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:

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 – 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:

>> Join Pro and 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 – 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

Partner – LambdaTest – NPI EA (cat=Testing)
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Browser testing is essential if you have a website or web applications that users interact with. Manual testing can be very helpful to an extent, but given the multiple browsers available, not to mention versions and operating system, testing everything manually becomes time-consuming and repetitive.

To help automate this process, Selenium is a popular choice for developers, as an open-source tool with a large and active community. What's more, we can further scale our automation testing by running on theLambdaTest cloud-based testing platform.

Read more through our step-by-step tutorial on how to set up Selenium tests with Java and run them on LambdaTest:

>> Automated Browser Testing With Selenium

Partner – Orkes – NPI EA (cat=Java)
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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.

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 – 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.

1. Overview

New Relic’s Application Performance Monitoring (APM) helps us monitor and analyze the performance of our applications and microservices in one place. It removes the need for separate tools to track different system components, making performance management easier.

The New Relic Java agent constantly monitors our application for performance issues and errors. It sends metrics and event data to the New Relic dashboard at regular intervals, where we can review and improve the application’s performance.

In this tutorial, we’ll discuss several features of the New Relic Java agent, including traces, custom instrumentation, and alerts, that improve our ability to observe and optimize our applications.

2. Setup

We’ll showcase some of the features offered by the New Relic Java agent using a CurrencyConverterService that queries a currency exchange rates API and caches the results in Redis. First, let’s set up a New Relic account.

On the sign-up page, we can use our company email address or choose from the available third-party authorization providers. After signing up, we’ll set up the Java agent. New Relic offers two options: a UI-guided launcher or manual installation. For this example, let’s proceed with the manual installation.

We’ll use Apache Maven to download the newrelic-java.zip file, which contains all the Java agent components. Let’s add this dependency to our POM file:

<dependency>
    <groupId>com.newrelic.agent.java</groupId>
    <artifactId>newrelic-java</artifactId>
    <version>8.17.0</version>
    <scope>provided</scope>
    <type>zip</type>
</dependency>

Next, let’s update the POM plugin with instructions to extract the Java agent into the target directory:

<plugin>
    <groupId>org.apache.maven.plugins</groupId>
    <artifactId>maven-dependency-plugin</artifactId>
    <version>3.1.1</version>
    <executions>
        <execution>
            <id>unpack-newrelic</id>
            <phase>package</phase>
            <goals>
                <goal>unpack-dependencies</goal>
            </goals>
            <configuration>
                <includeGroupIds>com.newrelic.agent.java</includeGroupIds>
                <includeArtifactIds>newrelic-java</includeArtifactIds>
                <excludes>**/newrelic.yml</excludes>
                <overWriteReleases>false</overWriteReleases>
                <overWriteSnapshots>false</overWriteSnapshots>
                <overWriteIfNewer>true</overWriteIfNewer>
                <outputDirectory>${project.build.directory}</outputDirectory>
            </configuration>
        </execution>
    </executions>
</plugin>

The plugin extracts the agent’s components into the newrelic folder in the root directory of our project. We configure the plugin to exclude the newrelic.yml file to prevent it from being overwritten each time Maven re-extracts the agent.

Next, we configure the newrelic.yml file with custom settings for the New Relic agent. To do this, let’s download a template of the file and edit it with our configurations:

curl -L -o /path/to/extracted/agent/newrelic/newrelic.yml https://download.newrelic.com/newrelic/java-agent/newrelic-agent/8.17.0/newrelic.yml

As recommended, let’s change the default newrelic.yml permissions to allow read and write access only for the owner of the application process. On a Linux system, we use the following command:

chmod 600 newrelic.yml

Next, let’s edit the configuration values:

common: &default_settings
  license_key: <LICENSE_KEY>  
  agent_enabled: true
  app_name: Currency Converter
  #...

development:
  <<: *default_settings
  app_name: Currency Converter (Development)

test:
  <<: *default_settings
  app_name: Currency Converter (Test)

production:
  <<: *default_settings

staging:
  <<: *default_settings
  app_name: Currency Converter (Staging)

Our license_key was issued when we created our New Relic account. Next, let’s test our setup by starting the application:

java -javaagent:/path/to/newrelic.jar -jar /path/to/currency-converter-0.0.1.jar

After a short while, we should see our service listed under one.newrelic.com -> APM & Services.

3. Tracing Requests

Like other APM (Application Performance Monitoring) tools, New Relic lets us visually track the journey of a request. Let’s issue a request to our service to see this feature in action:

curl --request GET \
  --url 'http://localhost:8080/api/currency/convert?targetCurrency=GBP&amount=100'

Next, let’s navigate to the New Relic admin portal -> Traces and select our trace from the list. We should see a flow similar to the one in the screenshot below:

 

new relic transaction trace

Our request looked up the Redis cache, encountered a cache miss, called the currency exchange rates API, and stored the results in the Redis cache.

4. Implementing Custom Instrumentation

Although the Java agent automatically produces useful performance data, it also lets us add more detail to our transaction traces through the Java agent API. Let’s add it as a dependency to our project:

<dependency>
    <groupId>com.newrelic.agent.java</groupId>
    <artifactId>newrelic-api</artifactId>
    <version>8.17.0</version>
    <scope>runtime</scope>
</dependency>

Next, let’s update our service code to use the agent API:

@Service
public class CurrencyConverterService {
    //...
    @Value("${openexchangerates.base_currency}")
    public String baseCurrency;

    @Trace(metricName="CurrencyConversionCalc")
    public double getConvertedAmount(String targetCurrency, double amount) {
        String cacheKey = baseCurrency + "-" + targetCurrency;
        //...
        String eTagHeaderField = response.header("ETag");
        NewRelic.addCustomParameter(cacheKey, eTagHeaderField);
        //...
    }
}

The @Trace annotation instructs the Java agent to measure the getConvertedAmount() method, and the metricName property assigns a name to the metrics captured for our method in a transaction trace. We can manually capture a custom parameter returned as a header from the currency exchange rates API call.

Next, let’s enable custom tracing in the newrelic.yml file:

common: &default_settings
  #...
  enable_custom_tracing: true

By rerunning our application, we’ll see the additional information:

 

new relic transaction custom attribute

We use custom attributes when we want to run specific queries on our data. Let’s draft a query that uses the parameter we just created as an example:

SELECT count(`USD-AUD`) FROM `Transaction` SINCE 24 hours ago UNTIL now TIMESERIES

This query generates a time series similar to the one below:

[
    {
        "metadata": {
            "timeSeries": {
                "messages": [],
                "contents": [
                    {
                        "function": "count",
                        "attribute": "USD-AUD",
                        "simple": true
                    }
                ]
            },
            "eventTypes": [
                "Transaction"
            ],
            "eventType": "Transaction",
            "messages": [],
            "rawSince": "24 HOURS AGO",
            "rawUntil": "NOW",
            "rawCompareWith": ""
        },
        "total": {
            "results": [
                {
                    "count": 1
                }
            ],
            "beginTimeSeconds": 1736759267,
            "endTimeSeconds": 1736845667
        }
    }
]

From the time series, we note that our service was called only once during the 24-hour period being queried.

5. Configuring Alerts

Another helpful feature of New Relic is its Alerts, which let us configure early warnings to notify us of issues or anomalies in our application’s performance or activity. We configure these alerts in the New Relic admin portal using a range of available metrics. Let’s configure our own metric to use for an alert condition:

//...
Double cachedRate = redisTemplate.opsForValue().get(cacheKey);
if (cachedRate != null) {
    logger.info("Cache hit for key: {}", cacheKey);
    return amount * cachedRate;
} else {
    logger.info("Cache miss for key: {}, fetching from API", cacheKey);
    NewRelic.incrementCounter("Custom/CacheMisses");
}
//...

Each time we encounter a cache miss, we increment the metric counter associated with the provided metricTimesliceName. Next, we configure a condition to monitor this metric.

Let’s navigate to the New Relic admin portal -> Alerts -> Alert Conditions and select ‘New alert condition‘. From there, we’ll use the recommended guided mode to create our condition. Our metricTimesliceName will appear under Services – APM -> ENTITY_NAME -> Other Metrics only after the Java agent collects the metric from our running application.

 

new relic create alert condition

We’ll use the guided mode to create an Alert Policy, which groups our alert conditions and links them to a Workflow with customized alert notifications. After making a few requests on our application that trigger the condition, the Alert Policy will trigger an alert and the associated workflow:

 

new relic custom alert

6. Conclusion

In this article, we explored New Relic Java agent features and how they can enhance the observability of our applications. We saw how traces help track requests in our system, how to enrich our telemetry with custom instrumentation, and how to configure early warning notifications.

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 – 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:

>> 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

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 Jackson – NPI EA – 3 (cat = Jackson)