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Unlocking Trusted Entities at Scale in Databricks with Reltio Embedded Entity Resolution

By Ankur Gupta posted 2 hours ago

  

The quality and reliability of business decisions, AI models, and operational workflows are only as good as the data that powers them. As organizations increasingly embrace lakehouse architectures and build AI-native data platforms on Databricks, a persistent challenge remains: the ability to accurately and consistently resolve entity data across fragmented sources.

Reltio now offers Reltio Embedded Entity Resolution, a Databricks approved built-on solution on the Databricks' Marketplace, empowering enterprises to resolve entity data—directly within the Databricks' environment—with the precision and scalability trusted by leading global brands.

Reltio Embedded Entity Resolution on Databricks Marketplace

Why Entity Resolution Matters in the Age of AI

AI initiatives are accelerating, but their success hinges on high-fidelity, contextual, and connected data. Entity resolution—the process of identifying, linking, and consolidating records that refer to the same real-world entity—is foundational to this effort.

Without entity resolution, organizations face:

  • Redundant and conflicting individuals’ profiles

  • Biased AI models due to noisy or duplicated inputs

  • Inefficient operations and degraded customer experiences

Reltio brings years of expertise in resolving complex data with machine learning-assisted matching and scalability —all now available natively in Databricks.

Reltio Embedded Entity Resolution in Databricks: Key Benefits

  • AI-Ready, Trusted Data at Scale: Reltio enables high-precision resolution of individual entities within your Delta Lake, streamlining data preparation for analytics and machine learning.

  • Fast Time to Value: Delivered as a prebuilt, serverless notebook in the Databricks Marketplace, the solution is production-ready, with minimal configuration required. Users can get started within minutes and realize immediate impact on data quality.

  • Seamless Integration into your Databricks Workflows: No need to export, move, or transform your data. The solution operates directly on Delta Tables using Databricks-native capabilities and Reltio’s proven match logic.

  • Flexible Matching Models: Reltio’s machine learning-assisted matching algorithms are fully customizable to meet diverse business needs, all accessible within the notebook interface.

  • Privacy, Governance, and Control: All processing occurs within your Databricks environment, ensuring complete control over data residency, lineage, and governance.

How It Works

The Reltio Embedded Entity Resolution solution is published as a ready-to-run Databricks notebook with:

  • Built-in support for individual entity

  • Configurable thresholds for match scoring

  • No-code configuration interface for business users

  • Incremental and batch processing

  • Outputs for match clusters, and match scores

Once installed, the notebook orchestrates a complete match pipeline on your existing Delta Tables—resolving duplicates and generating match clusters and match scores that can feed downstream analytics, AI models, or operational systems.

Use Cases Across Industries

Organizations across industries rely on accurate resolution of individual entities to drive personalized engagement, regulatory compliance, and operational efficiency:

  • Retail & CPG: Resolve customer identities across channels to enhance personalization and marketing effectiveness.

  • Financial Services: Resolve client records for improved KYC, fraud detection, and holistic customer insights.

  • Healthcare & Life Sciences: Resolve patient data to support care coordination, compliance, and research.

  • Public Sector: Link citizen records to streamline services, prevent fraud, and improve constituent experience.

  • Education: Resolve student and alumni profiles to support engagement, retention, and advancement.

Getting Started

Getting access is simple:

  1. Visit the Reltio Embedded Entity Resolution listing on Databricks Marketplace.

  2. Click “Get Access” and authenticate with your Databricks workspace

  3. Complete the “Request Access” form to send your request to Reltio

  4. Reltio will review your request and reach out to you

  5. Reltio will assist you with the setup

  6. Follow the built-on configuration instructions and run the resolution pipeline on your Delta Tables

Final Thoughts

By embedding Reltio’s enterprise-grade entity resolution directly into the Databricks ecosystem, organizations can accelerate the delivery of trusted data for their AI and analytics initiatives—without sacrificing performance, control, or governance.

As the data landscape continues to evolve, Reltio remains committed to helping organizations simplify data unification and deliver better business outcomes with connected, high-quality and trusted data.

To learn more about how Reltio can power your data transformation in Databricks, contact us at databricks@reltio.com.

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