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:

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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:

>> 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:

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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:

>> 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:

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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

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. Overview

In this tutorial, we’re going to look into distributed background job scheduling and processing in Java using JobRunr and have it integrate with Spring.

2. About JobRunr

JobRunr is a library that we can embed in our application and which allows us to schedule background jobs using a Java 8 lambda. We can use any existing method of our Spring services to create a job without the need to implement an interface. A job can be a short or long-running process, and it will be automatically offloaded to a background thread so that the current web request is not blocked.

To do its job, JobRunr analyses the Java 8 lambda. It serializes it as JSON, and stores it into either a relational database or a NoSQL data store.

3. JobRunr Features

If we see that we’re producing too many background jobs and our server can not cope with the load, we can easily scale horizontally by just adding extra instances of our application. JobRunr will share the load automatically and distribute all jobs over the different instances of our application.

It also contains an automatic retry feature with an exponential back-off policy for failed jobs. There is also a built-in dashboard that allows us to monitor all jobs. JobRunr is self-maintaining – succeeded jobs will automatically be deleted after a configurable amount of time so there is no need to perform manual storage cleanup.

4. Setup

For the sake of simplicity, we’ll use an in-memory data store to store all job-related information.

4.1. Maven Configuration

Let’s jump straight to the Java code. But before that, we need to have the following Maven dependency declared in our pom.xml file:

<dependency>
    <groupId>org.jobrunr</groupId>
    <artifactId>jobrunr-spring-boot-starter</artifactId>
    <version>5.1.7</version>
</dependency>

4.2. Spring Integration

Before we jump straight to how to create background jobs, we need to initialize JobRunr. As we’re using the jobrunr-spring-boot-starter dependency, this is easy. We only need to add some properties to the application.properties:

org.jobrunr.background-job-server.enabled=true
org.jobrunr.dashboard.enabled=true

The first property tells JobRunr that we want to start an instance of a BackgroundJobServer that is responsible for processing jobs. The second property tells JobRunr to start the embedded dashboard.

By default, the jobrunr-spring-boot-starter will try to use your existing DataSource in case of a relational database to store all the job-related information.

However, since we’ll use an in-memory data store, we need to provide a StorageProvider bean:

@Bean
public StorageProvider storageProvider(JobMapper jobMapper) {
    InMemoryStorageProvider storageProvider = new InMemoryStorageProvider();
    storageProvider.setJobMapper(new JobMapper(new JacksonJsonMapper()));
    return storageProvider;
}

5. Usage

Now, let’s find out how to create and schedule background jobs in Spring using JobRunr.

5.1. Inject Dependencies

When we want to create jobs, we’ll need to inject the JobScheduler and our existing Spring service containing the method for which we want to create jobs, in this case, the SampleJobService:

@Inject
private JobScheduler jobScheduler;

@Inject
private SampleJobService sampleJobService;

The JobScheduler class from JobRunr allows us to enqueue or schedule new background jobs.

The SampleJobService could be any of our existing Spring services containing a method that might take too long to handle in a web request. It can also be a method that calls some other external services where we want to add resilience as JobRunr will retry the method if an exception occurs.

5.2. Creating Fire-and-Forget Jobs

Now that we have our dependencies, we can create fire-and-forget jobs using the enqueue method:

jobScheduler.enqueue(() -> sampleJobService.executeSampleJob());

Jobs can have parameters, just like any other lambda:

jobScheduler.enqueue(() -> sampleJobService.executeSampleJob("some string"));

This line makes sure that the lambda – including type, method, and arguments – is serialized as JSON to persistent storage (an RDBMS like Oracle, Postgres, MySql, and MariaDB or a NoSQL database).

A dedicated worker pool of threads running in all the different BackgroundJobServers will then execute these queued background jobs as soon as possible, in a first-in-first-out manner. JobRunr guarantees the execution of your job by a single worker by means of optimistic locking.

5.3. Scheduling Jobs in the Future

We can also schedule jobs in the future using the schedule method:

jobScheduler.schedule(LocalDateTime.now().plusHours(5), () -> sampleJobService.executeSampleJob());

5.4. Scheduling Jobs Recurrently

If we want to have recurrent jobs, we need to use the scheduleRecurrently method:

jobScheduler.scheduleRecurrently(Cron.hourly(), () -> sampleJobService.executeSampleJob());

5.5. Annotating with the @Job Annotation

To control all aspects of a job, we can annotate our service method with the @Job annotation. This allows setting the display name in the dashboard and configuring the number of retries in case a job fails.

@Job(name = "The sample job with variable %0", retries = 2)
public void executeSampleJob(String variable) {
    ...
}

We can even use variables that are passed to our job in the display name by means of the String.format() syntax.

If we have very specific use cases where we would want to retry a specific job only on a certain exception, we can write our own ElectStateFilter where we have access to the Job and full control on how to proceed.

6. Dashboard

JobRunr comes with a built-in dashboard that allows us to monitor our jobs. We can find it at http://localhost:8000 and inspect all the jobs, including all recurring jobs and an estimation of how long it will take until all the enqueued jobs are processed:

jobrunr overview

Bad things can happen, for example, an SSL certificate expired, or a disk is full. JobRunr, by default, will reschedule the background job with an exponential back-off policy. If the background job continues to fail ten times, only then will it go to the Failed state. You can then decide to re-queue the failed job when the root cause has been solved.

All of this is visible in the dashboard, including each retry with the exact error message and the complete stack trace of why a job failed:

jobrunr baeldung

7. Conclusion

In this article, we built our first basic scheduler using JobRunr with the jobrunr-spring-boot-starter. The key takeaway from this tutorial is that we were able to create a job with just one line of code and without any XML-based configuration or the need to implement an interface.

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.

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

Partner – Microsoft – NPI (cat=Spring)
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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.

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