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.

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

Spring Data Commons is a part of the umbrella Spring Data project that contains interfaces and implementations to manage the persistence layer. Scroll API is one of the functions provided by Spring Data Commons to handle large results that are read from the database.

In this tutorial, we’ll explore Scroll API along with an example.

2. Dependency

Scroll API support is added in Spring Boot 3.1 version. Spring Data Commons is already included in Spring Data JPA. So, adding Spring Data JPA 3.1 version would be enough to get Scroll API features:

<dependency>
    <groupId>org.springframework.data</groupId>
    <artifactId>spring-data-jpa</artifactId>
    <version>3.1.0</version>
</dependency>

The newest library version can be found in the Maven Central repository.

3. Entity Class

For example purposes, we’ll use the BookReview entity, which contains book review ratings for various books reviewed by various users:

@Entity
@Table(name="BOOK_REVIEWS")
public class BookReview {
    @Id
    @GeneratedValue(strategy= GenerationType.SEQUENCE, generator = "book_reviews_reviews_id_seq")
    @SequenceGenerator(name = "book_reviews_reviews_id_seq", sequenceName = "book_reviews_reviews_id_seq", allocationSize = 1)
    private Long reviewsId;
    private String userId;
    private String isbn;
    private String bookRating;

    // getters and setters
}

4. Scroll API

Scroll API provides functionality to iterate through large results in chunks. It provides stable sort, scroll type, and result limiting.

We can define simple sorting expressions by using property names and define static result limiting using Top or First through query derivation.

4.1. Scrolling Using Offset-Filtering

In the below example, we’re using query derivation to find the first five books by rating parameter and OffsetScrollPosition:

public interface BookRepository extends Repository<BookReview, Long> {
    Window<BookReview> findFirst5ByBookRating(String bookRating, OffsetScrollPosition position);
    Window<BookReview> findFirst10ByBookRating(String bookRating, OffsetScrollPosition position);
    Window<BookReview> findFirst3ByBookRating(String bookRating, KeysetScrollPosition position);
}

Since we’ve defined our repository methods, we can use them inside the logic class to get the first five books and keep iterating until we get to the last result.

While iterating, we need to check for the presence of the next window by querying for it:

public List<BookReview> getBooksUsingOffset(String rating) {
    OffsetScrollPosition offset = ScrollPosition.offset();

    Window<BookReview> bookReviews = bookRepository.findFirst5ByBookRating(rating, offset);
    List<BookReview> bookReviewsResult = new ArrayList<>();
    do {
        bookReviews.forEach(bookReviewsResult::add);
        bookReviews = bookRepository.findFirst5ByBookRating(rating, (OffsetScrollPosition) bookReviews.positionAt(bookReviews.size() - 1));
    } while (!bookReviews.isEmpty() && bookReviews.hasNext());

    return bookReviewsResult;
}

We can simplify our logic by using WindowIterator, which provides the utility to scroll through the large result without the need to check for the next window and ScrollPosition:

public List<BookReview> getBooksUsingOffSetFilteringAndWindowIterator(String rating) {
    WindowIterator<BookReview> bookReviews = WindowIterator.of(position -> bookRepository
      .findFirst5ByBookRating("3.5", (OffsetScrollPosition) position)).startingAt(ScrollPosition.offset());
    List<BookReview> bookReviewsResult = new ArrayList<>();
    bookReviews.forEachRemaining(bookReviewsResult::add);

    return bookReviewsResult;
}

Offset scrolling works like pagination, which returns expected results by skipping a certain number of records from a large result. While we only see a portion of the requested results, the server needs to build the full result, which causes additional load.

We can avoid this behavior using keyset filtering.

4.2. Scrolling Using Keyset-Filtering

Keyset filtering helps the retrieval of a subset of results using the built-in capabilities of the database aiming to reduce the computation and IO requirements for individual queries.

The database only needs to construct smaller results from the given keyset position without materializing a large full result:

public List<BookReview> getBooksUsingKeySetFiltering(String rating) {
    WindowIterator<BookReview> bookReviews = WindowIterator.of(position -> bookRepository
      .findFirst5ByBookRating(rating, (KeysetScrollPosition) position))
      .startingAt(ScrollPosition.keyset());
    List<BookReview> bookReviewsResult = new ArrayList<>();
    bookReviews.forEachRemaining(bookReviewsResult::add);

    return bookReviewsResult;
}

5. Conclusion

In this article, we explored Scroll API provided by the Spring Data Commons library. Scroll API provides support for reading large results in smaller chunks that are based on offset position and filter condition.

Scroll API supports filtering using offset and keyset. While offset-based filtering requires materializing the entire results in the database, the keyset helps reduce computation and IO load on the database by constructing smaller results.

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)