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

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:

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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.

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

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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

Generating random numbers is a common programming task primarily used in simulation, testing, and games. In this tutorial, we’ll cover multiple ways of filling the content of an array with random numbers generated using Pseudo-Random Number Generators.

2. Using an Iterative Approach

Among the various available approaches, we can iteratively fill the content of an array with random numbers using the methods provided by the Random, SecureRandom, and ThreadLocalRandom classes, which are suitable for different scenarios. These classes generate pseudo-random numbers in Java and have methods like nextInt(), nextDouble(), and others.

Let’s look at an example of how we can fill an array using the nextInt() method:

int LOWER_BOUND = 1;
int UPPER_BOUND = 100;
int ARRAY_SIZE = 10;
int[] arr = new int[ARRAY_SIZE];
// random number generator
Random random = new Random();
/ iterate and fill
for (int i = 0; i < arr.length; i++) {
    arr[i] = random.nextInt(LOWER_BOUND, UPPER_BOUND);
}

System.out.println(Arrays.toString(arr));

The code above randomly produces the  following output:

[31, 2, 19, 14, 93, 31, 78, 46, 9, 46]

We defined an array of ARRAY_SIZE elements and filled it with random numbers within the range LOWER_BOUND and UPPER_BOUND (exclusive). We’ll be maintaining the same size and boundary throughout subsequent code examples.

In addition to the classes mentioned, we can use the Math.random() static method to achieve the same goal. Math.random() returns a pseudo-random double within the range 0.0 (inclusive) to 1.0 (exclusive):

int[] arr = new int[ARRAY_SIZE];
// iterate and fill
for (int i = 0; i < arr.length; i++) {
    arr[i] = (int) (Math.random() * (UPPER_BOUND - LOWER_BOUND)) + LOWER_BOUND;
}

System.out.println(Arrays.toString(arr));

Let’s see what the console displays after executing the code:

[78, 9, 46, 39, 78, 90, 46, 79, 51, 25]

Whichever class and method we choose solely depends on the application’s requirements.

3. Using Java Streams

We can generate random numbers using the ints(), longs(), and doubles() methods added to the pseudo-random number classes in Java 8 and above.  These methods enable the generation of streams of random numbers and allow for the efficient creation of random integers, long values, and doubles efficiently.

Let’s demonstrate the above with an example using the ints() method:

// random number generator
Random random = new Random();
// fill with ints method
int[] arr = random.ints(ARRAY_SIZE, LOWER_BOUND, UPPER_BOUND).toArray();

System.out.println(Arrays.toString(arr));

Let’s see what output the code yields:

[73, 75, 50, 92, 8, 6, 12, 41, 40, 85]

The above shows how these methods make it easy to populate an array’s content without using a loop.

4. Using the Arrays.setAll() Method

Another way to fill the content of an array with default values is by using the static Arrays.setAll() method, which sets all elements of the specified array using a generator function. This method can be combined with random number generators to fill an array with random numbers cleanly and concisely. The method can be used with any pseudo-random number generator or any other function we wish to use.

Let’s see this in action using the SecureRandom number class:

int[] arr = new int[ARRAY_SIZE];

// fill content
Arrays.setAll(arr, r -> new SecureRandom().nextInt(LOWER_BOUND, UPPER_BOUND));

System.out.println(Arrays.toString(arr));

Upon running the above code, we’ll get the following random numbers:

[5, 30, 88, 28, 20, 86, 6, 74, 31, 80]

5. Using a Seed to Generate Random Numbers

In some situations, we want to generate the same sequence of random numbers or avoid generating the same sequences (default behavior) every time. The Random and SecureRandom class permits setting a seed value either at the point of initialization or later. In contrast, the ThreadLocalRandom class does not support setting a seed directly for the sake of performance enhancement.

Let’s see with an example how this works:

// Produce identical elements repeatedly
int[] arr = new Random(12345).ints(ARRAY_SIZE, LOWER_BOUND, UPPER_BOUND).toArray();

int[] arr2 = new Random(12345).ints(ARRAY_SIZE, LOWER_BOUND, UPPER_BOUND).toArray();

System.out.printf("Arr: %s%n", Arrays.toString(arr));
System.out.printf("Arr2: %s%n", Arrays.toString(arr2));

// using different seeds
int[] arr3 = new Random(54321).ints(ARRAY_SIZE, LOWER_BOUND, UPPER_BOUND).toArray();

System.out.printf("%nArr2: %s%n", Arrays.toString(arr2));
System.out.printf("Arr3: %s%n", Arrays.toString(arr3));

Let’s see what the example above produces after execution:

Arr: [95, 95, 7, 55, 68, 77, 8, 73, 26, 88]
Arr2: [95, 95, 7, 55, 68, 77, 8, 73, 26, 88]

Arr2: [95, 95, 7, 55, 68, 77, 8, 73, 26, 88]
Arr3: [22, 20, 39, 49, 86, 3, 83, 46, 98, 88]

From the example above, it’s clear that setting the same seed value for arr and arr2 allows us to regenerate identical sequences of numbers. This demonstrates how seeding provides consistency and repeatability in random number generation.

If we don’t set any seed value or we set different seed values always, we get a different sequence, just as with the arr2 and arr3. This is the default behavior if no seed value is set.

Note: In cases where no seed or a different seed value is provided, you might get different results from the ones shown in the article because of randomness. 

6. Conclusion

In this article, we’ve explored various ways to fill an array with random numbers using random number generators in Java. Each pseudo-random number generator class has its advantages and disadvantages.

Understanding the significance of seeds can help you generate repeatable sequences when needed, which can be invaluable for debugging, simulation, and testing and can be another layer of utility to the random number generation toolkit.

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)