enterprises scale their use of Databricks to support advanced analytics, data engineering, and AI workloads, they often encounter new challenges: how to extend governed data access to more users and applications, how to support real-time decision-making, and how to operate efficiently across a distributed, hybrid cloud landscape.

The Denodo Platform addresses these challenges by adding a logical data management and context layer across the existing Databricks environment. This layer unifies access to enterprise data—whether it resides in Databricks, SaaS applications, operational systems, legacy platforms, or on-premises databases—and delivers trusted, business-ready context to users, applications, and AI agents with consistency and control.

Because Denodo works with Databricks deployments on AWS, Azure, and Google Cloud, organizations can establish unified semantics, governed access, and live operational awareness no matter where the lakehouse runs.

Together, Denodo and Databricks provide a future-ready foundation that combines the analytical and AI capabilities of the lakehouse with governed access to distributed enterprise context, maximizing the value of Databricks across the enterprise.

A three-tier architectural model showing Denodo as the 'Bridge' between raw data and AI consumption. The base 'Sources' layer (Databricks, SAP, AWS, etc.) feeds into the middle 'Logical Data Management' layer where Denodo provides unified semantics. The top 'Consumers' layer shows this context-rich data powering AI, APIs, and business users with zero-copy efficiency.

Maximize Your Databricks Investment with Lower TCO

Databricks provides powerful lakehouse capabilities for data engineering, analytics, and AI. Denodo complements these capabilities by extending governed, real-time access across the distributed enterprise data that remains inside and outside the lakehouse. Together, they accelerate insights, strengthen governance, reduce integration effort, and deliver trusted context for analytics and AI.

75%

reduction in data integration time

3-4x

faster time-to-insights

345%

ROI over 3 years

Key Capabilities

The Denodo Platform enhances Databricks environments with intelligent data delivery capabilities that help organizations scale impact while simplifying operations:

Semantic Consistency for Business-Ready Data

The Denodo Platform establishes a shared semantic and logical layer that standardizes business definitions, relationships, and reusable integration logic across Databricks and distributed enterprise systems. Business users, applications, and AI agents can consume trusted context without repeatedly reconstructing joins, definitions, or data relationships—reducing friction, inconsistency, and unnecessary processing.

Real-Time, On-Demand Access

Not all data needs to be replicated into the lakehouse. The Denodo Platform enables live, on-demand access to source systems, giving analytics applications and AI agents current operational context for use cases such as agent responses, personalized services, supply chain decisions, and up-to-date dashboards. This complements Databricks’ strengths in data engineering, batch processing, streaming analytics, and AI.

Trusted Context for AI and Agentic Applications

The Denodo AI SDK simplifies the development of AI and agentic applications by providing governed access to trusted, context-rich enterprise data. Prebuilt interfaces support retrieval, LLM integration, embeddings, and agent workflows while applying consistent security and governance. By separating enterprise data access and integration logic from agent process logic, Denodo reduces custom development, retrieval complexity, model workload, and time-to-value.

Self-Service Data Marketplace

With the Denodo Data Catalog, non-technical users gain an intuitive interface to explore, evaluate, and request access to data across the enterprise. Integrated with Unity Catalog, it provides a unified data governance experience with built-in support for endorsements, data quality feedback, and policy enforcement.

Runtime Governance Across a Distributed Landscape

As data spans hybrid and multi-cloud environments, the Denodo Platform applies consistent, fine-grained security and access policies at runtime, regardless of where the data resides. Identity-aware controls, row-level filtering, masking, and policy enforcement help ensure that users and AI agents access only the information they are authorized to see—including before sensitive data reaches an AI model.

Performance Optimization and Cost Efficiency

The Denodo Platform improves query performance through intelligent caching, pushdown optimization, and an embedded MPP engine. FinOps dashboards and AI-assisted optimization help teams manage compute, data movement, and resource usage. By delivering relevant, business-ready context rather than fragmented raw data, Denodo can also reduce unnecessary retrieval, duplicated integration, model workload, latency, and AI processing costs.

Reference Architecture

The Denodo Platform integrates with Databricks to provide a governed context and data access layer across lakehouse and distributed enterprise environments. Leveraging Spark SQL, pushdown optimization, and our Lakehouse Accelerator engine, Denodo supports open formats including Delta Lake, Iceberg, and Parquet. Integration with Unity Catalog extends consistent governance and semantics across the ecosystem, enabling trusted context delivery for analytics, applications, and AI agents.

Denodo and Databricks Better Together Reference Architecture diagram showing logical data integration, Unity Catalog governance, Medallion layers, and real-time AI agent enablement across multi-cloud and sovereign data sources.

Officially Validated to Deliver Seamless Integration

Denodo is proud to have achieved the official and validated partner designation from Databricks, recognizing our shared commitment to helping organizations accelerate their data and AI initiatives. This validation confirms that Denodo’s Logical Data Management Platform has been technically vetted and proven to integrate seamlessly with the Databricks Data Intelligence Platform. For customers, it means greater confidence in deploying a joint solution that unifies, governs, and delivers trusted data for analytics and AI—faster, more securely, and with lower implementation risk.

Official Databricks Technology Partner Validated badge for Denodo. This badge serves as a high-authority third-party verification signal, confirming that the Denodo Platform is a technically validated and preferred integration for the Databricks AI Data Cloud ecosystem.

Connect with Denodo Experts

Discover how the Denodo Platform enhances Databricks by delivering a governed context and data access layer across distributed enterprise systems. Unify semantics, extend runtime governance, access live operational data, and deliver trusted context to business users, analytics applications, and AI agents—while improving performance and controlling operational costs.

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