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Driving Data Quality with Data Contracts

You're reading from   Driving Data Quality with Data Contracts A comprehensive guide to building reliable, trusted, and effective data platforms

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Product type Paperback
Published in Jun 2023
Publisher Packt
ISBN-13 9781837635009
Length 206 pages
Edition 1st Edition
Languages
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Author (1):
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Andrew Jones Andrew Jones
Author Profile Icon Andrew Jones
Andrew Jones
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Table of Contents (16) Chapters Close

Preface 1. Part 1: Why Data Contracts?
2. Chapter 1: A Brief History of Data Platforms FREE CHAPTER 3. Chapter 2: Introducing Data Contracts 4. Part 2: Driving Data Culture Change with Data Contracts
5. Chapter 3: How to Get Adoption in Your Organization 6. Chapter 4: Bringing Data Consumers and Generators Closer Together 7. Chapter 5: Embedding Data Governance 8. Part 3: Designing and Implementing a Data Architecture Based on Data Contracts
9. Chapter 6: What Makes Up a Data Contract 10. Chapter 7: A Contract-Driven Data Architecture 11. Chapter 8: A Sample Implementation 12. Chapter 9: Implementing Data Contracts in Your Organization 13. Chapter 10: Data Contracts in Practice 14. Index 15. Other Books You May Enjoy

Monitoring and enforcing data contracts

In this section, we’ll look at how to monitor and enforce our data contracts. This is important, as one of the four principles we looked at in Chapter 2, Introducing Data Contracts, is setting expectations. There’s little point in setting these expectations if we cannot prove we’re meeting them. It’s that proof that gives data consumers the confidence to build on this data.

There are three areas where we can add some monitoring and/or enforcement:

  • The data contract’s definition
  • The quality of the data
  • The performance and dependability of the data

Let’s look at each of these in turn.

The data contract’s definition

Data contracts are written by humans and, as such, are susceptible to human error. They are also intended to be self-served, without requiring a central review, as that slows teams down and reduces their autonomy. Therefore, we will want to add some automated...

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