You're reading from Azure Data Engineer Associate Certification Guide A hands-on reference guide to developing your data engineering skills and preparing for the DP-203 exam

Product type Paperback

Published in Feb 2022

Publisher Packt

ISBN-13 9781801816069

Length 574 pages

Edition 1st Edition

Tools

Azure

Concepts

Big Data

Author (1):

Newton Alex

View More author details

Table of Contents (23) Chapters

Preface

1. Part 1: Azure Basics

2. Chapter 1: Introducing Azure Basics FREE CHAPTER

3. Part 2: Data Storage

4. Chapter 2: Designing a Data Storage Structure

5. Chapter 3: Designing a Partition Strategy

6. Chapter 4: Designing the Serving Layer

7. Chapter 5: Implementing Physical Data Storage Structures

8. Chapter 6: Implementing Logical Data Structures

9. Chapter 7: Implementing the Serving Layer

10. Part 3: Design and Develop Data Processing (25-30%)

11. Chapter 8: Ingesting and Transforming Data

12. Chapter 9: Designing and Developing a Batch Processing Solution

13. Chapter 10: Designing and Developing a Stream Processing Solution

14. Chapter 11: Managing Batches and Pipelines

15. Part 4: Design and Implement Data Security (10-15%)

16. Chapter 12: Designing Security for Data Policies and Standards

17. Part 5: Monitor and Optimize Data Storage and Data Processing (10-15%)

18. Chapter 13: Monitoring Data Storage and Data Processing

19. Chapter 14: Optimizing and Troubleshooting Data Storage and Data Processing

20. Part 6: Practice Exercises

21. Chapter 15: Sample Questions with Solutions

22. Other Books You May Enjoy

Tuning queries by using indexers

Indexing is another common optimization technology used in database systems, data warehouses, and analytical engines such as Spark. Let's look at the indexing options and tuning guidelines for both Synapse SQL and Spark.

Indexing in Synapse SQL

If you remember, we learned about the different types of indexing in Chapter 5, Implementing Physical Data Storage Structures, in the Implementing different table geometries with Azure Synapse Analytics pools section. I'll recap the different types of indexers we have along with tips for tuning Synapse SQL here again.

There are three primary types of indexing available in Synapse SQL:

Clustered Columnstore Index: This is the default index option for Synapse SQL. If you don't specify any indexing options, the table will automatically get indexed using this method. Use this index for large tables > 100 million rows. It provides very high levels of data compression and good overall...