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.

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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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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.

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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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eBook – Persistence – NPI EA (cat=Persistence)
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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.

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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:

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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

In this tutorial, we’ll explore one of Hibernate‘s features: the Dirty Checking mechanism.

This concept enables Hibernate to detect changes in the state of entities automatically, allowing it to update entities automatically. We’ll start by understanding dirty checking, the idea of dirty entities, and how the mechanism works. Then, we’ll move on to a code example. Finally, we’ll discuss how to control and, if necessary, disable this feature.

2. What Is Dirty Checking in Hibernate?

Dirty checking is a mechanism in Hibernate that automatically detects and synchronizes changes made to the entities without requiring explicit update queries. When an entity state is changed in memory, Hibernate identifies the changes and ensures they will be persisted in a database when the transaction is committed.

Before exploring the mechanism deeper, let’s first define dirty entities as entities whose state has changed compared to their last known database state.

It’s important to note that dirty checking only applies to entities in a persistent state of the Hibernate entity lifecycle. In other words, it works only for entities that are associated with an active session.

3. How Does Dirty Checking Work?

The dirty checking mechanism takes a snapshot of the last known entity state. This typically occurs when a persistent object is first loaded from the database. During the session, if any property of the entity is modified, that entity becomes dirty. Later, while flushing the persistence context, Hibernate checks each dirty entity associated with the session against the snapshot created earlier and updates it in the database.

We don’t need to explicitly invoke any methods for persisting the data. Hibernate automatically flushes the session before committing the transaction, therefore ensuring that dirty checking is performed.

The entire process is automatic. Hibernate creates SQL queries and updates corresponding rows in the database.

3.1. Performance Impacts

While dirty checking is convenient, it does come with some performance considerations and impacts.

Hibernate tracks changes to objects, which can increase memory usage and processing time, especially for large datasets. In most cases, the overhead would be minimal, as it’s already optimized for performance.

However, there is a feature to improve performance – enhanced dirty tracking. Enhanced dirty tracking is an optimization in which Hibernate uses bytecode enhancement to track entity changes at the attribute level instead of comparing entire objects during flush. Full snapshots would be compared without this enhancement, but with the enhancement enabled, Hibernate knows exactly which fields changed and updates only those.

To enable dirty tracking, we need to include and configure the Hibernate enhancer plugin in our build tool.

4. Code Example

Now that we understand how the mechanism works, let’s see it in practice.

As a first step, we’ll create a basic entity to work with:

@Entity
public class Product {
    @Id
    @GeneratedValue(strategy = GenerationType.IDENTITY)
    private Long id;
    private String code;
    private double price;

    // omitted constructors, getters and setters
}

Let’s add a repository as well:

@Repository
public interface ProductRepository extends JpaRepository<Product, Long> {
    Optional<Product> findByCode(String code);
}

With the basic setup completed, let’s modify the state of an entity while it’s in a persistence context. To achieve that, we’ll first create an instance and persist it. After that, we change its state, flush the session, and observe changes applied without additional method invocations:

@Test
@Transactional
void givenProduct_whenModifiedWithoutSave_thenAssertChangesPersisted() {
    Product product = new Product("LOREM", 100.00);
    productRepository.save(product);

    product.setPrice(80.00);
    entityManager.flush();
    entityManager.clear();

    Product updatedProduct = productRepository.findByCode("LOREM").orElseThrow(RuntimeException::new);
    assertEquals(80.00, updatedProduct.getPrice());
}

The test confirms that the entity state is indeed changed after the flush. When a transaction commit occurs, data will be updated to the corresponding row in the database, as we can examine in the logs as well:

Hibernate: insert into product (code,price,id) values (?,?,default)
Hibernate: update product set code=?,price=? where id=?
Hibernate: select p1_0.id,p1_0.code,p1_0.price from product p1_0 where p1_0.code=?

5. Disable the Dirty Checking Mechanism

As observed, dirty checking is fully automated and helpful, but what if we want to disable it? Unfortunately, disabling dirty checking isn’t possible out of the box, as it’s deeply integrated into the framework. However, in this section, we’ll discuss scenarios where dirty checking doesn’t apply.

5.1. Explicitly Detach Entity

As previously mentioned, dirty checking only works for entities in a persistent state. Hibernate stops tracking changes once an entity is detached either manually, by clearing the persistence context, or when a transaction ends, thus preventing automatic updates.

We can modify the previous test by detaching the entity and asserting that the value remains unchanged:

@Test
@Transactional
void givenDetachedProduct_whenModifiedWithoutSave_thenAssertChangesNotPersisted() {
    Product product = new Product("LOREM", 100.00);
    productRepository.save(product);

    entityManager.detach(product);
    product.setPrice(80.00);
    entityManager.flush();
    entityManager.clear();

    Product updatedProduct = productRepository.findByCode("LOREM").orElseThrow(RuntimeException::new);
    assertEquals(100.00, updatedProduct.getPrice());
}

5.2. Read-Only Transaction

When a transaction is marked as read-only with @Transactional(readOnly = true), Hibernate optimizes performance by skipping entity snapshots. Since no snapshots are created, Hibernate cannot detect modifications. When the managed entity is modified, those changes are ignored if not persisted manually.

In general, @Transactional(readOnly=true) doesn’t enforce read-only behavior at the database level, it only prevents Hibernate from taking snapshots, tracking modifications and automatically flushing the session. Changes will be applied if an explicit save() or persist() is called.

5.3. Interaction With @Immutable Entities

Entities annotated with @Immutable are treated as read-only by Hibernate. Since they’re considered unchangeable, Hibernate skips tracking modifications, preventing dirty checking. Even if a property of the entity is modified, Hibernate won’t track the change, and no updates will be submitted to the database.

6. Conclusion

In this article, we explored how the dirty checking mechanism in Hibernate works, when it applies, and how it automatically synchronizes entity changes with the database. While dirty checking cannot be fully disabled, we’ve seen specific scenarios where dirty checking doesn’t take effect.

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.

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)
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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 – 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:

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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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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:

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Course – LSD – NPI (cat=JPA)
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Get started with Spring Data JPA through the reference Learn Spring Data JPA:

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