eBook – Guide Spring Cloud – NPI EA (cat=Spring Cloud)
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Let's get started with a Microservice Architecture with Spring Cloud:

>> Join Pro and download the eBook

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.

Get started with mocking and improve your application tests using our Mockito guide:

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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 – 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:

>> LEARN SPRING
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:

>> The New “REST With Spring Boot”

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:

>> Learn Spring Security

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.

Get started with Spring Data JPA through the guided reference course:

>> CHECK OUT THE COURSE

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:

>> Learn Java Basics

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

There are multiple ways to generate random byte arrays, each suited to different needs. In this tutorial, we’ll explore three approaches: using the built-in java.util.Random class, the cryptographically secure java.security.SecureRandom, and Apache Commons utilities, including RandomUtils and UniformRandomProvider.

By the end of this tutorial, we’ll have a comprehensive understanding of how to generate random byte arrays of any size, and when to choose each method.

2. Using Random

The java.util.Random class provides a straightforward way to generate random byte arrays. It’s ideal for scenarios where performance is more critical than security, such as generating non-sensitive random data for testing:

@Test
public void givenSizeWhenGenerateUsingRandomThenOK() {
    byte[] byteArray = new byte[SIZE];
    Random random = new Random();
    random.nextBytes(byteArray);

    assertEquals(SIZE, byteArray.length);
}

Since Random isn’t cryptographically secure, we shouldn’t use it for security-sensitive data.

3. Using SecureRandom

When generating random data that must be secure and unpredictable, SecureRandom is the preferred choice. It’s specifically designed to produce cryptographically strong random values:

@Test
public void givenSizeWhenGenerateUsingSecureRandomThenOK() {
    byte[] byteArray = new byte[SIZE];
    SecureRandom secureRandom = new SecureRandom();
    secureRandom.nextBytes(byteArray);

    assertEquals(SIZE, byteArray.length);
}

SecureRandom is slower but necessary for generating secure random data.

4. Using Apache Commons

Apache Commons Lang provides the RandomUtils class, which offers additional methods for generating random data. To use Apache Commons Lang, we add the commons-lang3 dependency in our pom.xml file:

<dependency>
    <groupId>org.apache.commons</groupId>
    <artifactId>commons-lang3</artifactId>
    <version>3.16.0</version>
</dependency>

This utility class simplifies the process and integrates seamlessly with other Commons Lang features.

Let’s see it in action:

@Test
public void givenSizeWhenGenerateUsingRandomUtilsThenOK() {
    byte[] byteArray = RandomUtils.nextBytes(SIZE);

    assertEquals(SIZE, byteArray.length);
}

However, it’s important to note that RandomUtils is now deprecated, and it’s recommended to use Apache Commons RNG instead. Apache Commons RNG provides a more robust and efficient way to generate random data. To use it, let’s include the commons-rng-simple dependency:

<dependency>
    <groupId>org.apache.commons</groupId>
    <artifactId>commons-rng-simple</artifactId>
    <version>1.6</version>
</dependency>

Let’s generate a random byte array using UniformRandomProvider from Apache Commons RNG:

@Test
public void givenSizeWhenGenerateUsingUniformRandomProviderThenOK() {
    byte[] byteArray = new byte[SIZE];
    UniformRandomProvider randomProvider = RandomSource.XO_RO_SHI_RO_128_PP.create();
    randomProvider.nextBytes(byteArray);

    assertEquals(SIZE, byteArray.length);
}

UniformRandomProvider not only offers a more reliable and up-to-date API for generating random data, but it also outperforms the other methods discussed, including Random, making it the fastest option.

UniformRandomProvider outperforms other methods because it’s built on modern algorithms like XO_RO_SHI_RO_128_PP, which is a variant of the XOR shift algorithm. This algorithm offers a better balance of speed, statistical quality, and memory efficiency compared to older implementations like Random.

The XO_RO_SHI_RO family of algorithms delivers speed and ensures a long period, which is crucial for high-performance applications.

Additionally, Apache Commons RNG offers a variety of other algorithms to suit different needs, such as MT (Mersenne Twister) and SPLIT_MIX_64.

5. Conclusion

In this article, we explored three different ways to generate random byte arrays: using java.util.Random, java.security.SecureRandom, and Apache Commons. Each method has its strengths and is suited to different scenarios. By understanding these options, we can choose the most appropriate approach for our specific requirements, whether we need performance, security, or convenience.

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:

>> Explore a clean Baeldung

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:

>> Download the eBook

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?

Explore the eBook

Course – LS – NPI EA (cat=REST)

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

>> CHECK OUT THE COURSE

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)
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