Data Contracts : Developing Production-Grade Pipelines at Scale.

Format:

Book

Author/Creator:

Sanderson, Chad.

Freeman, Mark, author.

Schmidt, B. E., author.

Language:

English

Subjects (All):

Sanderson, Chad.

Freeman, Mark.

Schmidt, B.E.

Data integrity.

Data editing.

Local Subjects:

Sanderson, Chad.

Freeman, Mark.

Schmidt, B.E.

Physical Description:

1 online resource (349 pages)

Edition:

1st ed.

Place of Publication:

Sebastopol : O'Reilly Media, Incorporated, 2025.

Summary:

Poor data quality can cause major problems for data teams, from breaking revenue-generating data pipelines to losing the trust of data consumers.Despite the importance of data quality, many data teams still struggle to avoid these issues--especially when their data is sourced from upstream workflows outside of their control.

Contents:

Preface

I. Introduction to the Data Contract Architecture

1. Why the Industry Now Needs Data Contracts

2. Data Quality Isn’t About Pristine Data

3. The Challenges of Scaling Data Infrastructure

4. An Introduction to Data Contracts

II. Implementation of the Data Contract Architecture

5. The Data Contract Components: Data Assets and Contract Definition

6. The Data Contract Components: Detection and Prevention

7. Implementing Data Contracts

8. Real-World Case Studies of Data Contracts in Production

III. Getting Leadership Buy-in for the Data Contract Architecture

9. Shift Left: The Cultural Change Needed for Data Contracts

10. Change Management: The Crux of People, Process, and Technology

11. Creating Your First Wins with Data Contracts

12. Measuring the Impact of Data Contracts

Conclusion: AI and the Future of Data Contracts

Appendix.

Additional Resources

Index.

Notes:

Includes index.

Description based on publisher supplied metadata and other sources.

Part of the metadata in this record was created by AI, based on the text of the resource.

ISBN:

1-0981-5760-5

1-0981-5759-1

9781098157593

9781098157623

1098157621

1098157591

OCLC:

1548612422