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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

Chapter 12: Tuning, Debugging, and Troubleshooting

In the previous chapter, we explored some of the fundamental concepts involved in monitoring AWS Glue workloads, such as defining and monitoring service-level agreements (SLAs) of the data platform, as well as monitoring components of the data platform such as overall statistics, state changes, delay, performance, common failures, and log messages. We also explored how we can analyze usage using logs emitted by different AWS services based on the use case.

Based on the insights gained by monitoring AWS Glue workloads or downstream applications, we will be able to understand whether our workload is running optimally and whether we have over- or under-provisioned resources, and determine whether there is room for improvement. We can tune and enhance our workflows to obtain better performance and thereby save time and resources required by the components of our data integration workflow.

Upon completing this chapter, you will be...

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