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Azure Data Engineer Associate Certification Guide

You're reading from   Azure Data Engineer Associate Certification Guide Ace the DP-203 exam with advanced data engineering skills

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Product type Paperback
Published in May 2024
Publisher Packt
ISBN-13 9781805124689
Length 548 pages
Edition 2nd Edition
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Authors (3):
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Newton Alex Newton Alex
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Newton Alex
Giacinto Palmieri Giacinto Palmieri
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Giacinto Palmieri
Mr. Surendra Mettapalli Mr. Surendra Mettapalli
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Mr. Surendra Mettapalli
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Toc

Table of Contents (17) Chapters Close

Preface 1. Part 1: Azure Basics FREE CHAPTER
2. Chapter 1: Introducing Azure Basics 3. Part 2: Data Storage
4. Chapter 2: Implementing a Partition Strategy 5. Chapter 3: Designing and Implementing the Data Exploration Layer 6. Part 3:Data Processing
7. Chapter 4: Ingesting and Transforming Data 8. Chapter 5: Developing a Batch Processing Solution 9. Chapter 6: Developing a Stream Processing Solution 10. Chapter 7: Managing Batches and Pipelines 11. Part 4:Secure, Monitor, and Optimize Data Storage and Processing
12. Chapter 8: Implementing Data Security 13. Chapter 9: Monitoring Data Storage and Data Processing 14. Chapter 10: Optimizing and Troubleshooting Data Storage and Data Processing 15. Chapter 11: Accessing the Online Practice Resources 16. Other Books You May Enjoy

Recognizing Partitioning Needs in ADLS Gen2

As mentioned in the Benefits of Partitioning section, you can partition data according to your requirements such as performance, scalability, security, operational overhead, and so on. However, there is another reason why you might end up partitioning your data: the various I/O bandwidth limits that are imposed at subscription levels by Azure. These limits apply to both Blob Storage and ADLS Gen2.

Note

This section primarily focuses on the Identify when partitioning is needed in Azure Data Lake Storage Gen2 concept of the DP-203: Data Engineering on Microsoft Azure exam.

The rate at which you ingest data into an Azure Storage system is called the ingress rate, and the rate at which you move the data out of the Azure Storage system is called the egress rate.

Table 2.2 shows a snapshot of some of the limits enforced by Azure Blob Storage:

Resource

Limit

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