Search icon CANCEL
Subscription
0
Cart icon
Your Cart (0 item)
Close icon
You have no products in your basket yet
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Free Learning
Arrow right icon
Apache Ignite Quick Start Guide
Apache Ignite Quick Start Guide

Apache Ignite Quick Start Guide: Distributed data caching and processing made easy

eBook
€13.98 €19.99
Paperback
€24.99
Subscription
Free Trial
Renews at €18.99p/m

What do you get with Print?

Product feature icon Instant access to your digital eBook copy whilst your Print order is Shipped
Product feature icon Paperback book shipped to your preferred address
Product feature icon Download this book in EPUB and PDF formats
Product feature icon Access this title in our online reader with advanced features
Product feature icon DRM FREE - Read whenever, wherever and however you want
OR
Modal Close icon
Payment Processing...
tick Completed

Shipping Address

Billing Address

Shipping Methods
Table of content icon View table of contents Preview book icon Preview Book

Apache Ignite Quick Start Guide

Understanding the Topologies and Caching Strategies

In Chapter 1, Getting Familiar with Apache Ignite, we learned about various features and the architecture of Apache Ignite; this chapter covers the bare bones of Apache Ignite. We'll look at Apache Ignite clustering, caching topology, and caching strategies. Clustering, caching topology, and caching strategies solve different enterprise architecture problems. In this chapter, we are going to cover the following topics:

  • CAP theorem and Apache Ignite
  • Clustering architecture
  • Caching topology
  • Clustering strategy

CAP theorem and Apache Ignite

Apache Ignite supports distributed transactional cache operations, and at the same time it is highly available. Supporting both ACID transactions and high availability is a big ask for any distributed data store. Distributed data stores follow the CAP theorem. Computer scientist Eric Brewer proposed the CAP theorem, and it says that a distributed data store cannot offer more than two of the following three capabilities:

  • Consistency: You will always get the latest and greatest data. Suppose you have two nodes, A and B, and someone is updating a document/record in node B and you are reading that same record from node A. You should get the latest update made to the record in node B.
  • Availability: You should always get a response; it may not be the latest data, but it should not throw an error.
  • Partition tolerance: This means that if you remove the network...

Clustering architecture

Apache Ignite offers an out of the box clustering mechanism and APIs to perform various caching activities. This section is going to cover the following clustering features:

  • Node discovery
  • Node deployment
  • Cluster grouping

Node discovery

Apache Ignite is designed to scale elastically by adding more nodes to the cluster. The addition of a new node or removal of a node is transparent to the cluster. It depends on inter-node communication and doesn't rely on a master node to maintain the cluster. As of version 2.5, Apache Ignite supports two types of node discovery:

  • TCP/IP discovery
  • ZooKeeper discovery

We will explore both of these discovery types.

...

Caching topology

The Apache Ignite caching API provides three caching modes to distribute cache elements:

  • Local
  • Partitioned
  • Replicated

Local

The local mode is similar to JVM caching using a HashMap. Data is local to the node and not distributed to any other nodes of the cluster. The following are the benefits of the local mode:

  • Fastest data access as there is no need for network operations
  • Fastest data modification

The main drawback of this approach is if there is more than one JVM that needs to access the same data, then more than one local cache will be created. A local cache is useful for read-only data access where the JVM doesn't need to update any cache elements. Still, a local cache is way better than hashmap...

Caching strategy

Apache Ignite offers three strategies to access data from a distributed cache:

  • Cache aside
  • Read-through and write-through
  • Write behind

Cache aside

In the cache aside strategy, the Apache Ignite cluster doesn't interact with the persistence storage; the application takes the responsibility to read data from the persistence storage and update the cache. First, the application looks up the cache for data if the data is available in the cache then returns it; otherwise, it goes to the persistence storage to fetch the data and updates the cache so that the next cache lookup can return the value from the cache. The following diagram represents the cache aside architecture:

The application updates the cache...

Summary

In this chapter, we looked at the Apache Ignite caching architecture. We started by explaining the CAP theorem for distributed data stores and how Apache Ignite can be tuned to use AP or CP. Apache Ignite has an efficient clustering API; we looked at the various clustering configurations such as node discovery, node deployment, and node grouping.

This chapter also explored the caching modes used to distribute data. We looked at local, partitioned, and replicated cache modes and how scalability, availability, and read/write performance can be tuned using the caching modes.

This chapter concluded with the caching strategies: cache aside, read-through and write-through, and write-behind. The next chapter will explain the data grid concept and explore the web session clustering technique.

Left arrow icon Right arrow icon
Download code icon Download Code

Key benefits

  • Understand Apache Ignite's in-memory technology
  • Create High-Performance app components with Ignite
  • Build a real-time data streaming and complex event processing system

Description

Apache Ignite is a distributed in-memory platform designed to scale and process large volume of data. It can be integrated with microservices as well as monolithic systems, and can be used as a scalable, highly available and performant deployment platform for microservices. This book will teach you to use Apache Ignite for building a high-performance, scalable, highly available system architecture with data integrity. The book takes you through the basics of Apache Ignite and in-memory technologies. You will learn about installation and clustering Ignite nodes, caching topologies, and various caching strategies, such as cache aside, read and write through, and write behind. Next, you will delve into detailed aspects of Ignite’s data grid: web session clustering and querying data. You will learn how to process large volumes of data using compute grid and Ignite’s map-reduce and executor service. You will learn about the memory architecture of Apache Ignite and monitoring memory and caches. You will use Ignite for complex event processing, event streaming, and the time-series predictions of opportunities and threats. Additionally, you will go through off-heap and on-heap caching, swapping, and native and Spring framework integration with Apache Ignite. By the end of this book, you will be confident with all the features of Apache Ignite 2.x that can be used to build a high-performance system architecture.

Who is this book for?

The book is for Big Data professionals who want to learn the essentials of Apache Ignite. Prior experience in Java is necessary.

What you will learn

  • Use Apache Ignite's data grid and implement web session clustering
  • Gain high performance and linear scalability with in-memory distributed data processing
  • Create a microservice on top of Apache Ignite that can scale and perform
  • Perform ACID-compliant CRUD operations on an Ignite cache
  • Retrieve data from Apache Ignite's data grid using SQL, Scan and Lucene Text query
  • Explore complex event processing concepts and event streaming
  • Integrate your Ignite app with the Spring framework
Estimated delivery fee Deliver to Slovenia

Premium delivery 7 - 10 business days

€25.95
(Includes tracking information)

Product Details

Country selected
Publication date, Length, Edition, Language, ISBN-13
Publication date : Nov 30, 2018
Length: 260 pages
Edition : 1st
Language : English
ISBN-13 : 9781789347531
Vendor :
Apache
Category :
Languages :
Tools :

What do you get with Print?

Product feature icon Instant access to your digital eBook copy whilst your Print order is Shipped
Product feature icon Paperback book shipped to your preferred address
Product feature icon Download this book in EPUB and PDF formats
Product feature icon Access this title in our online reader with advanced features
Product feature icon DRM FREE - Read whenever, wherever and however you want
OR
Modal Close icon
Payment Processing...
tick Completed

Shipping Address

Billing Address

Shipping Methods
Estimated delivery fee Deliver to Slovenia

Premium delivery 7 - 10 business days

€25.95
(Includes tracking information)

Product Details

Publication date : Nov 30, 2018
Length: 260 pages
Edition : 1st
Language : English
ISBN-13 : 9781789347531
Vendor :
Apache
Category :
Languages :
Tools :

Packt Subscriptions

See our plans and pricing
Modal Close icon
€18.99 billed monthly
Feature tick icon Unlimited access to Packt's library of 7,000+ practical books and videos
Feature tick icon Constantly refreshed with 50+ new titles a month
Feature tick icon Exclusive Early access to books as they're written
Feature tick icon Solve problems while you work with advanced search and reference features
Feature tick icon Offline reading on the mobile app
Feature tick icon Simple pricing, no contract
€189.99 billed annually
Feature tick icon Unlimited access to Packt's library of 7,000+ practical books and videos
Feature tick icon Constantly refreshed with 50+ new titles a month
Feature tick icon Exclusive Early access to books as they're written
Feature tick icon Solve problems while you work with advanced search and reference features
Feature tick icon Offline reading on the mobile app
Feature tick icon Choose a DRM-free eBook or Video every month to keep
Feature tick icon PLUS own as many other DRM-free eBooks or Videos as you like for just €5 each
Feature tick icon Exclusive print discounts
€264.99 billed in 18 months
Feature tick icon Unlimited access to Packt's library of 7,000+ practical books and videos
Feature tick icon Constantly refreshed with 50+ new titles a month
Feature tick icon Exclusive Early access to books as they're written
Feature tick icon Solve problems while you work with advanced search and reference features
Feature tick icon Offline reading on the mobile app
Feature tick icon Choose a DRM-free eBook or Video every month to keep
Feature tick icon PLUS own as many other DRM-free eBooks or Videos as you like for just €5 each
Feature tick icon Exclusive print discounts

Frequently bought together


Stars icon
Total 74.97
Apache Ignite Quick Start Guide
€24.99
Apache Superset Quick Start Guide
€24.99
Artificial Intelligence and Machine Learning Fundamentals
€24.99
Total 74.97 Stars icon
Banner background image

Table of Contents

8 Chapters
Getting Familiar with Apache Ignite Chevron down icon Chevron up icon
Understanding the Topologies and Caching Strategies Chevron down icon Chevron up icon
Working with Data Grids Chevron down icon Chevron up icon
Exploring the Compute Grid and Query API Chevron down icon Chevron up icon
Building MicroServices with Service Grid Chevron down icon Chevron up icon
Sharpening Ignite Skills Chevron down icon Chevron up icon
Deploying To Production Chevron down icon Chevron up icon
Other Books You May Enjoy Chevron down icon Chevron up icon

Customer reviews

Rating distribution
Full star icon Full star icon Full star icon Empty star icon Empty star icon 3
(1 Ratings)
5 star 0%
4 star 0%
3 star 100%
2 star 0%
1 star 0%
grbq Jan 16, 2019
Full star icon Full star icon Full star icon Empty star icon Empty star icon 3
The download sample barely has any useful information. Samples should show some good content so people know it is worth buying.
Amazon Verified review Amazon
Get free access to Packt library with over 7500+ books and video courses for 7 days!
Start Free Trial

FAQs

What is the delivery time and cost of print book? Chevron down icon Chevron up icon

Shipping Details

USA:

'

Economy: Delivery to most addresses in the US within 10-15 business days

Premium: Trackable Delivery to most addresses in the US within 3-8 business days

UK:

Economy: Delivery to most addresses in the U.K. within 7-9 business days.
Shipments are not trackable

Premium: Trackable delivery to most addresses in the U.K. within 3-4 business days!
Add one extra business day for deliveries to Northern Ireland and Scottish Highlands and islands

EU:

Premium: Trackable delivery to most EU destinations within 4-9 business days.

Australia:

Economy: Can deliver to P. O. Boxes and private residences.
Trackable service with delivery to addresses in Australia only.
Delivery time ranges from 7-9 business days for VIC and 8-10 business days for Interstate metro
Delivery time is up to 15 business days for remote areas of WA, NT & QLD.

Premium: Delivery to addresses in Australia only
Trackable delivery to most P. O. Boxes and private residences in Australia within 4-5 days based on the distance to a destination following dispatch.

India:

Premium: Delivery to most Indian addresses within 5-6 business days

Rest of the World:

Premium: Countries in the American continent: Trackable delivery to most countries within 4-7 business days

Asia:

Premium: Delivery to most Asian addresses within 5-9 business days

Disclaimer:
All orders received before 5 PM U.K time would start printing from the next business day. So the estimated delivery times start from the next day as well. Orders received after 5 PM U.K time (in our internal systems) on a business day or anytime on the weekend will begin printing the second to next business day. For example, an order placed at 11 AM today will begin printing tomorrow, whereas an order placed at 9 PM tonight will begin printing the day after tomorrow.


Unfortunately, due to several restrictions, we are unable to ship to the following countries:

  1. Afghanistan
  2. American Samoa
  3. Belarus
  4. Brunei Darussalam
  5. Central African Republic
  6. The Democratic Republic of Congo
  7. Eritrea
  8. Guinea-bissau
  9. Iran
  10. Lebanon
  11. Libiya Arab Jamahriya
  12. Somalia
  13. Sudan
  14. Russian Federation
  15. Syrian Arab Republic
  16. Ukraine
  17. Venezuela
What is custom duty/charge? Chevron down icon Chevron up icon

Customs duty are charges levied on goods when they cross international borders. It is a tax that is imposed on imported goods. These duties are charged by special authorities and bodies created by local governments and are meant to protect local industries, economies, and businesses.

Do I have to pay customs charges for the print book order? Chevron down icon Chevron up icon

The orders shipped to the countries that are listed under EU27 will not bear custom charges. They are paid by Packt as part of the order.

List of EU27 countries: www.gov.uk/eu-eea:

A custom duty or localized taxes may be applicable on the shipment and would be charged by the recipient country outside of the EU27 which should be paid by the customer and these duties are not included in the shipping charges been charged on the order.

How do I know my custom duty charges? Chevron down icon Chevron up icon

The amount of duty payable varies greatly depending on the imported goods, the country of origin and several other factors like the total invoice amount or dimensions like weight, and other such criteria applicable in your country.

For example:

  • If you live in Mexico, and the declared value of your ordered items is over $ 50, for you to receive a package, you will have to pay additional import tax of 19% which will be $ 9.50 to the courier service.
  • Whereas if you live in Turkey, and the declared value of your ordered items is over € 22, for you to receive a package, you will have to pay additional import tax of 18% which will be € 3.96 to the courier service.
How can I cancel my order? Chevron down icon Chevron up icon

Cancellation Policy for Published Printed Books:

You can cancel any order within 1 hour of placing the order. Simply contact [email protected] with your order details or payment transaction id. If your order has already started the shipment process, we will do our best to stop it. However, if it is already on the way to you then when you receive it, you can contact us at [email protected] using the returns and refund process.

Please understand that Packt Publishing cannot provide refunds or cancel any order except for the cases described in our Return Policy (i.e. Packt Publishing agrees to replace your printed book because it arrives damaged or material defect in book), Packt Publishing will not accept returns.

What is your returns and refunds policy? Chevron down icon Chevron up icon

Return Policy:

We want you to be happy with your purchase from Packtpub.com. We will not hassle you with returning print books to us. If the print book you receive from us is incorrect, damaged, doesn't work or is unacceptably late, please contact Customer Relations Team on [email protected] with the order number and issue details as explained below:

  1. If you ordered (eBook, Video or Print Book) incorrectly or accidentally, please contact Customer Relations Team on [email protected] within one hour of placing the order and we will replace/refund you the item cost.
  2. Sadly, if your eBook or Video file is faulty or a fault occurs during the eBook or Video being made available to you, i.e. during download then you should contact Customer Relations Team within 14 days of purchase on [email protected] who will be able to resolve this issue for you.
  3. You will have a choice of replacement or refund of the problem items.(damaged, defective or incorrect)
  4. Once Customer Care Team confirms that you will be refunded, you should receive the refund within 10 to 12 working days.
  5. If you are only requesting a refund of one book from a multiple order, then we will refund you the appropriate single item.
  6. Where the items were shipped under a free shipping offer, there will be no shipping costs to refund.

On the off chance your printed book arrives damaged, with book material defect, contact our Customer Relation Team on [email protected] within 14 days of receipt of the book with appropriate evidence of damage and we will work with you to secure a replacement copy, if necessary. Please note that each printed book you order from us is individually made by Packt's professional book-printing partner which is on a print-on-demand basis.

What tax is charged? Chevron down icon Chevron up icon

Currently, no tax is charged on the purchase of any print book (subject to change based on the laws and regulations). A localized VAT fee is charged only to our European and UK customers on eBooks, Video and subscriptions that they buy. GST is charged to Indian customers for eBooks and video purchases.

What payment methods can I use? Chevron down icon Chevron up icon

You can pay with the following card types:

  1. Visa Debit
  2. Visa Credit
  3. MasterCard
  4. PayPal
What is the delivery time and cost of print books? Chevron down icon Chevron up icon

Shipping Details

USA:

'

Economy: Delivery to most addresses in the US within 10-15 business days

Premium: Trackable Delivery to most addresses in the US within 3-8 business days

UK:

Economy: Delivery to most addresses in the U.K. within 7-9 business days.
Shipments are not trackable

Premium: Trackable delivery to most addresses in the U.K. within 3-4 business days!
Add one extra business day for deliveries to Northern Ireland and Scottish Highlands and islands

EU:

Premium: Trackable delivery to most EU destinations within 4-9 business days.

Australia:

Economy: Can deliver to P. O. Boxes and private residences.
Trackable service with delivery to addresses in Australia only.
Delivery time ranges from 7-9 business days for VIC and 8-10 business days for Interstate metro
Delivery time is up to 15 business days for remote areas of WA, NT & QLD.

Premium: Delivery to addresses in Australia only
Trackable delivery to most P. O. Boxes and private residences in Australia within 4-5 days based on the distance to a destination following dispatch.

India:

Premium: Delivery to most Indian addresses within 5-6 business days

Rest of the World:

Premium: Countries in the American continent: Trackable delivery to most countries within 4-7 business days

Asia:

Premium: Delivery to most Asian addresses within 5-9 business days

Disclaimer:
All orders received before 5 PM U.K time would start printing from the next business day. So the estimated delivery times start from the next day as well. Orders received after 5 PM U.K time (in our internal systems) on a business day or anytime on the weekend will begin printing the second to next business day. For example, an order placed at 11 AM today will begin printing tomorrow, whereas an order placed at 9 PM tonight will begin printing the day after tomorrow.


Unfortunately, due to several restrictions, we are unable to ship to the following countries:

  1. Afghanistan
  2. American Samoa
  3. Belarus
  4. Brunei Darussalam
  5. Central African Republic
  6. The Democratic Republic of Congo
  7. Eritrea
  8. Guinea-bissau
  9. Iran
  10. Lebanon
  11. Libiya Arab Jamahriya
  12. Somalia
  13. Sudan
  14. Russian Federation
  15. Syrian Arab Republic
  16. Ukraine
  17. Venezuela