eBook – Guide Spring Cloud – NPI EA (cat=Spring Cloud)
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eBook – Mockito – NPI EA (tag = Mockito)
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Mocking is an essential part of unit testing, and the Mockito library makes it easy to write clean and intuitive unit tests for your Java code.

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eBook – Java Concurrency – NPI EA (cat=Java Concurrency)
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Handling concurrency in an application can be a tricky process with many potential pitfalls. A solid grasp of the fundamentals will go a long way to help minimize these issues.

Get started with understanding multi-threaded applications with our Java Concurrency guide:

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eBook – Reactive – NPI EA (cat=Reactive)
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Spring 5 added support for reactive programming with the Spring WebFlux module, which has been improved upon ever since. Get started with the Reactor project basics and reactive programming in Spring Boot:

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eBook – Java Streams – NPI EA (cat=Java Streams)
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Since its introduction in Java 8, the Stream API has become a staple of Java development. The basic operations like iterating, filtering, mapping sequences of elements are deceptively simple to use.

But these can also be overused and fall into some common pitfalls.

To get a better understanding on how Streams work and how to combine them with other language features, check out our guide to Java Streams:

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eBook – Jackson – NPI EA (cat=Jackson)
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Do JSON right with Jackson

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eBook – HTTP Client – NPI EA (cat=Http Client-Side)
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Get the most out of the Apache HTTP Client

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eBook – Maven – NPI EA (cat = Maven)
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Get Started with Apache Maven:

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eBook – Persistence – NPI EA (cat=Persistence)
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Working on getting your persistence layer right with Spring?

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eBook – RwS – NPI EA (cat=Spring MVC)
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Building a REST API with Spring?

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Course – LS – NPI EA (cat=Jackson)
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Get started with Spring and Spring Boot, through the Learn Spring course:

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Course – RWSB – NPI EA (cat=REST)
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Explore Spring Boot 3 and Spring 6 in-depth through building a full REST API with the framework:

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Course – LSS – NPI EA (cat=Spring Security)
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Yes, Spring Security can be complex, from the more advanced functionality within the Core to the deep OAuth support in the framework.

I built the security material as two full courses - Core and OAuth, to get practical with these more complex scenarios. We explore when and how to use each feature and code through it on the backing project.

You can explore the course here:

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Course – LSD – NPI EA (tag=Spring Data JPA)
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Spring Data JPA is a great way to handle the complexity of JPA with the powerful simplicity of Spring Boot.

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Partner – Moderne – NPI EA (cat=Spring Boot)
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Refactor Java code safely — and automatically — with OpenRewrite.

Refactoring big codebases by hand is slow, risky, and easy to put off. That’s where OpenRewrite comes in. The open-source framework for large-scale, automated code transformations helps teams modernize safely and consistently.

Each month, the creators and maintainers of OpenRewrite at Moderne run live, hands-on training sessions — one for newcomers and one for experienced users. You’ll see how recipes work, how to apply them across projects, and how to modernize code with confidence.

Join the next session, bring your questions, and learn how to automate the kind of work that usually eats your sprint time.

Course – LJB – NPI EA (cat = Core Java)
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Code your way through and build up a solid, practical foundation of Java:

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Partner – LambdaTest – NPI EA (cat= Testing)
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Distributed systems often come with complex challenges such as service-to-service communication, state management, asynchronous messaging, security, and more.

Dapr (Distributed Application Runtime) provides a set of APIs and building blocks to address these challenges, abstracting away infrastructure so we can focus on business logic.

In this tutorial, we'll focus on Dapr's pub/sub API for message brokering. Using its Spring Boot integration, we'll simplify the creation of a loosely coupled, portable, and easily testable pub/sub messaging system:

>> Flexible Pub/Sub Messaging With Spring Boot and Dapr

1. Overview

Often, while working with big numbers, we are limited by the sizes of int and long. Java provides a good way around it with the BigInteger class. However, sometimes, the API doesn’t support all the arithmetic operations we would like to use.

Finding a square root of a big number is common but often tricky.

In this tutorial, we’ll learn how to do this and the pros and cons of each approach.

2. Calculating a Root

Let’s review a couple of ways to get the desired calculations.

2.1. Java 9 BigInteger API

We’ll start with the most straightforward approach introduced in Java 9. From this version and above, BigInteger provides two helpful methods: sqrt() and sqrtAndReminder(). Let’s review the first one:

BigInteger integer = new BigInteger(bigDecimalNumber);
BigInteger root = integer.sqrt();

The second one is similar but provides additional information about the reminder:

BigInteger integer = new BigInteger(bigDecimalNumber);
BigInteger[] rootAndReminder = integer.sqrtAndRemainder();

Both methods provide a simple and transparent way to calculate a root. However, it requires a specific Java version, which might be problematic for some applications.

2.2. Guava’s BigIntegerMath

Another way to calculate the root without bumping the Java version is to use the Guava library:

BigInteger integer = new BigInteger(bigDecimalNumber);
BigInteger root = BigIntegerMath.sqrt(integer, RoundingMode.DOWN);

The method takes RoundingMode to identify the rounding logic. The library doesn’t provide a simple way to get the reminder, so if we need it, we’ll have to do some additional steps:

BigInteger integer = new BigInteger(bigDecimalNumber);
BigInteger root = BigIntegerMath.sqrt(integer, RoundingMode.DOWN);
BigInteger reminder = integer.subtract(root.multiply(root));

2.3. NewtonPlus Method

It’s possible, but in most cases, not recommended, to implement a custom solution for finding a square root of a big integer. Often, custom implementations might have higher complexity and lower throughput. There are a couple of simple but inefficient algorithms, such as the Binary Search and Newton’s Method.

However, there’s one algorithm that outperforms both standard Java and Guava’s implementations. The NewtonPlus algorithm was introduced by and based on Newton’s method. The algorithm shows performance improvements starting with the numbers above 5 x 1014.

3. Performance Comparison

Let’s run a performance test for the Java, Guava library, NewtonPlus, and Newton’s methods to check for any significant differences between them. We’ll run the test cases on three different values:

private static final String BIG_NUMBER = "1797693130000000000000000000000..." // 309 digits
private static final String VERY_BIG_NUMBER = "32473927492374927934284792..." // 1802 digits
private static final String INSANELY_BIG_NUMBER = "3247392749237492793428..." // 3604 digits

After running the JMH benchmarks, we got the following results:

Benchmark                                                  (number)              Mode  Cnt       Score   Error  Units
BigIntegerSquareRootBenchmark.calculateRootWithNewton      BIG_NUMBER           thrpt         2668.642          ops/s
BigIntegerSquareRootBenchmark.calculateRootWithJava        BIG_NUMBER           thrpt        25417.428          ops/s
BigIntegerSquareRootBenchmark.calculateRootWithGuava       BIG_NUMBER           thrpt       144117.671          ops/s
BigIntegerSquareRootBenchmark.calculateRootWithNewtonPlus  BIG_NUMBER           thrpt       308933.077          ops/s

BigIntegerSquareRootBenchmark.calculateRootWithNewton      VERY_BIG_NUMBER      thrpt           33.627          ops/s
BigIntegerSquareRootBenchmark.calculateRootWithJava        VERY_BIG_NUMBER      thrpt         1376.668          ops/s
BigIntegerSquareRootBenchmark.calculateRootWithGuava       VERY_BIG_NUMBER      thrpt         5349.748          ops/s
BigIntegerSquareRootBenchmark.calculateRootWithNewtonPlus  VERY_BIG_NUMBER      thrpt        12283.677          ops/s

BigIntegerSquareRootBenchmark.calculateRootWithNewton      INSANELY_BIG_NUMBER  thrpt            9.135          ops/s
BigIntegerSquareRootBenchmark.calculateRootWithJava        INSANELY_BIG_NUMBER  thrpt          553.475          ops/s
BigIntegerSquareRootBenchmark.calculateRootWithGuava       INSANELY_BIG_NUMBER  thrpt         1713.520          ops/s
BigIntegerSquareRootBenchmark.calculateRootWithNewtonPlus  INSANELY_BIG_NUMBER  thrpt         3252.308          ops/s

The NewtonPlus method shows the best performance, which might be a good option for applications that require a high volume of such computations. At the same time, if adding a custom, highly optimized code to the codebase isn’t a very attractive idea, we can opt for Guava’s BigIntegerMath, which has a relatively good performance.

Also, simple algorithms like Newton’s are inefficient and should be avoided. The Binary Search method, in general, is less performant than Newton’s method as it has a lower rate of convergence.

4. Conclusion

While working with huge numbers, we need a convenient way to perform standard mathematical operations over them. From a mathematical perspective, the operations are the same regardless of the size of a number, but computer science creates certain constraints. That’s why we need specific libraries and algorithms to work with BigIntegers.

Depending on the specificity of the task at hand, we can opt for a different solution, ranging from standard libraries to custom solutions that are finely tuned to the application requirements. However, premature optimization is never good and often harmful. Thus, we should be reasonable in our choices.

The code backing this article is available on GitHub. Once you're logged in as a Baeldung Pro Member, start learning and coding on the project.
Baeldung Pro – NPI EA (cat = Baeldung)
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Baeldung Pro comes with both absolutely No-Ads as well as finally with Dark Mode, for a clean learning experience:

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Once the early-adopter seats are all used, the price will go up and stay at $33/year.

eBook – HTTP Client – NPI EA (cat=HTTP Client-Side)
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The Apache HTTP Client is a very robust library, suitable for both simple and advanced use cases when testing HTTP endpoints. Check out our guide covering basic request and response handling, as well as security, cookies, timeouts, and more:

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eBook – Java Concurrency – NPI EA (cat=Java Concurrency)
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Handling concurrency in an application can be a tricky process with many potential pitfalls. A solid grasp of the fundamentals will go a long way to help minimize these issues.

Get started with understanding multi-threaded applications with our Java Concurrency guide:

>> Download the eBook

eBook – Java Streams – NPI EA (cat=Java Streams)
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Since its introduction in Java 8, the Stream API has become a staple of Java development. The basic operations like iterating, filtering, mapping sequences of elements are deceptively simple to use.

But these can also be overused and fall into some common pitfalls.

To get a better understanding on how Streams work and how to combine them with other language features, check out our guide to Java Streams:

>> Join Pro and download the eBook

eBook – Persistence – NPI EA (cat=Persistence)
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Working on getting your persistence layer right with Spring?

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Course – LS – NPI EA (cat=REST)

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Get started with Spring Boot and with core Spring, through the Learn Spring course:

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Partner – Moderne – NPI EA (tag=Refactoring)
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Modern Java teams move fast — but codebases don’t always keep up. Frameworks change, dependencies drift, and tech debt builds until it starts to drag on delivery. OpenRewrite was built to fix that: an open-source refactoring engine that automates repetitive code changes while keeping developer intent intact.

The monthly training series, led by the creators and maintainers of OpenRewrite at Moderne, walks through real-world migrations and modernization patterns. Whether you’re new to recipes or ready to write your own, you’ll learn practical ways to refactor safely and at scale.

If you’ve ever wished refactoring felt as natural — and as fast — as writing code, this is a good place to start.

eBook Jackson – NPI EA – 3 (cat = Jackson)