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Data Exploration and Preparation with BigQuery

You're reading from   Data Exploration and Preparation with BigQuery A practical guide to cleaning, transforming, and analyzing data for business insights

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Product type Paperback
Published in Nov 2023
Publisher Packt
ISBN-13 9781805125266
Length 264 pages
Edition 1st Edition
Languages
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Author (1):
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Mike Kahn Mike Kahn
Author Profile Icon Mike Kahn
Mike Kahn
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Toc

Table of Contents (21) Chapters Close

Preface 1. Part 1: Introduction to BigQuery
2. Chapter 1: Introducing BigQuery and Its Components FREE CHAPTER 3. Chapter 2: BigQuery Organization and Design 4. Part 2: Data Exploration with BigQuery
5. Chapter 3: Exploring Data in BigQuery 6. Chapter 4: Loading and Transforming Data 7. Chapter 5: Querying BigQuery Data 8. Chapter 6: Exploring Data with Notebooks 9. Chapter 7: Further Exploring and Visualizing Data 10. Part 3: Data Preparation with BigQuery
11. Chapter 8: An Overview of Data Preparation Tools 12. Chapter 9: Cleansing and Transforming Data 13. Chapter 10: Best Practices for Data Preparation, Optimization, and Cost Control 14. Part 4: Hands-On and Conclusion
15. Chapter 11: Hands-On Exercise – Analyzing Advertising Data 16. Chapter 12: Hands-On Exercise – Analyzing Transportation Data 17. Chapter 13: Hands-On Exercise – Analyzing Customer Support Data 18. Chapter 14: Summary and Future Directions 19. Index 20. Other Books You May Enjoy

Best Practices for Data Preparation, Optimization, and Cost Control

At a time when compute and storage access is abundant and organizational budgets are slim, knowledge of optimization and cost control practices is critical. In this chapter, we will review best practices for data preparation by focusing on optimizing for data efficiency and performance. We will review best practices and optimization techniques for BigQuery storage and compute analysis, as well as monitoring and controlling costs. We will introduce the many unique cost control and optimization features of BigQuery. The goal of this chapter is to teach you how to use BigQuery cost-effectively.

In this chapter, we will go over the following topics:

  • Data preparation best practices
  • Best practices for optimizing storage
  • Best practices for optimizing compute
  • Monitoring and controlling costs

This chapter will serve as a reference for best practices for data preparation as well as cost control...

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