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Serverless Analytics with Amazon Athena

You're reading from Serverless Analytics with Amazon Athena

Product type Book

Published in Nov 2021

Publisher Packt

ISBN-13 9781800562349

Pages 438 pages

Edition 1st Edition

Languages

Concepts

Data Processing

Authors (3):

Anthony Virtuoso

Mert Turkay Hocanin

Aaron Wishnick

View More author details

Table of Contents (20) Chapters

Preface

1. Section 1: Fundamentals Of Amazon Athena

2. Chapter 1: Your First Query

3. Chapter 2: Introduction to Amazon Athena

4. Chapter 3: Key Features, Query Types, and Functions

5. Section 2: Building and Connecting to Your Data Lake

6. Chapter 4: Metastores, Data Sources, and Data Lakes

7. Chapter 5: Securing Your Data

8. Chapter 6: AWS Glue and AWS Lake Formation

9. Section 3: Using Amazon Athena

10. Chapter 7: Ad Hoc Analytics

11. Chapter 8: Querying Unstructured and Semi-Structured Data

12. Chapter 9: Serverless ETL Pipelines

13. Chapter 10: Building Applications with Amazon Athena

14. Chapter 11: Operational Excellence – Monitoring, Optimization, and Troubleshooting

Technical requirements

15. Section 4: Advanced Topics

16. Chapter 12: Athena Query Federation

17. Chapter 13: Athena UDFs and ML

18. Chapter 14: Lake Formation – Advanced Topics

19. Other Books You May Enjoy

Summary

In this chapter, we learned the ins and outs of Athena Query Federation, including the differences between a federated query and a "classic data lake query." Then, our journey took us deeper into performance, availability, and the consistency tradeoffs of querying live data via a federated query or a snapshot that's been loaded into S3. We looked at the structure of the Athena Federation SDK and how it relies on Apache Arrow as a memory-compatible columnar format for exchanging data between analytics systems, without the need for multiple performance-robbing serialization steps.

Next, we stepped out of the academic realm and into the thick of things with a hands-on exercise in deploying and querying one of Athena's pre-built Connectors. Our efforts concluded with our most ambitious coding exercise yet, where we built a custom Athena Connector from the ground up using the Athena Query Federation SDK directly. In the next chapter, Chapter 13, Athena UDFs...

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Authors (3)

Anthony Virtuoso

Anthony Virtuoso works as a Principal Engineer at Amazon and holds multiple patents in distributed systems, software defined networks, and security. In his eight years at Amazon, he has helped launch several Amazon Web Services, the most recent of which was Amazon Managed Blockchain. As one of the original authors of Athena Query Federation, you'll often find him lurking on the Athena Federation GitHub repository answering questions and shipping bug fixes. When not at work, Anthony obsesses over a different set of customers, namely his wife and two little boys, aged 2 and 5. His kids enjoy doing science experiments with dad, like 3D printing toys, building with Lego, or searching the local pond for tardigrades.

See other products by Anthony Virtuoso

Mert Turkay Hocanin

Mert Turkay Hocanin is a Principal Big Data Architect at Amazon Web Services within the AWS Glue and AWS Lake Formation services and has previously worked for several other services including Amazon Athena, Amazon EMR, Amazon Managed Blockchain. During his time at AWS, he worked with several Fortune 500 companies on some of the largest data lakes in the world and was involved with the launching of three Amazon Web Services. Prior to being a Big Data Architect, he was a Senior Software Developer within Amazon's retail systems organization building one of the earliest data lakes in the company in 2013. When he is not helping customers build data lakes, he enjoys spending time with his wife-Subrina, son-Tristan, and exploring New York City.

See other products by Mert Turkay Hocanin

Aaron Wishnick

Aaron Wishnick works as a Senior Software Engineer at Amazon, where he has been for 7 years. During that time he has worked on Amazon's payment systems, financial intelligence systems, as well as working for AWS on Athena and AWS Proton. When not at work, Aaron and his fiance, Alyssa, are on a quest to determine just how much dog fur is too much, with their husky and malamute, Mina and Wally.

See other products by Aaron Wishnick

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