Designing the AI-Driven Data Foundations
eBook - ePub

Designing the AI-Driven Data Foundations

Architecture, Principles, and Practice

  1. 249 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Designing the AI-Driven Data Foundations

Architecture, Principles, and Practice

About this book

Build AI-powered data platforms that unify analytics and intelligence

The playbook for data and AI architecture has been rewritten. This is the guide to what comes next.

For decades, data architectures were optimized for a predictable set of workloads. AI changes every layer of the stack where autonomous agents, not just humans, consume data. The architectures that worked for traditional analytics cannot meet these demands.

Designing the AI-Driven Data Foundations is a comprehensive guide to architecting platforms for this new reality.

Drawing on his experience as principal analyst at SanjMo and former VP of Research at Gartner, where he advised thousands of enterprises on data strategy, renowned analyst Sanjeev Mohan delivers vendor-neutral guidance for navigating a landscape where yesterday's best practices no longer apply. The book systematically unpacks each layer of contemporary data stacks, from operational and analytical data stores through ingestion, integration, analytics, generative AI, governance, security, privacy, and operations. The data architecture landscape is experiencing unprecedented disruption. AI has catalyzed changes across the entire data management stack: hardware optimized for vector operations, engineering practices reimagined for unstructured content, and consumption patterns transformed by autonomous agents. Designing the AI-Driven Data Foundations examines how the rise of unstructured data and AI agents as first-class consumers are redefining architectural principles that have guided the industry for decades.

You'll also discover:

  • A unified and comprehensive data and AI strategy
  • Techniques to avoid vendor lock-in
  • Frameworks for evaluating data stores
  • Contextual data integration pattern that replaces ETL for AI workloads
  • Coverage of AI-ready data governance, quality and security
  • DataOps and observability practices that operationalize trust at scale

Perfect for data architects, and technical leaders who must make consequential platform decisions, Designing the AI-Driven Data Foundations translates the complexity of data and AI infrastructure into actionable architectural decisions that serve both human analysts and autonomous agents.

Information

Publisher
Wiley
Year
2026
Print ISBN
9781394396665
eBook ISBN
9781394396672

Table of contents

  1. Cover
  2. Table of Contents
  3. Title Page
  4. Preface
  5. Introduction
  6. CHAPTER 1: Charting the AI-Driven Data Foundation
  7. CHAPTER 2: Operational Data Stores
  8. CHAPTER 3: Analytical Data Stores
  9. CHAPTER 4: Evaluating Data Stores for AI Workloads
  10. CHAPTER 5: AI-Driven Data Engineering
  11. CHAPTER 6: Convergence of Analytics, AI, and Data Products
  12. CHAPTER 7: Data Architecture for Generative AI
  13. CHAPTER 8: Data and AI Governance Framework
  14. CHAPTER 9: Data and AI Trust: Quality, Security, Privacy, and Compliance
  15. CHAPTER 10: Operations for the AI-Driven Data Foundation
  16. Acknowledgments
  17. About the Author
  18. About the Technical Editor
  19. Index
  20. Copyright
  21. Dedication
  22. End User License Agreement

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