Book Image

Serverless ETL and Analytics with AWS Glue

By : Vishal Pathak, Subramanya Vajiraya, Noritaka Sekiyama, Tomohiro Tanaka, Albert Quiroga, Ishan Gaur
Book Image

Serverless ETL and Analytics with AWS Glue

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)
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

Creating Marketplace connections

We are going to create Marketplace connections for the Glue Hudi connector, the Glue Delta Lake connector, and the OpenSearch connector. We will be using these connectors in our code samples, and the names of these connectors will be used as input to the CloudFormation stack.

Creating the Glue Hudi connection

Let’s begin by creating the Glue Hudi connection:

  1. Navigate to AWS Marketplace (https://aws.amazon.com/marketplace/), search for the Apache Hudi Connector for AWS Glue product, and click on Continue to Subscribe:

Figure 13.1 – Subscribe to Apache Hudi Connector for AWS Glue

  1. Click on Accept Terms:

Figure 13.2 – Accept the terms

  1. After some time, when your request has been processed, the Continue to Configuration button will be enabled. Click on it:

Figure 13.3 – The Continue to Configuration button

  1. Select Glue 3.0 as the Fulfillment...