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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

Summary

We have concluded this book by looking at what it is like working with data contracts in practice. We started this chapter by looking at how to design a data contract, going step-by-step through identifying the purpose of the contract, considering the trade-offs the data generator needs to make, defining the agreed data contract, and deploying it to production.

Then, we looked at how to monitor and enforce those data contracts, including the definition itself, and then, once it is in production, the quality, performance, and dependability of the data. We discussed how, with data quality, there are two types we need to monitor: those we predicted in advance, and those we didn’t. After this, we discussed how we can detect those issues at different places in our architecture.

Finally, we looked at how to publish data to the data contract. We described why you might need to implement transactional guarantees if your data needs a high level of consistency between the...

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