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Driving Data Quality with Data Contracts
By :
Driving Data Quality with Data Contracts
By:
Overview of this book
Despite the passage of time and the evolution of technology and architecture, the challenges we face in building data platforms persist. Our data often remains unreliable, lacks trust, and fails to deliver the promised value.
With Driving Data Quality with Data Contracts, you’ll discover the potential of data contracts to transform how you build your data platforms, finally overcoming these enduring problems. You’ll learn how establishing contracts as the interface allows you to explicitly assign responsibility and accountability of the data to those who know it best—the data generators—and give them the autonomy to generate and manage data as required. The book will show you how data contracts ensure that consumers get quality data with clearly defined expectations, enabling them to build on that data with confidence to deliver valuable analytics, performant ML models, and trusted data-driven products.
By the end of this book, you’ll have gained a comprehensive understanding of how data contracts can revolutionize your organization’s data culture and provide a competitive advantage by unlocking the real value within your data.
Table of Contents (16 chapters)
Preface
Part 1: Why Data Contracts?
Free Chapter
Chapter 1: A Brief History of Data Platforms
Chapter 2: Introducing Data Contracts
Part 2: Driving Data Culture Change with Data Contracts
Chapter 3: How to Get Adoption in Your Organization
Chapter 4: Bringing Data Consumers and Generators Closer Together
Chapter 5: Embedding Data Governance
Part 3: Designing and Implementing a Data Architecture Based on Data Contracts
Chapter 6: What Makes Up a Data Contract
Chapter 7: A Contract-Driven Data Architecture
Chapter 8: A Sample Implementation
Chapter 9: Implementing Data Contracts in Your Organization
Chapter 10: Data Contracts in Practice
Index
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