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Geospatial Data Analytics on AWS
Geospatial Data Analytics on AWS

Geospatial Data Analytics on AWS: Discover how to manage and analyze geospatial data in the cloud

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Profile Icon Scott Bateman Profile Icon Janahan Gnanachandran Profile Icon Jeff DeMuth
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$33.99 $37.99
Full star icon Full star icon Full star icon Full star icon Half star icon 4.9 (11 Ratings)
eBook Jun 2023 276 pages 1st Edition
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$33.99 $37.99
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Arrow left icon
Profile Icon Scott Bateman Profile Icon Janahan Gnanachandran Profile Icon Jeff DeMuth
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$33.99 $37.99
Full star icon Full star icon Full star icon Full star icon Half star icon 4.9 (11 Ratings)
eBook Jun 2023 276 pages 1st Edition
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$33.99 $37.99
Paperback
$46.99
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Renews at $19.99p/m
eBook
$33.99 $37.99
Paperback
$46.99
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Renews at $19.99p/m

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Geospatial Data Analytics on AWS

Introduction to Geospatial Data in the Cloud

This book is divided into four parts that will walk you through key concepts, tools, and techniques for dealing with geospatial data. Part 1 sets the foundation for the entire book, establishing key ideas that provide synergy with subsequent parts. Each chapter is further subdivided into topics that dive deep into a specific subject. This introductory chapter of Part 1 will cover the following topics:

  • Introduction to cloud computing and AWS
  • Storing geospatial data in the cloud
  • Building your geospatial data strategy
  • Geospatial data management best practices
  • Cost management in the cloud

Introduction to cloud computing and AWS

You are most likely familiar with the benefits that geospatial analysis can provide. Governmental entities, corporations, and other organizations routinely solve complex, location-based problems with the help of geospatial computing. While paper maps are still around, most use cases for geospatial data have evolved to live in the digital world. We can now create maps faster and draw more geographical insights from data than at any point in history. This phenomenon has been made possible by blending the expertise of geospatial practitioners with the power of Geographical Information Systems (GIS). Critical thinking and higher-order analysis can be done by humans while computers handle the monotonous data processing and rendering tasks. As the geospatial community continues to refine the balance of which jobs require manual effort and which can be handled by computers, we are collectively improving our ability to understand our world.

Geospatial computing has been around for decades, but the last 10 years have seen a dramatic shift in the capabilities and computing power available to practitioners. The emergence of the cloud as a fundamental building block of technical systems has offered needle-moving opportunities in compute, storage, and analytical capabilities. In addition to a revolution in the infrastructure behind GIS systems, the cloud has expanded the optionality in every layer of the technical stack. Common problems such as running out of disk space, long durations of geospatial processing jobs, limited data availability, and difficult collaboration across teams can be things of the past. AWS provides solutions to these problems and more, and in this book, we will describe, dissect, and provide examples of how you can do this for your organization.

Cloud computing provides the ability to rapidly experiment with new tools and processing techniques that would never be possible using a fixed set of compute resources. Not only are new capabilities available and continually improving but your team will also have more time to learn and use these new technologies with the time saved in creating, configuring, and maintaining the environment. The undifferenced heavy lifting of managing geospatial storage devices, application servers, geodatabases, and data flows can be replaced with time spent analyzing, understanding, and visualizing the data. Traditional this or that technical trade-off decisions are no longer binary proposals. Your organization can use the right tool for each job, and blend as many tools and features into your environment as is appropriate for your requirements. By paying for the precise amount of resources you use in AWS, it is possible to break free from restrictive, punitive, and time-limiting licensing situations. In some cases, the amount of an AWS compute resource you use is measured and charged down to the millisecond, so you literally don’t pay for a second of unused time. If a team infrequently needs to leverage a capability, such as a monthly data processing job, this can result in substantial cost savings by eliminating idle virtual machines and supporting technical resources. If cost savings are not your top concern, the same proportion of your budget can be dedicated to more capable hardware that delivers dramatically reduced timeframes compared to limited compute environments.

The global infrastructure of AWS allows you to position data in the best location to minimize latency, providing the best possible performance. Powerful replication and caching technologies can be used to minimize wait time and allow robust cataloging and characterization of your geospatial assets. The global flexibility of your GIS environment is further enabled with the use of innovative end user compute options. Virtual desktop services in AWS allow organizations to keep the geospatial processing close to the data for maximum performance, even if the user is geographically distanced from both. AWS and the cloud have continued to evolve and provide never-before-seen capabilities in geospatial power and flexibility. Over the course of this book, we will examine what these concepts are, how they work, and how you can put them to work in your environment.

Now that we have learned the story of cloud computing on AWS, let’s check out how we can implement geospatial data there.

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Key benefits

  • Explore the architecture and different use cases to build and manage geospatial data lakes in AWS
  • Discover how to leverage AWS purpose-built databases to store and analyze geospatial data
  • Learn how to recognize which anti-patterns to avoid when managing geospatial data in the cloud

Description

Managing geospatial data and building location-based applications in the cloud can be a daunting task. This comprehensive guide helps you overcome this challenge by presenting the concept of working with geospatial data in the cloud in an easy-to-understand way, along with teaching you how to design and build data lake architecture in AWS for geospatial data. You’ll begin by exploring the use of AWS databases like Redshift and Aurora PostgreSQL for storing and analyzing geospatial data. Next, you’ll leverage services such as DynamoDB and Athena, which offer powerful built-in geospatial functions for indexing and querying geospatial data. The book is filled with practical examples to illustrate the benefits of managing geospatial data in the cloud. As you advance, you’ll discover how to analyze and visualize data using Python and R, and utilize QuickSight to share derived insights. The concluding chapters explore the integration of commonly used platforms like Open Data on AWS, OpenStreetMap, and ArcGIS with AWS to enable you to optimize efficiency and provide a supportive community for continuous learning. By the end of this book, you’ll have the necessary tools and expertise to build and manage your own geospatial data lake on AWS, along with the knowledge needed to tackle geospatial data management challenges and make the most of AWS services.

Who is this book for?

If you understand the importance of accurate coordinates, but not necessarily the cloud, then this book is for you. This book is best suited for GIS developers, GIS analysts, data analysts, and data scientists looking to enhance their solutions with geospatial data for cloud-centric applications. A basic understanding of geographic concepts is suggested, but no experience with the cloud is necessary for understanding the concepts in this book.

What you will learn

  • Discover how to optimize the cloud to store your geospatial data
  • Explore management strategies for your data repository using AWS Single Sign-On and IAM
  • Create effective SQL queries against your geospatial data using Athena
  • Validate postal addresses using Amazon Location services
  • Process structured and unstructured geospatial data efficiently using R
  • Use Amazon SageMaker to enable machine learning features in your application
  • Explore the free and subscription satellite imagery data available for use in your GIS

Product Details

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Publication date : Jun 30, 2023
Length: 276 pages
Edition : 1st
Language : English
ISBN-13 : 9781804610572
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Publication date : Jun 30, 2023
Length: 276 pages
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Language : English
ISBN-13 : 9781804610572
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Table of Contents

22 Chapters
Part 1: Introduction to the Geospatial Data Ecosystem Chevron down icon Chevron up icon
Chapter 1: Introduction to Geospatial Data in the Cloud Chevron down icon Chevron up icon
Chapter 2: Quality and Temporal Geospatial Data Concepts Chevron down icon Chevron up icon
Part 2: Geospatial Data Lakes using Modern Data Architecture Chevron down icon Chevron up icon
Chapter 3: Geospatial Data Lake Architecture Chevron down icon Chevron up icon
Chapter 4: Using Geospatial Data with Amazon Redshift Chevron down icon Chevron up icon
Chapter 5: Using Geospatial Data with Amazon Aurora PostgreSQL Chevron down icon Chevron up icon
Chapter 6: Serverless Options for Geospatial Chevron down icon Chevron up icon
Chapter 7: Querying Geospatial Data with Amazon Athena Chevron down icon Chevron up icon
Part 3: Analyzing and Visualizing Geospatial Data in AWS Chevron down icon Chevron up icon
Chapter 8: Geospatial Containers on AWS Chevron down icon Chevron up icon
Chapter 9: Using Geospatial Data with Amazon EMR Chevron down icon Chevron up icon
Chapter 10: Geospatial Data Analysis Using R on AWS Chevron down icon Chevron up icon
Chapter 11: Geospatial Machine Learning with SageMaker Chevron down icon Chevron up icon
Chapter 12: Using Amazon QuickSight to Visualize Geospatial Data Chevron down icon Chevron up icon
Part 4: Accessing Open Source and Commercial Platforms and Services Chevron down icon Chevron up icon
Chapter 13: Open Data on AWS Chevron down icon Chevron up icon
Chapter 14: Leveraging OpenStreetMap on AWS Chevron down icon Chevron up icon
Chapter 15: Feature Servers and Map Servers on AWS Chevron down icon Chevron up icon
Chapter 16: Satellite and Aerial Imagery on AWS Chevron down icon Chevron up icon
Index Chevron down icon Chevron up icon
Other Books You May Enjoy Chevron down icon Chevron up icon

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Florin Tudor Sep 07, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
Geospatial Data Analytics on AWS is an exceptional resource for anyone looking to harness the power of geospatial data in the cloud. This course offers a comprehensive and practical guide to leveraging AWS services for geospatial analysis.The instructors provide clear explanations and hands-on demonstrations, making complex concepts easily digestible. They cover a wide range of topics, from data ingestion and storage to advanced analytics and visualization, ensuring that learners of all levels can benefit from the material.What sets this course apart is its focus on real-world applications. By showcasing practical use cases and providing step-by-step instructions, Geospatial Data Analytics on AWS empowers you to apply your newfound knowledge immediately. This combination of theory and practice is invaluable.Additionally, the course's integration with AWS services ensures that you can seamlessly apply what you've learned in a cloud environment, making it a highly relevant resource for modern data professionals.In summary, Geospatial Data Analytics on AWS is a top-notch course that equips you with the skills and knowledge needed to excel in the world of geospatial data analysis using AWS. Whether you're a beginner or an experienced practitioner, this course is a must-have for anyone seeking to unlock the full potential of geospatial data in the cloud or anyone in geospatial field looking to understand the cloud approach.​
Amazon Verified review Amazon
Amazon Customer Aug 11, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
The book starts off with covering some basics around cloud computing, Analytics in AWS and GIS terms. It has in-depth examples along with code samples and screenshots. Book covers different ways of managing geospatial data in AWS, datastore options, querying geospatial data including best practices around loading data in AWS. Also cover examples for architecting geospatial analysis systems which I thought was very helpful.I would recommend this book as a good starting point for anyone getting ready to discover, manage and analyze geospatial data in the cloud.
Amazon Verified review Amazon
Nolan Aug 23, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
If you want to enhance your capabilities of GISanalysis in AWS this is a good book to have and get started in the subject. I would rate it as being a good purchase. Make sur le your IS department has their own copy!
Amazon Verified review Amazon
AmyCon Aug 21, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
This book presents an advanced masterclass in deploying geospatial solutions using AWS cloud solutions.A very practical hands-on guide to deploying cloud based geospatial solutions with practical and relevant industry examples across AWS modern cloud tools and infrastructure. Deployment examples including the infrastructure for deploying data lakes, serverless solutions, geospatial data for analysis and visualization. As a former GIS developer, this book provides a clear and practical way to get up to speed on deploying all components of geospatial cloud solutions using AWS.
Amazon Verified review Amazon
Lachlan Atwood Aug 09, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
As a consultant who works in the geospatial arena, I found this book to be a wonderful reference of information, both technical and non-technical. The book opens with an easy to read and easily digestible overview that encompasses the high points of data, best practices and costing and I found the detail on data to be especially interesting as it pertains to storage and accessibility. The book then evolves into a hard core and informative discussion on the overarching topic of analytics and how to best leverage the AWS framework for your objectives. As the detail on analytics evolves, the author does a nice job of feathering in info on other relevant topics to include open-source considerations, imagery, etc.
Amazon Verified review Amazon
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