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Business Intelligence with Databricks SQL

You're reading from   Business Intelligence with Databricks SQL Concepts, tools, and techniques for scaling business intelligence on the data lakehouse

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Product type Paperback
Published in Sep 2022
Publisher Packt
ISBN-13 9781803235332
Length 348 pages
Edition 1st Edition
Languages
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Author (1):
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Vihag Gupta Vihag Gupta
Author Profile Icon Vihag Gupta
Vihag Gupta
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Toc

Table of Contents (21) Chapters Close

Preface 1. Part 1: Databricks SQL on the Lakehouse
2. Chapter 1: Introduction to Databricks FREE CHAPTER 3. Chapter 2: The Databricks Product Suite – A Visual Tour 4. Chapter 3: The Data Catalog 5. Chapter 4: The Security Model 6. Chapter 5: The Workbench 7. Chapter 6: The SQL Warehouses 8. Chapter 7: Using Business Intelligence Tools with Databricks SQL 9. Part 2: Internals of Databricks SQL
10. Chapter 8: The Delta Lake 11. Chapter 9: The Photon Engine 12. Chapter 10: Warehouse on the Lakehouse 13. Part 3: Databricks SQL Commands
14. Chapter 11: SQL Commands – Part 1 15. Chapter 12: SQL Commands – Part 2 16. Part 4: TPC-DS, Experiments, and Frequently Asked Questions
17. Chapter 13: Playing with the TPC-DS Dataset 18. Chapter 14: Ask Me Anything 19. Index 20. Other Books You May Enjoy

Summary

In this chapter, we dove headfirst into Photon Engine. We discussed the standard Apache Spark execution model and what has made Apache Spark so fast. Then, we discussed the prevalent query engine design models and why the vectorization model was chosen to replace the code generation design of Apache Spark. We learned about the core concept of vectorization and how it enables Photon to be as fast as it is. Finally, we discussed what Photon can and cannot do now and what its known feature roadmap is.

Before we end this chapter, I will provide you with one final reminder – the aim of this chapter is only to give you a conceptual idea of how Photon works and why is it so fast. All the concepts have been simplified for better understanding. To deep dive into the nuances, follow the content in the section Further Reading.

With that, we have a complete understanding of the Databricks SQL toolset and its storage and computation technologies. In the next chapter, we will...

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