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Data Engineering with AWS
Data Engineering with AWS

Data Engineering with AWS: Learn how to design and build cloud-based data transformation pipelines using AWS

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Data Engineering with AWS

Chapter 1: An Introduction to Data Engineering

Data engineering is a fast-growing career path, and a role in high demand, as data becomes ever more critical to organizations of all sizes. For those that enjoy the challenge of putting together the "puzzle pieces" that build out complex data pipelines to ingest raw data, and to then transform and optimize that data for various data consumers, it can be a really rewarding career.

In this chapter, we look at the many ways that data has become an important and valuable corporate asset. We also review some of the challenges that organizations face as they deal with increasing volumes of data, and how data engineers can use cloud-based services to help overcome these challenges. We then set the foundations for the rest of the hands-on activities in this book by providing step-by-step details on creating a new Amazon Web Services (AWS) account.

Throughout this book, we are going to cover a number of topics that teach the fundamentals of developing data engineering pipelines on AWS, but we'll get started in this chapter with these topics:

  • The rise of big data as a corporate asset
  • The challenges of ever-growing datasets
  • The role of the data engineer as a big data enabler
  • The benefits of the cloud when building big data analytic solutions
  • Hands-on - create or access an AWS account for following along with the hands-on activities in this book

Technical requirements

You can find the code files of this chapter in the GitHub repository using the following link: https://github.com/PacktPublishing/Data-Engineering-with-AWS/tree/main/Chapter01

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Key benefits

  • Learn about common data architectures and modern approaches to generating value from big data
  • Explore AWS tools for ingesting, transforming, and consuming data, and for orchestrating pipelines
  • Learn how to architect and implement data lakes and data lakehouses for big data analytics from a data lakes expert

Description

Written by a Senior Data Architect with over twenty-five years of experience in the business, Data Engineering for AWS is a book whose sole aim is to make you proficient in using the AWS ecosystem. Using a thorough and hands-on approach to data, this book will give aspiring and new data engineers a solid theoretical and practical foundation to succeed with AWS. As you progress, you’ll be taken through the services and the skills you need to architect and implement data pipelines on AWS. You'll begin by reviewing important data engineering concepts and some of the core AWS services that form a part of the data engineer's toolkit. You'll then architect a data pipeline, review raw data sources, transform the data, and learn how the transformed data is used by various data consumers. You’ll also learn about populating data marts and data warehouses along with how a data lakehouse fits into the picture. Later, you'll be introduced to AWS tools for analyzing data, including those for ad-hoc SQL queries and creating visualizations. In the final chapters, you'll understand how the power of machine learning and artificial intelligence can be used to draw new insights from data. By the end of this AWS book, you'll be able to carry out data engineering tasks and implement a data pipeline on AWS independently.

Who is this book for?

This book is for data engineers, data analysts, and data architects who are new to AWS and looking to extend their skills to the AWS cloud. Anyone new to data engineering who wants to learn about the foundational concepts while gaining practical experience with common data engineering services on AWS will also find this book useful. A basic understanding of big data-related topics and Python coding will help you get the most out of this book but it’s not a prerequisite. Familiarity with the AWS console and core services will also help you follow along.

What you will learn

  • Understand data engineering concepts and emerging technologies
  • Ingest streaming data with Amazon Kinesis Data Firehose
  • Optimize, denormalize, and join datasets with AWS Glue Studio
  • Use Amazon S3 events to trigger a Lambda process to transform a file
  • Run complex SQL queries on data lake data using Amazon Athena
  • Load data into a Redshift data warehouse and run queries
  • Create a visualization of your data using Amazon QuickSight
  • Extract sentiment data from a dataset using Amazon Comprehend
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Length: 482 pages
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Language : English
ISBN-13 : 9781800560413
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Length: 482 pages
Edition : 1st
Language : English
ISBN-13 : 9781800560413
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Amazon
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Table of Contents

18 Chapters
Section 1: AWS Data Engineering Concepts and Trends Chevron down icon Chevron up icon
Chapter 1: An Introduction to Data Engineering Chevron down icon Chevron up icon
Chapter 2: Data Management Architectures for Analytics Chevron down icon Chevron up icon
Chapter 3: The AWS Data Engineer's Toolkit Chevron down icon Chevron up icon
Chapter 4: Data Cataloging, Security, and Governance Chevron down icon Chevron up icon
Section 2: Architecting and Implementing Data Lakes and Data Lake Houses Chevron down icon Chevron up icon
Chapter 5: Architecting Data Engineering Pipelines Chevron down icon Chevron up icon
Chapter 6: Ingesting Batch and Streaming Data Chevron down icon Chevron up icon
Chapter 7: Transforming Data to Optimize for Analytics Chevron down icon Chevron up icon
Chapter 8: Identifying and Enabling Data Consumers Chevron down icon Chevron up icon
Chapter 9: Loading Data into a Data Mart Chevron down icon Chevron up icon
Chapter 10: Orchestrating the Data Pipeline Chevron down icon Chevron up icon
Section 3: The Bigger Picture: Data Analytics, Data Visualization, and Machine Learning Chevron down icon Chevron up icon
Chapter 11: Ad Hoc Queries with Amazon Athena Chevron down icon Chevron up icon
Chapter 12: Visualizing Data with Amazon QuickSight Chevron down icon Chevron up icon
Chapter 13: Enabling Artificial Intelligence and Machine Learning Chevron down icon Chevron up icon
Chapter 14: Wrapping Up the First Part of Your Learning Journey Chevron down icon Chevron up icon
Other Books You May Enjoy Chevron down icon Chevron up icon

Customer reviews

Top Reviews
Rating distribution
Full star icon Full star icon Full star icon Full star icon Half star icon 4.7
(24 Ratings)
5 star 79.2%
4 star 16.7%
3 star 0%
2 star 0%
1 star 4.2%
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Prabakaran Jun 14, 2022
Full star icon Full star icon Full star icon Full star icon Full star icon 5
Amazing content , covered all most everything in DE space. One minor feedback, can also add more content related to Data Governance
Amazon Verified review Amazon
PCTriangle Jan 09, 2022
Full star icon Full star icon Full star icon Full star icon Full star icon 5
Overall good book! Strategically compiled with a great approach of what it takes to be a data engineer. Good for beginners and experts alike (I’m in the middle). It’s rare to find a technical book where the information is presented logically, sequentially and thoroughly. This book is best to get started quickly on the job; it might not offer enough depth if you’re studying for an AWS certification.
Amazon Verified review Amazon
J. Dadd Jan 10, 2022
Full star icon Full star icon Full star icon Full star icon Full star icon 5
Buy this book if you want to learn some theory and then be shown how to implement the concepts introduced on AWS. This is not a high-brow textbook heavy on theory. It is great for anyone considering using AWS for data warehousing and data engineering, especially generalist infrastructure architects (like myself) who do not focus purely on this space.Gareth deftly sets the scene by providing a useful review of data warehousing technology over time, and how the modern data management landscape has been shaped. Each section of the book starts with a solid theoretical introduction followed by a clear, useful, and most importantly technically detailed how-to guide for implementing each new concept within the AWS environment.I especially like the section on AI / ML; Gareth and his co-contributors succinctly describe how to knit together multiple AWS services to produce a working end-to-end data analytics solution. There are also invaluable bonus sections, such as how to manage a data engineering project, from identifying stakeholders, running whiteboarding sessions, identifying data sources, pipelines, and toolsets.As stated in the introduction, this book alone will not magically turn you into a data engineer. What it will do, however, is give you a solid theoretical and technical foundation in all key concepts, as well as offer insights into future trends. This book is an invaluable point of reference as you progress on your data engineering journey within the AWS ecosystem.
Amazon Verified review Amazon
Christoph Jan 26, 2022
Full star icon Full star icon Full star icon Full star icon Full star icon 5
Ein gelungenes Buch zum Thema ETL und Big Data in AWS. Für meinen Geschmack genau die richtige Mischung zwischen Breite und Tiefe mit praxisnahen Anwendungsfällen - das sage ich als erfahrener Cloud Engineer.
Amazon Verified review Amazon
SANTI TEERAGUL Aug 20, 2022
Full star icon Full star icon Full star icon Full star icon Full star icon 5
That’s great for my new job using AWS
Amazon Verified review Amazon
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