All Products

Best Sellers

New Releases

Books

Videos

Audiobooks

Free Learning

Amazon Redshift Cookbook

You're reading from Amazon Redshift Cookbook

Product type Book

Published in Jul 2021

Publisher Packt

ISBN-13 9781800569683

Pages 384 pages

Edition 1st Edition

Languages

Concepts

Authors (3):

Shruti Worlikar

Thiyagarajan Arumugam

Harshida Patel

View More author details

Table of Contents (13) Chapters

Preface

1. Chapter 1: Getting Started with Amazon Redshift

2. Chapter 2: Data Management

3. Chapter 3: Loading and Unloading Data

4. Chapter 4: Data Pipelines

5. Chapter 5: Scalable Data Orchestration for Automation

6. Chapter 6: Data Authorization and Security

7. Chapter 7: Performance Optimization

8. Chapter 8: Cost Optimization

9. Chapter 9: Lake House Architecture

10. Chapter 10: Extending Redshift's Capabilities

11. Other Books You May Enjoy

Appendix

Amazon Redshift Reserved Instance pricing

Amazon Redshift Reserved Instance pricing is a billing construct that results in significant savings for on-demand clusters that are utilized 24x7. To get large discounts on the clusters for your data warehouse workload, you can reserve your instances. Once you have determined the size and number of clusters for your workload, you can purchase Reserved Instances (RIs) for discounts from 34% to 75% compared to on-demand pricing.

RIs can be purchased using full upfront, partial upfront, or sometimes no upfront payment plans. RIs can be purchased for up to 1 or 3 years. They are not tied to a particular cluster; they can be pooled across clusters in your account. The following representative chart shows the significant cost optimization you can get by using RI pricing for 1 year or 3 years for different instances:

Figure 8.5 – Representative RI savings

Please see https://aws.amazon.com/redshift/pricing/ for the...

The rest of the chapter is locked

Register for a free Packt account to unlock a world of extra content!

A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.

Unlock this book and the full library FREE for 7 days

Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of

Start free trial

Renews at $15.99/month. Cancel anytime}

Authors (3)

Shruti Worlikar

Shruti Worlikar is a cloud professional with technical expertise in data lakes and analytics across cloud platforms. Her background has led her to become an expert in on-premises-to-cloud migrations and building cloud-based scalable analytics applications. Shruti earned her bachelor's degree in electronics and telecommunications from Mumbai University in 2009 and later earned her masters' degree in telecommunications and network management from Syracuse University in 2011. Her work history includes work at J.P. Morgan Chase, MicroStrategy, and Amazon Web Services (AWS). She is currently working in the role of Manager, Analytics Specialist SA at AWS, helping customers to solve real-world analytics business challenges with cloud solutions and working with service teams to deliver real value. Shruti is the DC Chapter Director for the non-profit Women in Big Data (WiBD) and engages with chapter members to build technical and business skills to support their career advancements. Originally from Mumbai, India, Shruti currently resides in Aldie, VA, with her husband and two kids.

Read more

See other products by Shruti Worlikar

Thiyagarajan Arumugam

Thiyagarajan Arumugam (Thiyagu) is a principal big data solution architect at AWS, architecting and building solutions at scale using big data to enable data-driven decisions. Prior to AWS, Thiyagu as a data engineer built big data solutions at Amazon, operating some of the largest data warehouses and migrating to and managing them. He has worked on automated data pipelines and built data lake-based platforms to manage data at scale for the customers of his data science and business analyst teams. Thiyagu is a certified AWS Solution Architect (Professional), earned his master's degree in mechanical engineering at the Indian Institute of Technology, Delhi, and is the author of several blog posts at AWS on big data. Thiyagu enjoys everything outdoors – running, cycling, ultimate frisbee – and is currently learning to play the Indian classical drum the mrudangam. Thiyagu currently resides in Austin, TX, with his wife and two kids.

Read more

See other products by Thiyagarajan Arumugam

Harshida Patel

Harshida Patel is a senior analytics specialist solution architect at AWS, enabling customers to build scalable data lake and data warehousing applications using AWS analytical services. She has presented Amazon Redshift deep-dive sessions at re:Invent. Harshida has a bachelor's degree in electronics engineering and a master's in electrical and telecommunication engineering. She has over 15 years of experience architecting and building end-to-end data pipelines in the data management space. In the past, Harshida has worked in the insurance and telecommunication industries. She enjoys traveling and spending quality time with friends and family, and she lives in Virginia with her husband and son.

Read more

See other products by Harshida Patel

Other recommended products

Related to this chapter

Serverless Architectures with AWS

Serverless Architectures with AWS

Serverless Architectures with AWS teaches you how to build serverless applications on AWS—applications that do not require the developer to provision, scale, or manage any servers. Using an event-driven approach and AWS Lambda as the primary service, the book explains the many benefits of serverless architectures. By the end of the book, you will be ready to create and run your first serverless application that takes advantage of the high availability, security, performance, and scalability of AWS. With this new architecture, you will be able to focus on your product instead of worrying about managing and operating servers to run it.

Dec 2018 7 hours 32 minutes

Snowflake Cookbook

Snowflake Cookbook

This book helps you to understand Snowflake's unique architecture and ecosystem that places it at the forefront of cloud data warehouses. The recipes present in this book will enable you to develop proficiency in managing data on Snowflake and learn Snowflake's novel features such as data sharing, cloning, and time travel.

Feb 2021 11 hours 0 minutes

Effective Business Intelligence with QuickSight

Effective Business Intelligence with QuickSight

Mar 2017 8 hours 44 minutes

Hands-On Serverless Computing

Hands-On Serverless Computing

Serverless applications and architectures are gaining momentum and are increasingly being used by companies of all sizes to solve the problems of developers. This book teaches you how to quickly and securely develop applications without the hassle of configuring and maintaining infrastructure on three public cloud platforms.

Jul 2018 11 hours 40 minutes

AWS Administration - The Definitive Guide

AWS Administration - The Definitive Guide

AWS is at the forefront of Cloud Computing today, providing a plethora of ready to use services that help organizations quickly build, scale and deploy massive workloads on the Cloud. This book is specially designed for users who wish to explore and get started with some of the most commonly used AWS services in a quick and efficient way.

Mar 2018 11 hours 56 minutes

AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide

AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide

The AWS Certified Machine Learning Specialty 2020 Certification Guide covers everything you need to pass the MLS-C01 certification exam and serves as a handy, on-the-job reference guide. You'll also find the book useful if you're looking to get up to speed with AWS services for machine learning.

Mar 2021 11 hours 16 minutes

Scalable Data Streaming with Amazon Kinesis

Scalable Data Streaming with Amazon Kinesis

This practical guide takes a hands-on approach to implementation and associated methodologies to have you up and running with all that Amazon Kinesis has to offer. You’ll work with use cases and practical examples to be able to ingest, process, analyze, and stream real-time data in no time.

Mar 2021 10 hours 28 minutes

Tableau 2019.x Cookbook

Tableau 2019.x Cookbook

Explore recipes for analysis, visualization, and more with the Tableau 2019.x Cookbook. You’ll cover more than 115 recipes, discover best practices, and expert techniques as you progress through the book.

Jan 2019 22 hours 20 minutes

Infrastructure Monitoring with Amazon CloudWatch

Infrastructure Monitoring with Amazon CloudWatch

Infrastructure Monitoring with Amazon CloudWatch makes it easy for anyone who is new to the cloud to understand the basic principles of monitoring. The book shows you how CloudWatch can and should be your go-to tool for monitoring and observability in AWS services such as EC2, ECS, EKS, ECR, and Kinesis.

Apr 2021 10 hours 28 minutes

AWS Certified Security – Specialty Exam Guide

AWS Certified Security – Specialty Exam Guide

Amazon has come up with Specialty certifications which validates a particular user's expertise that he/she would want to build a career in. This Guide will be a companion to getting skilled with complex and creative security solutions.

Sep 2020 18 hours 36 minutes

Effective Amazon Machine Learning

Effective Amazon Machine Learning

Amazon has strongly evolved as a strong leader in the arenas of enterprise AI and machine learning. Through this book you'll learn how Amazon Machine learning services makes it easy for developers to implement machine learning models without the need of creating lengthy lines of code for ML algorithms. You will learn to leverage Amazon's Web Service ecosystem for extended access to data sources; implement real- time predictions; and run Amazon Machine Learning projects via the command line and the python SDK.

Apr 2017 10 hours 12 minutes

Mastering AWS Security

Mastering AWS Security

Security is a key ingredient when it comes to workloads deployed in cloud. Security is highest priority for any organization and it is considered job zero at AWS. Our book will dig deep into the achieving end to end automated security for all workloads deployed, running and stored in AWS cloud.

Oct 2017 8 hours 24 minutes

Personalised recommendations for you

Based on your interests and search pattern

Ever wonder why speech recognition systems don't understand the Scottish accent, or what would happen if an astronaut only ate mac 'n' cheese, or other spurious reflections you'd have at a bar? We did, then collated those deliberations into absurd research articles with fake figures and methodologies inspired by even more fictionally absurd studies.

Aug 2023 7 hours 40 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Mastering Tableau 2023

Mastering Tableau 2023

This book is a comprehensive resource to mastering your Tableau skills and becoming a BI expert. As you progress, you will learn how to build advanced dashboards and improve your storytelling to derive key business insight, as well as make you well-versed with advanced functionalities of Tableau in the business intelligence domain.

Aug 2023 22 hours 48 minutes

Building AI Applications with ChatGPT APIs

Building AI Applications with ChatGPT APIs

This guide covers all ChatGPT API features for effortless creation of robust AI powered apps. With its help, you’ll be able to leverage ChatGPT’s cutting-edge NLP models to take your app development skills to the next level. You’ll also work on ten exciting projects that will give you the practical know-how that you can apply to your existing applications.

Sep 2023 8 hours 36 minutes

Building AI Applications with ChatGPT APIs

Building AI Applications with ChatGPT APIs

This guide covers all ChatGPT API features for effortless creation of robust AI powered apps. With its help, you’ll be able to leverage ChatGPT’s cutting-edge NLP models to take your app development skills to the next level. You’ll also work on ten exciting projects that will give you the practical know-how that you can apply to your existing applications.

Sep 2023 8 hours 36 minutes

Data Engineering with AWS

Data Engineering with AWS

Embark on a journey to master data engineering pipelines on AWS! Our book offers a hands-on experience of AWS services for ingesting, transforming, and consuming data. Whether you're an absolute beginner or someone with basic data engineering experience, this guide is an indispensable resource.

Oct 2023 21 hours 12 minutes

Modern Data Architecture on AWS

Modern Data Architecture on AWS

Every organization wants an agile, performant, and cost-effective data platform that meets all their current and future business needs. Purpose-built AWS analytics services and their features play a big part in building such a modern data platform. This book brings to you all the design and architectural patterns that’ll help you achieve this goal.

Aug 2023 14 hours 0 minutes

Practical Guide to Applied Conformal Prediction in Python

Practical Guide to Applied Conformal Prediction in Python

Discover the power of Conformal Prediction with the "Practical Guide to Applied Conformal Prediction in Python." Master the latest techniques to quantify uncertainty in machine learning and computer vision models, and seamlessly apply them to your industry applications.

Dec 2023 8 hours 0 minutes

TinyML Cookbook

TinyML Cookbook

With over 70 project-based recipes, the TinyML Cookbook is a practical guide that will help you to get the most out of your microcontrollers. It provides a comprehensive understanding of the theoretical foundations while giving you hands-on experience training ML models for deployment on Arduino Nano 33 BLE Sense, Raspberry Pi Pico, and SparkFun RedBoard Artemis Nano microcontrollers.

Nov 2023 22 hours 8 minutes