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Data Engineering with Apache Spark, Delta Lake, and Lakehouse

You're reading from   Data Engineering with Apache Spark, Delta Lake, and Lakehouse Create scalable pipelines that ingest, curate, and aggregate complex data in a timely and secure way

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Product type Paperback
Published in Oct 2021
Publisher Packt
ISBN-13 9781801077743
Length 480 pages
Edition 1st Edition
Languages
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Author (1):
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Manoj Kukreja Manoj Kukreja
Author Profile Icon Manoj Kukreja
Manoj Kukreja
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Table of Contents (17) Chapters Close

Preface 1. Section 1: Modern Data Engineering and Tools
2. Chapter 1: The Story of Data Engineering and Analytics FREE CHAPTER 3. Chapter 2: Discovering Storage and Compute Data Lakes 4. Chapter 3: Data Engineering on Microsoft Azure 5. Section 2: Data Pipelines and Stages of Data Engineering
6. Chapter 4: Understanding Data Pipelines 7. Chapter 5: Data Collection Stage – The Bronze Layer 8. Chapter 6: Understanding Delta Lake 9. Chapter 7: Data Curation Stage – The Silver Layer 10. Chapter 8: Data Aggregation Stage – The Gold Layer 11. Section 3: Data Engineering Challenges and Effective Deployment Strategies
12. Chapter 9: Deploying and Monitoring Pipelines in Production 13. Chapter 10: Solving Data Engineering Challenges 14. Chapter 11: Infrastructure Provisioning 15. Chapter 12: Continuous Integration and Deployment (CI/CD) of Data Pipelines 16. Other Books You May Enjoy

Understanding isolation levels

In Delta Lake, the isolation level of a table defines the degree to which the transaction must be isolated from modifications that are being made by concurrent transactions. There are two isolation levels, as follows:

  • The Serializable isolation level is strong, which means the write and read operations exist in a serial sequence.
  • The WriteSerializable isolation level is the default. In this isolation level, only the write operations exist in a serial sequence.

We will check them out as follows:

  1. The isolation level can be queried for every transaction in history:
    %sql
    SELECT version, operation, isolationLevel
     from (DESCRIBE HISTORY store_orders);

    This results in the following output:

    Figure 6.40 – Transaction history isolationLevel

  2. Although the default isolation level for delta tables is WriteSerializable, it can be changed as desired. We can alter the isolation of the store_orders table to the Serializable isolation...
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