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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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Table of Contents (21) Chapters Close

Preface 1. Part 1: Introduction to BigQuery FREE CHAPTER
2. Chapter 1: Introducing BigQuery and Its Components 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

Monitoring and controlling costs

As organizations deal with increasingly large volumes of data, optimizing cost becomes a fundamental aspect of data processing. In this section, we will explore best practices for monitoring and controlling costs in BigQuery to help you make the most of your data exploration and preparation efforts without overspending.

Query plan and query performance insights

After a query is complete, you can review the query plan in the cloud console. The query plan provides details about query stages and steps to complete that can help you identify ways to improve performance. After running a query, click EXECUTION DETAILS to view the query plan, as shown in Figure 10.5:

Figure 10.5 – Query plan details in the cloud console

In the query plan, you can view the longest execution time steps to troubleshoot any bottlenecks. In the preceding example, the longest time was spent reading the input. The query was counting columns...

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