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Cloud Analytics with Google Cloud Platform
Cloud Analytics with Google Cloud Platform

Cloud Analytics with Google Cloud Platform: An end-to-end guide to processing and analyzing big data using Google Cloud Platform

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Cloud Analytics with Google Cloud Platform

Introducing Cloud Analytics

In this chapter, we are going to learn the important aspects of cloud analytics. We are going to build a platform to get a better understanding of Google Cloud Platform (GCP) and its tools. This chapter will help you in understanding the purpose of GCP, the motto behind different tools and services that we have on the platform. But while we are learning about cloud analytics, cloud computing and analytics are also very important topics to cover. Thereafter, we are also going to learn about the major benefits of having cloud computing and having analytics in production. These topics will be covered in a very simple way.

As we go ahead in the chapter, we will also learn about the analytics part associated with the cloud. The cloud is not only about using the infrastructure of vendors, but along with that we also need to use our data on the cloud appropriately. Some cloud vendors do have their own tools over cloud to use this data, and a few are reliant on other cloud vendors to provide the same service. Once we are clear on these topics, we will learn the merging of cloud computing and analytics and will give birth to cloud analytics. The role of cloud analytics in the industry will be studied and what benefit it has over traditional systems.

We will cover the following topics in this chapter:

  • What is cloud computing?
  • Major benefits of cloud computing
  • Cloud computing deployment models
  • Types of cloud computing services
  • How PaaS, IaaS, and SaaS are separated at service level
  • Emerging cloud technologies and services
  • Cloud computing security
  • A brief history of cloud computing
  • Risk and challenges with cloud
  • What is cloud analytics?
  • 10 major cloud vendors in the world

What is cloud computing?

I don't need a hard disk in my computer if I can get to the server faster, simply carrying around these non-connected computers is byzantine by comparison.
                                            - Steve Jobs, Co-founder, CEO, and Chairman of Apple Inc.

This quote is very significant, not because it's by Steve Jobs, but the fact that it was adopted and accepted by him—that yes, cloud holds a huge value to him and eventually to his company.

We have been listening, reading, and thinking about cloud computing—but what exactly is it? Is it a supercomputer? Or is it software? Or is the supercomputer sent to the cloud at the height of 35,000 feet for better cooling? How well do we know what cloud is? And how well do we know what cloud computing is? Have you ever given a thought on the fact of what is cloud computing? Okay, so you may know what cloud computing is, but have you heard of Cloud Analytics?

We are going to discuss the same things in this chapter. So, if you consider yourself very naive in the field of cloud, don't bother about that, because every master was once a student. Before understanding cloud analytics, we have to break down the topic bit by bit. Cloud analytics is a combination of cloud computing and analytics.

To date, the industry has been focusing on cloud computing and analytics as separate entities. But now, as we are evolving and adopting new technologies at a faster rate, cloud analytics will the new wave. In the traditional world, organizations were building their own infrastructure. This framework/infrastructure included buying a huge number of servers, network wires, and cooling mechanisms, and then fitting them together.

Along with this came the headache of maintaining it with huge infrastructure and human costs. And upgrading the outdated hardware was a different challenge altogether.

So, before learning about cloud analytics and taking a deep dive, we will understand what cloud computing is and what analytics is.

Firms are assisted by the exponential development of cloud analytics to use a compute resource, such as a virtual machine (VM)—the same way we use electricity.

Major benefits of cloud computing

Cloud computing offers amazing benefits for users, such as:

  • Self-service provisioning infrastructure: Customers can compute resources for any requirement. This removes the traditional need for IT administrators / IT architects to provision and handle compute resources.
  • Flexibility to scale up and down: Enterprises can scale up and down as computing needs increase or decrease as demand varies. Due to this you are not required to do any massive investments in local infrastructure, which may remain active or inactive as per requirement.
  • Workload resilience: Many times, superfluous resources are reserved for cloud service to keep the storage seamless across the globe. 
  • Pay per resource use: To ensure people pay only for the cloud computing resource they expend, calculations are done at the absolute minuscule level. No overcharging, and bills under control.
  • Flexibility to migrate: Enterprises can migrate certain resources to or from the cloud—or to different cloud vendorsas desired or automatically for better cost savings or better performance or to use new services as they emerge.
  • Disaster readiness: Against the previous understanding that we need to invest in heavy hardware to have backup recovery, to avoid global outage we need global servers, which are now eliminated due to the presence of cloud platforms.
  • Automatic upgrades, working anywhere, and increased collaboration: With cloud we are reduced with the hassle of upgrading the hardware and software. The only thing that you should be concerned about is your product and service. With cloud you also get an opportunity to work independently of the infrastructure, all you need is a system to connect to cloud and the internet. Thus, when you are not worried about upgradation and infrastructure you can collaborate with anyone and from anywhere.
  • And the best part is, security: Cloud platforms provide you with the best security standards available in the world. Your code is secured, your data is secured, and your customer identity is secured. All you need to worry about is your product and how to build it.

Now that we have understood the basics of cloud computing and their benefits, let's see what types of cloud deployments we can have in enterprises.

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Key benefits

  • Master the concept of analytics on the cloud: and how organizations are using it
  • Learn the design considerations and while applying a cloud analytics solution
  • Design an end-to-end analytics pipeline on the cloud

Description

With the ongoing data explosion, more and more organizations all over the world are slowly migrating their infrastructure to the cloud. These cloud platforms also provide their distinct analytics services to help you get faster insights from your data. This book will give you an introduction to the concept of analytics on the cloud, and the different cloud services popularly used for processing and analyzing data. If you’re planning to adopt the cloud analytics model for your business, this book will help you understand the design and business considerations to be kept in mind, and choose the best tools and alternatives for analytics, based on your requirements. The chapters in this book will take you through the 70+ services available in Google Cloud Platform and their implementation for practical purposes. From ingestion to processing your data, this book contains best practices on building an end-to-end analytics pipeline on the cloud by leveraging popular concepts such as machine learning and deep learning. By the end of this book, you will have a better understanding of cloud analytics as a concept as well as a practical know-how of its implementation

Who is this book for?

This book is targeted at CIOs, CTOs, and even analytics professionals looking for various alternatives to implement their analytics pipeline on the cloud. Data professionals looking to get started with cloud-based analytics will also find this book useful. Some basic exposure to cloud platforms such as GCP will be helpful, but not mandatory.

What you will learn

  • Explore the basics of cloud analytics and the major cloud solutions
  • Learn how organizations are using cloud analytics to improve the ROI
  • Explore the design considerations while adopting cloud services
  • Work with the ingestion and storage tools of GCP such as Cloud Pub/Sub
  • Process your data with tools such as Cloud Dataproc, BigQuery, etc
  • Over 70 GCP tools to build an analytics engine for cloud analytics
  • Implement machine learning and other AI techniques on GCP

Product Details

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Publication date, Length, Edition, Language, ISBN-13
Publication date : Apr 10, 2018
Length: 282 pages
Edition : 1st
Language : English
ISBN-13 : 9781788838597
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Google

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Product Details

Publication date : Apr 10, 2018
Length: 282 pages
Edition : 1st
Language : English
ISBN-13 : 9781788838597
Vendor :
Google

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Frequently bought together


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Table of Contents

10 Chapters
Introducing Cloud Analytics Chevron down icon Chevron up icon
Design and Business Considerations Chevron down icon Chevron up icon
GCP 10,000 Feet Above – A High-Level Understanding of GCP Chevron down icon Chevron up icon
Ingestion and Storing – Bring the Data and Capture It Chevron down icon Chevron up icon
Processing and Visualizing – Close Encounter Chevron down icon Chevron up icon
Machine Learning, Deep Learning, and AI on GCP Chevron down icon Chevron up icon
Guidance on Google Cloud Platform Certification Chevron down icon Chevron up icon
Business Use Cases Chevron down icon Chevron up icon
Introduction to AWS and Azure Chevron down icon Chevron up icon
Other Books You May Enjoy Chevron down icon Chevron up icon

Customer reviews

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Rating distribution
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(6 Ratings)
5 star 33.3%
4 star 16.7%
3 star 0%
2 star 16.7%
1 star 33.3%
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Ojas May 23, 2018
Full star icon Full star icon Full star icon Full star icon Full star icon 5
This book is bible for GCP. Contains detailed walk-throughs of how to get started with GCP. There is a video guide on YouTube by the same author which can be a great companion for with this book.Containts in the book are crisp, clear and to the point. Chapters are very well organized as well. I highly recommend having this book in your shelf if you are using/learning GCP.
Amazon Verified review Amazon
Santhosh Nov 08, 2019
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good book
Amazon Verified review Amazon
James White Feb 19, 2019
Full star icon Full star icon Full star icon Full star icon Empty star icon 4
If you want to understand and get up to speed on GCP's data capabilities, then this book will help you understand them. If you are studying for the GCP Data Engineer exam, then this book will help you understand the use cases and high-level architecture of each of GCP's data apps. Combine this book with the Cloud Architecture book to fully understand how to use tools such as GCP's virtual private network, Stackdriver suite, Serverless Architecture, etc. This book tends to gloss over those topics compared to coverage of the data tools. There are some typos and you could probably find a lot of this info on the web, but if you want to save yourself some time initially, this book is a good place to start.
Amazon Verified review Amazon
Geo Bel Aug 20, 2018
Full star icon Full star icon Empty star icon Empty star icon Empty star icon 2
Good introduction to gcp despite the fact most of the information are available directly from Google website - at least a good summary and introduction
Amazon Verified review Amazon
Jim Jul 11, 2018
Full star icon Empty star icon Empty star icon Empty star icon Empty star icon 1
Lot of typos make it hard to continue reading.
Amazon Verified review Amazon
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