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Serverless ETL and Analytics with AWS Glue

Serverless ETL and Analytics with AWS Glue

By : Vishal Pathak, Subramanya Vajiraya, Noritaka Sekiyama, Tomohiro Tanaka, Albert Quiroga , Ishan Gaur
5 (18)
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Serverless ETL and Analytics with AWS Glue

Serverless ETL and Analytics with AWS Glue

5 (18)
By: Vishal Pathak, Subramanya Vajiraya, Noritaka Sekiyama, Tomohiro Tanaka, Albert Quiroga , Ishan Gaur

Overview of this book

Organizations these days have gravitated toward services such as AWS Glue that undertake undifferentiated heavy lifting and provide serverless Spark, enabling you to create and manage data lakes in a serverless fashion. This guide shows you how AWS Glue can be used to solve real-world problems along with helping you learn about data processing, data integration, and building data lakes. Beginning with AWS Glue basics, this book teaches you how to perform various aspects of data analysis such as ad hoc queries, data visualization, and real-time analysis using this service. It also provides a walk-through of CI/CD for AWS Glue and how to shift left on quality using automated regression tests. You’ll find out how data security aspects such as access control, encryption, auditing, and networking are implemented, as well as getting to grips with useful techniques such as picking the right file format, compression, partitioning, and bucketing. As you advance, you’ll discover AWS Glue features such as crawlers, Lake Formation, governed tables, lineage, DataBrew, Glue Studio, and custom connectors. The concluding chapters help you to understand various performance tuning, troubleshooting, and monitoring options. By the end of this AWS book, you’ll be able to create, manage, troubleshoot, and deploy ETL pipelines using AWS Glue.
Table of Contents (20 chapters)
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1
Section 1 – Introduction, Concepts, and the Basics of AWS Glue
5
Section 2 – Data Preparation, Management, and Security
13
Section 3 – Tuning, Monitoring, Data Lake Common Scenarios, and Interesting Edge Cases

Securing data content

In the context of a data lake, security is a “job zero” priority. In Chapter 8, Data Security, we will dive deep into security. In this section, we cover basic ETL operations that secure data. The following common techniques can be used to hide confidential values from data:

  • Masking values
  • Hashing values

In this section, you will learn how to mask/hash values that are included in your data.

Masking values

In business data lakes, the data can contain sensitive data, such as people’s names, phone numbers, credit card numbers, and so on. Data security is an important aspect of data lakes. There are different approaches to handling such data securely. It is a good idea to just drop the sensitive data when you collect the data from data sources when you won’t use the sensitive data in analytics. It is also common to manage access permissions on certain columns or records of the data. Another approach is to mask the...

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