Implementing Data Mesh.

Intro -- Copyright -- Table of Contents -- Foreword -- Preface -- Who Is This Book For? -- Overview of the Parts and Chapters -- What This Book Isn't -- Conventions Used in This Book -- O'Reilly Online Learning -- How to Contact Us -- Acknowledgments -- Part I. The Basics -- Chapter 1. Understanding Data Mesh: The Essentials -- Making Data Agile -- Local Autonomy + Speed = Agility -- Solving Today's Data Challenges -- Bridging Data Silos -- Shifting Toward Higher Quality Data -- Transforming Data Governance -- Data Volume, Variety, and Variability -- Turning Principles into Practice -- Summary -- Chapter 2. Applying Data Mesh Principles -- Data Mesh Principles -- Data as a Product -- Decentralized Domain Ownership -- Self-Serve Data Platform -- Federated Computational Governance -- Defining a "Good" Data Product -- Defining a Principled Data Product -- Defining a FAIR Data Product -- Defining an Enterprise-Grade Data Product -- Defining a Valuable Data Product -- Defining a Balanced Data Product -- Defining a Modern Data Product-More than Just "Regular" Data -- Defining a Practical Data Product Lifecycle -- Defining a Practical Data Mesh Roadmap -- A "Good" Data Product Has an Empowered Data Product Owner -- Identifying a Data Product -- Summary -- Chapter 3. Our Case Study: Climate Quantum Inc. -- Making Climate Data Easier to Find, Consume, Share, and Trust -- Introducing Climate Quantum Inc. -- Climate Quantum Data Landscape -- Applying Climate Quantum Inc. to Your Enterprise -- Summary -- Part II. Designing, Building, and Deploying Data Mesh -- Chapter 4. Defining the Data Mesh Architecture -- Data Product Architecture -- Data Product Artifacts -- Development Architecture Components -- Runtime Architecture Components -- Operations Architecture Components -- Data Mesh Architecture -- Data Mesh Marketplace and Registry.

Data Mesh Backbone Services -- Climate Quantum Use Case Considerations -- Summary -- Chapter 5. Driving Data Products with Data Contracts -- Bringing Value Through Trust -- Navigating the Data Contract -- Going Through the Theory -- Stacking Up Good Information -- It's All About Proper Versioning -- Keeping It Simple and Semantic -- Walking Through an Example: Complementing Tribal Knowledge -- What is Data QoS and Why Is It Critical? -- Representation -- Why Does It Matter? -- Why Data Quality Is Not Enough -- Service Levels Complement Quality -- Applying Data QoS to the Data Contract -- Checking Conformity of Measurements -- Completeness -- Accuracy -- Engaging Service Levels -- Summary -- Chapter 6. Building Your First Data Product -- Anatomy of a Data Product -- The Data Contract to the Rescue -- Connecting Your Data Sources -- Ensuring Higher Data Quality with Observability -- Getting Faster Data Discovery -- Enabling Operability and Control -- Building and Packaging -- Summary -- Chapter 7. Aligning with the Experience Planes -- The Three Planes -- The Infrastructure Plane Remains Key -- The Data Product Experience Plane Is Independent -- The Mesh Experience Plane Is About Synergy -- Building a Capability Model for Each Plane -- Capabilities of the Infrastructure Experience Plane -- Capabilities of the Data Product Experience Plane -- Capabilities of the Mesh Experience Plane -- Gathering Key Metrics Through Feedback Loops -- Summary -- Chapter 8. Meshing Your Data Products -- Registering Your Data Product -- Connecting to Your Products in the Mesh -- Meshing Data Products Together -- Describing Your Data Lineage -- Notification Through the Mesh -- Summary -- Part III. GenAI, Teams, Operating Model, and Roadmap for Data Mesh -- Chapter 9. Running and Operating Your Data Mesh -- Making Data Products Discoverable, Observable, and Secure.

Data Product Discovery Interface -- Data Product Observability Interface -- Data Product Control Interface -- Data Product Security -- Climate Quantum Use Case Considerations -- Toward Dynamic Data Products -- The Power of Dynamic Data Products -- Summary -- Chapter 10. Creating a Data Mesh Marketplace -- Challenges with Traditional Data Catalogs -- The Data Mesh Marketplace -- A Window into Data Mesh -- The Consumer User Journey -- The Producer User Journey -- Self-Publishing of Data Products -- The Power of Discoverability -- Bootstrapping Your Marketplace -- Climate Quantum's Data Mesh Marketplace -- Summary -- Chapter 11. Establishing Data Mesh Governance -- Data Governance -- Data Product Certification -- Federated Data Product Certification -- Implementing Data Product Certification -- Data Contracts and Certification -- Climate Quantum's Certification Approach -- Summary -- Chapter 12. Understanding Data Product Supply Chains -- The Modern Manufacturing Supply Chain -- The Modern Software Factory -- The Data Product Factory -- The Data Product Supply Chain -- Climate Quantum's Data Product Supply Chain -- Summary -- Chapter 13. Integrating Data Mesh and Generative AI -- Generative AI Background -- Large Language Models -- Embeddings -- Vector Databases -- Prompts -- Challenges -- Data Mesh and Generative AI -- Improve Data Quality with Generative AI -- Elevate Models as Primary Artifacts -- Consume Models Inside Data Products -- Generate Data Product Code -- Complement Data Product Capabilities -- Climate Quantum and Generative AI -- Simplifying Climate Data Search -- Analyzing and Summarizing Climate Data -- Creating Disclosure Reports -- Generating Code to Simplify Climate Data Processing -- Summary -- Chapter 14. Establishing Data Mesh Teams -- Team Topologies in Data Mesh -- The Data Product Team -- Platform Teams -- Enabling Teams.

Climate Quantum Teams -- Summary -- Chapter 15. Defining a Data Mesh Operating Model -- Characteristics of an Operating Model -- The Operating Model Continuum -- Centralized Organizations -- Matrixed Organizations -- Federated Organizations -- Distributed Organizations -- Data Mesh Operating Model -- Data Mesh Maturity Model -- Climate Quantum's Data Mesh Operating Model -- Summary -- Chapter 16. Establishing a Practical Data Mesh Roadmap -- Roadmap Structure -- Strategy and Roadmap Stream -- Technology Stream -- Factory Stream -- Operating Model Stream -- Socialization Stream -- Rollout Stream -- Climate Quantum's Data Mesh Roadmap -- Summary -- Index -- About the Authors -- Colophon.

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Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2025. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries.