Description
Book SynopsisUnderstand modern data fabric and data mesh concepts using AI-based self-service data discovery and delivery capabilities, a range of intelligent data integration styles, and automated unified data governance-all designed to deliver data as a product within hybrid cloud landscapes.
This book teaches you how to successfully deploy state-of-the-art data mesh solutions and gain a comprehensive overview on how a data fabric architecture uses artificial intelligence (AI) and machine learning (ML) for automated metadata management and self-service data discovery and consumption. You will learn how data fabric and data mesh relate to other concepts such as data DataOps, MLOps, AIDevOps, and more. Many examples are included to demonstrate how to modernize the consumption of data to enable a shopping-for-data (data as a product) experience.
By the end of this book, you will understand the data fabric concept and architecture as it relates to themes such as automated unified d
Table of Contents
Part I – Data Fabric Foundation
Chapter 1: Evolution of Data Architecture
Chapter 2: Terminology – Data Fabric and Data Mesh
Chapter 3: Data Fabric and Data Mesh Use Case Scenarios
Chapter 4: Data Fabric and Data Mesh Business Benefits
Part II – Key Data Fabric Capabilities and Concepts
Chapter 5: Key Data Fabric and Data Mesh Capabilities
Chapter 6: Relevant AI and ML Concepts
Chapter 7: AI/ML for a Data Fabric and Data Mesh
Chapter 8: AI for Entity Resolution
Chapter 9: Data Fabric and Data Mesh for the AI Lifecycle
Part III – Deploying Data Fabric Solutions in Context
Chapter 10: Data Fabric Architecture Patterns
Chapter 11: Role of Data Fabric within an Enterprise Architecture\
Chapter 12: Data Fabric and Data Mesh in Hybrid Cloud Landscape
Chapter 13: Intelligent Cataloging and Metadata Management
Chapter 14: Automated Data Fabric and Data Mesh Aspects
Chapter 15: Data Governance in the Context of Data Fabric and Data Mesh
Part IV – Current Offerings and Future Aspects
Chapter 16: Sample Vendor Offerings
Chapter 17: Data Fabric and Data Mesh Research Areas
Chapter 18: In Summary and Onwards
Abbreviations.
