Partner – Microsoft – NPI EA (cat = Baeldung)
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Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, visit the documentation page.

You can also ask questions and leave feedback on the Azure Container Apps GitHub page.

Partner – Microsoft – NPI EA (cat= Spring Boot)
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Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, you can get started over on the documentation page.

And, you can also ask questions and leave feedback on the Azure Container Apps GitHub page.

Partner – Orkes – NPI EA (cat=Spring)
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Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

Partner – Orkes – NPI EA (tag=Microservices)
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Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

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:

>> Join Pro and download the eBook

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 – MongoDB – NPI EA (tag=MongoDB)
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Traditional keyword-based search methods rely on exact word matches, often leading to irrelevant results depending on the user's phrasing.

By comparison, using a vector store allows us to represent the data as vector embeddings, based on meaningful relationships. We can then compare the meaning of the user’s query to the stored content, and retrieve more relevant, context-aware results.

Explore how to build an intelligent chatbot using MongoDB Atlas, Langchain4j and Spring Boot:

>> Building an AI Chatbot in Java With Langchain4j and MongoDB Atlas

Partner – LambdaTest – NPI EA (cat=Testing)
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Accessibility testing is a crucial aspect to ensure that your application is usable for everyone and meets accessibility standards that are required in many countries.

By automating these tests, teams can quickly detect issues related to screen reader compatibility, keyboard navigation, color contrast, and other aspects that could pose a barrier to using the software effectively for people with disabilities.

Learn how to automate accessibility testing with Selenium and the LambdaTest cloud-based testing platform that lets developers and testers perform accessibility automation on over 3000+ real environments:

Automated Accessibility Testing With Selenium

1. Introduction

Java records, introduced in Java 16, offer a concise way to model immutable data. They automatically generate constructors, accessors, equals(), hashCode(), and toString() methods, reducing boilerplate and improving readability.

Despite these benefits, records come with notable limitations. For example, all fields must be declared in the record header, setter methods aren’t allowed, and extensibility is restricted due to their implicit final nature. These constraints make records less than ideal when we need flexible object creation, especially in scenarios involving optional parameters or modifications to existing instances.

To address these limitations, the RecordBuilder library offers a simple yet effective solution. It enhances records with a builder pattern, bridging the gap between the elegance of immutability and the practicality of flexible construction.

2. Getting Started

To begin using RecordBuilder, we first need to add the annotation processor to our build setup. For Maven users, this looks like:

<dependency>
    <groupId>io.soabase.record-builder</groupId>
    <artifactId>record-builder-core</artifactId>
    <version>47</version>
</dependency>

After setup, we’ll annotate our record with @RecordBuilder, and optionally implement the With interface it generates, to enable inline builders and fluent withX() methods.

3. Why Use RecordBuilder?

At first glance, records in their pure form are powerful – they give us concise, immutable data structures with minimal syntax:

public record Person(String name, int age) {}

However, their all-args constructors and lack of setters make them rigid when we need flexibility. In domains where we construct data with optional or varying values, this can quickly become limiting. We could write our own builder to solve this, but doing so reintroduces the very boilerplate that records are meant to eliminate.

RecordBuilder bridges this gap elegantly. With a single annotation, we gain a fluent, safe, and readable way to build and modify record instances. It offers support for staged builders, withX() methods, customization hooks, and more – all while respecting immutability. For example, let’s suppose we annotate our record like this:

@RecordBuilder
public record Person(String name, int age) implements PersonBuilder.With {}

From this, RecordBuilder generates an entire suite of builder methods, withX() accessors, and even static factory helpers, all adhering to the best practices of immutability.

4. Using the Generated Builder

Let’s walk through some practical ways the builder improves our workflow, using the RecordBuilderDemo class.

First, we construct the initial record in the standard way:

Person p1 = new Person("foo", 123);
assertEquals("foo", p1.name());
assertEquals(123, p1.age());

Next, we update individual fields via generated withName() or withAge() methods:

Person p2 = p1.withName("bar");
assertEquals("bar", p2.name());
assertEquals(123, p2.age());

Person p3 = p2.withAge(456);
assertEquals("bar", p3.name());
assertEquals(456, p3.age());

Here, we preserve the immutability and modify only the intended field with each transformation. Even so, RecordBuilder offers more. We can build an entirely new instance based on a previous one with a fluent builder syntax:

Person p4 = p3.with()
  .age(101)
  .name("baz")
  .build();
assertEquals("baz", p4.name());
assertEquals(101, p4.age());

This style improves clarity when multiple fields need to change. It avoids constructor chaining and makes the intent of each transformation explicit. As we’ll see next, the builder also supports inline consumer-based updates for even more expressive modification logic.

5. Advanced Features

One of the highlights of RecordBuilder is the support for inline, consumer-based modifications. Here’s how we can modify a record with a lambda:

Person p5 = p4.with(p -> p.age(200).name("whatever"));
assertEquals("whatever", p5.name());
assertEquals(200, p5.age());

In addition, we can apply conditional logic in the builder context:

Person p6 = p5.with(p -> {
    if (p.age() > 13) {
        p.name("Teen " + p.name());
    } else {
        p.name("whatever");
    }
});
assertEquals("Teen whatever", p6.name());
assertEquals(200, p6.age());

For more control, we can also use the static builder factory, especially helpful when operating outside the record instance:

Person p7 = PersonBuilder.from(p6)
  .with(p -> p.age(300).name("Manual Copy"));
assertEquals("Manual Copy", p7.name());
assertEquals(300, p7.age());

Alternatively, we can directly apply updates to individual fields:

Person p8 = PersonBuilder.from(p6)
  .withName("boop");
assertEquals("boop", p8.name());
assertEquals(200, p8.age());

This static form is particularly useful when working with detached builders, external data transformations, or in test utilities. As a result, it provides a clean separation between construction logic and business logic, making the builder pattern a versatile tool across service layers.

6. Customization and Options

With RecordBuilder, we go beyond basic builder generation by offering customization features that let us adapt the builder to our domain-specific needs. This way, we support staged builders for compile-time enforcement of required fields, ensuring that essential values are always set before construction. This helps us to prevent subtle runtime bugs and to improve the safety of our object creation logic.

We can also integrate RecordBuilder with testing frameworks or dependency injection tools, making it an excellent choice for setting up fixtures or injecting partially constructed objects. The ability to align builder logic with application architecture – without losing the benefits of immutability – makes RecordBuilder both flexible and production-ready.

7. Comparison: RecordBuilder vs Manual Builder

It’s entirely possible to write our own builder for a record, especially if it has just a few fields. However, as records grow and evolve, manual builders quickly become a maintenance headache. Each change to the record requires updates across the builder: new fields, constructor logic, withX() methods, and build() logic, all need to be manually adjusted.

RecordBuilder removes that burden through annotation processing. It generates the builder at compile time and keeps it perfectly in sync with the record’s structure. Any modification to the record header – adding, removing, or reordering field – is automatically handled. This eliminates a common source of bugs and improves long-term maintainability.

Additionally, RecordBuilder brings in useful patterns like consumer-based updates and static cloning methods that would require significant effort to implement manually. In terms of developer efficiency, correctness, and consistency, RecordBuilder provides more value than a hand-rolled builder ever could.

8. Conclusion

The RecordBuilder library makes working with Java records easier and more practical. It generates fluent, immutable-friendly builders that remove the need for manual constructors or update methods.

Its real strength is balance: flexible updates without losing immutability, and expressive code without boilerplate. Whether we’re building DTOs, API responses, or config objects, it fits naturally into our workflow. With almost no setup, RecordBuilder becomes a powerful tool for clean, scalable Java development.

The complete source code for this article can be found over on GitHub.

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.

Partner – Microsoft – NPI EA (cat = Baeldung)
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Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, visit the documentation page.

You can also ask questions and leave feedback on the Azure Container Apps GitHub page.

Partner – Microsoft – NPI EA (cat = Spring Boot)
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Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, visit the documentation page.

You can also ask questions and leave feedback on the Azure Container Apps GitHub page.

Partner – Orkes – NPI EA (cat = Spring)
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Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

Partner – Orkes – NPI EA (tag = Microservices)
announcement - icon

Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

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

Partner – MongoDB – NPI EA (tag=MongoDB)
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Traditional keyword-based search methods rely on exact word matches, often leading to irrelevant results depending on the user's phrasing.

By comparison, using a vector store allows us to represent the data as vector embeddings, based on meaningful relationships. We can then compare the meaning of the user’s query to the stored content, and retrieve more relevant, context-aware results.

Explore how to build an intelligent chatbot using MongoDB Atlas, Langchain4j and Spring Boot:

>> Building an AI Chatbot in Java With Langchain4j and MongoDB Atlas

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

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

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