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RAG-Ready Patterns for Data Platforms. Making Systems Ready for Grounded Generative AI
Ravi Vedula;Gerardo Bodegas Martinez;Maruti Chittajallu;Jack Pullikottil (Author) · O'Reilly Media · Paperback
Enterprises are under pressure to apply generative AI to their data, but most data platforms weren't designed to support retrieval-augmented generation (RAG)-based conversational systems. Built for dashboards and siloed reporting, they often lack context, structure, and governance that AI applications require. RAG-Ready Patterns for Data Platforms provides a practical blueprint for closing that gap, showing how to evolve fragmented data estates into AI-ready foundations delivering trusted insights.
Drawing on real-world experience building one of Microsoft's largest data platforms, the authors present proven patterns for unifying data across silos, capturing metadata, and embedding governance. Rather than treating RAG as an application-level concern, this book reframes it as a platform capability. With clear explanations, architectural diagrams, and reusable playbooks, you'll learn to design platforms that enable developers to build scalable, retrieval-augmented AI systems grounded in enterprise data.
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