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.

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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.

Partner – LambdaTest – NPI EA (cat=Testing)
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Regression testing is an important step in the release process, to ensure that new code doesn't break the existing functionality. As the codebase evolves, we want to run these tests frequently to help catch any issues early on.

The best way to ensure these tests run frequently on an automated basis is, of course, to include them in the CI/CD pipeline. This way, the regression tests will execute automatically whenever we commit code to the repository.

In this tutorial, we'll see how to create regression tests using Selenium, and then include them in our pipeline using GitHub Actions:, to be run on the LambdaTest cloud grid:

>> How to Run Selenium Regression Tests With GitHub Actions

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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eBook – Java Streams – NPI (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

1. Overview

In Java Streams, processing and transforming data efficiently is crucial for effective programming. Two powerful techniques for handling successive elements are using SimpleEntry for straightforward pairing and stateful transformations for more dynamic scenarios.

In this tutorial, we’ll explore how to leverage SimpleEntry to create pairs of adjacent elements and learn how stateful transformations can provide a flexible approach to managing and processing data streams.

Let’s dive in to discover how these methods can enhance our Java Stream operations.

2. Problem Statement

Given a stream of elements, we want to create a list of pairs, where each pair consists of successive elements from the stream. For instance, given a stream of integers [1, 2, 3, 4, 5], we want to collect pairs [(1, 2), (2, 3), (3, 4), (4, 5)].

Let’s look at how we can approach the solution.

3. Solution Approach

To collect successive pairs from a stream in Java, we can use various approaches depending on the specific requirements and constraints of our task.

Let’s see two common ways to achieve this.

3.1. Collect Pairs Into List<SimpleEntry>

The approach starts with collecting all elements from the Stream into a List. This allows access to elements by index, which is necessary for pairing.

Let’s have a look at the implementation:

public static <T> List<SimpleEntry<T, T>> collectSuccessivePairs(Stream<T> stream) {
    List<T> list = stream.collect(Collectors.toList());
    return IntStream.range(0, list.size() - 1)
      .mapToObj(i -> new SimpleEntry<>(list.get(i), list.get(i + 1))).collect(Collectors.toList());
}

After collecting all elements, we create an IntStream of indices from 0 to list.size() – 2. This is because the last element doesn’t have a successive element to pair with. It’s worth noting that IntStream.range(0, list.size() – 1) generates indices from 0 up to but not including list.size() – 1.

Then, we map each index i to a SimpleEntry containing the element at index i and the element at index i + 1.

At last, we collect these SimpleEntry objects into a List.

So, moving on to time complexity, collecting the stream to a list has a time complexity of O(n), and pairing the elements using IntStream.range() has a time complexity of O(n). So, the overall time complexity is O(n). Additionally, the list of collected elements requires O(n) space and the list of pairs also requires O(n) space. So, the overall space complexity is O(n).

3.2. Collect Pairs Into List<List<T>>

The List<List<T>> approach offers a straightforward way to collect successive pairs of elements from a stream into nested lists.

Let’s have a look at the implementation first:

public static <T> Stream<List<T>> pairwise(Stream<T> stream) {
    List<T> list = stream.collect(Collectors.toList());
    List<List<T>> pairs = new ArrayList<>();
    for (int i = 0; i < list.size() - 1; i++) {
        pairs.add(Arrays.asList(list.get(i), list.get(i + 1)));
    }
    return pairs.stream();
}

The method pairwise() takes a Stream of elements and returns a Stream of successive pairs of elements as a List.

At first, we collect the elements from the input stream into a list. This allows for random access to elements by index:

Then we initialize the empty pair to store the successive pairs and loop over the list.

  • A loop iterates over the list, stopping at the second-to-last element
  • For each element list.get(i), it creates a pair with the next element list.get(i + 1)
  • The pair is added to the pairs list

At last, the method converts the list of pairs back into a stream and returns it.

Now, let’s discuss time and space complexity. At first, we are collecting the stream to a list with a time complexity of O(n) and pairing the elements with a time complexity of O(n). So, the overall time complexity is O(n). And, the list of collected elements requires O(n) space and the list of pairs also requires O(n) space. So, the overall space complexity is O(n).

4. Conclusion

In this article, we learned that SimpleEntry and stateful transformations offer valuable approaches for handling successive pairs in Java Streams. SimpleEntry provides a clean and concise way to create and manage pairs of adjacent elements, while stateful transformations offer flexibility and power in more complex data processing scenarios. By understanding and applying these techniques, we can optimize our stream operations and handle data more efficiently and clearly.

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:

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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:

>> 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 – Java Streams – NPI (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 Jackson – NPI EA – 3 (cat = Jackson)