Top 7 Books to Learn Big Data, Hadoop and Spark in 2025 - Best of Lot

Hello guys, if you want to learn Big Data in 2025 and looking for best resources like books, online courses, tutorials, projects, and interview questions then you have come to the right place. Earlier, I have shared best Big Data courses and in this article, I am going to share best books to learn Big Data in depth. But, before we get to the 7 best books that you can read to learn everything you need to know about big data, let me tell you what it really is. Big data basically refers to a collection of data that is really huge in size and is growing exponentially over time. It is really large and complex which means that traditional data management tools cannot store and process it efficiently. You can see big data as data that is really huge in size.

To make you understand the concept of big data better, I will give you some examples. You can think of the New York Stock Exchange as an example of big data. It produces more than one terabyte of trade data every day.

Another example is the widely popular social media platform Facebook. Experts say that more than 500 terabytes of data are created on the databases of Facebook every single day. This data is ostensibly made up of photo uploads, video uploads, messages, and comments.

You can also think of a jet engine as another example. A typical jet engine can create about 10 terabytes of data during a flight time of 30 minutes. Add it all up as there are more than a thousand flights every day and the size of the data can reach many Petabytes.

7 Best Big Data Books for Beginners and Experienced developers in 2025

Big data can be divided into Structured big data, Unstructured big data, and Semi-structured big data. Don't worry, you will learn more about all these types of big data as we move forward. The main characteristics that define big data are volume, variety, velocity, and variability. 

There are many advantages that a company can gain by effectively processing big data. If a company is able to access data from social media sites like Facebook or search engines like Google, they can analyze it and fine-tune their business strategies. 

Here we have compiled a list of the 7 best books that you can use to learn more about big data. Keep reading to find out more. 

1. The Data Revolution: Big Data, Open Data Data Infrastructures, And Their Consequences By Rob Kitchin

This is a simple but great book that will give you a broad and critical overview of the emerging data landscape. You can read this book to gain a complete understanding of big data, open data, and data infrastructures. 

You can think of this book as an effective introduction to the world of data, data infrastructures, data analytics, and data markets. You will learn how to think conceptually about data. 

2. Big Data: Principles and Best Practices of Scalable Real-Time Data Systems By Nathan Marz and James Warren 

This is a fantastic book on big data that will teach you everything you need to know about creating big data systems. You will be able to use an architecture that takes advantage of clustered hardware and some new tools that are designed for capturing and analyzing web-scale big data. 

The book is written in a lucid style and follows an easy-to-understand approach that will make you familiar with big data systems. 

3. Big Data Demystified By David Stephenson 

As the title suggests, the basic aim of this book is to demystify the term big data and make it accessible to normal people like you and me. You can also use this book for gaining practical knowledge on data science and machine learning. 

The book is divided into two parts. The first part focuses on the history of big data, artificial intelligence, machine learning, and big data analytics. The second part will show you how you can make big data systems efficient for big companies. 

4. Big Data For Beginners: Understanding SMART Big Data, Data Mining, and Data Analytics For Improved Business Performance, Life Decisions, and More By Vince Reynolds

This is a wonderful book that will help you make sense of smart big data, data mining, and data analytics as well as improve your business performance and life decisions. The book also has a section detailing what big data can do for you by teaching you about analytics, obstacles, as well as the importance of big data in your life. 

5. Big Data And Analytics By Seema Acharya And Subhashini Chelappan 

This is a must-read book that will give you an in-depth overview of all the basic concepts and best practices related to big data, Hadoop, and data analytics. The book focuses more on a practical, do-it-yourself approach which ensures that you are fully prepared for the road ahead. 

You will learn how to set up a Hadoop cluster as well as gain a deep understanding of the concepts. You will also get familiar with time-tested and hands-on practice exercises that will test your understanding of these concepts. 

In short, you can say that this book is really valuable and essential for everyone interested in big data. 

6. Too Big To Ignore: The Business Case For Big Data, By Award-Winning Author Phil Simon 

This is one of the most compelling books out there that is about big data. By reading this book, you will be able to become familiar with all the interesting trends that have given rise to big data. The book also features a number of case studies as well as valuable insights by experts in the industry. 

I am pretty sure that this book will give you a different view of the ways big data can help a company become successful. 

7. Big Data At Work: Dispelling The Myths, Uncovering The Opportunities, By T H Davenport 

This is a great book by a fantastic author who explains, in simple words, what big data is exactly, and why everyone in the world should know about it. You will understand what big data is from a technical, consumer, and management perspective. 

You will also understand why big data is really important to you and your company, as well as what type of technology you need to make use of it. 

Conclusion

That's all about the best books to learn Big Data in 2025. If you liked this list of the 7 best big data books, feel free to share it with your friends and family. You can also drop a comment if you have any doubts about big data and we will get back to you in an instant.