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Azure Data Engineer Associate Certification Guide

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

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Product type Paperback
Published in Feb 2022
Publisher Packt
ISBN-13 9781801816069
Length 574 pages
Edition 1st Edition
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Author (1):
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Newton Alex Newton Alex
Author Profile Icon Newton Alex
Newton Alex
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Toc

Table of Contents (23) Chapters Close

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

Implementing distributions

A dedicated SQL pool massively parallel processing (MPP) engine splits the data into 60 parallel partitions and executes them in parallel. Each of these smaller partitions, along with the compute resources to run the queries, is called a distribution. A distribution is a basic unit of processing and storage for a dedicated SQL pool.

Dedicated SQL pools provide three options for distribution. Let's look at each of them in detail.

Hash distribution

This type of distribution distributes the data based on a hash function. Rows with the same values for the hashed column will always move to the same partition. This can be implemented by providing the DISTRIBUTION = HASH (COLUMN_ID) value in the WITH clause of CREATE TABLE. Here is an example:

CREATE TABLE dbo.TripTable
(
    [tripId] INT NOT NULL,
    [driverId] INT NOT NULL,
    [customerID] INT NOT NULL,
    [tripDate...
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