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Devoxx Belgium 2023 Takeaways
In October 2023, I visited Devoxx Belgium, and again, it was an awesome event! In this blog, you can find my takeaways from Devoxx Belgium 2023!
October 25, 2023
by Gunter Rotsaert DZone Core CORE
· 5,784 Views · 7 Likes
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Optimizing Kubernetes Costs With FinOps Best Practices
Delve into the multifaceted complexities of a distributed Kubernetes ecosystem and cost implications; discuss the recommended FinOps practices for Kubernetes.
October 24, 2023
by Sudip Sengupta DZone Core CORE
· 6,022 Views · 2 Likes
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How to Create Your Own 'Dynamic' Bean Definitions in Spring
Written by Benjamin Steinert (@ben_steinert), Lean Java Expert @comsysto Recently, I joined a software project with a Spring/Hibernate-based software stack, which is shipped in an SAAS-like manner, but the databases of the customers need to be separated from each other. Sounds easy for you? Ok let’s see what we have in detail. 1. Baseline study Requirement: There is a software product that can be sold to different customers, but the provider wants to keep the sensible data of the customer in separate data sources. Every customer/login has only access to exactly one data source. In a, let’s say, ‘simple’ Spring setup, one would simply add all databases to the configuration type of his choice. Spring currently offers four different ways of container configuration: XML-based (old-fashion) Annotation-based (almost old-fashion) Code-based (pretty awesome) Property-file-based (exotic, haven’t heard of it yet, right? We will come to that later again) If you are interested in the details about the different possibilities, I refer to the Spring Reference Manual. Customers get a pile of logins which are associated to a specific customer key, which should delegate to the correct database. There is always only one database relevant per customer. Quick as a shot, the experienced Spring developer will refer to the ‘AbstractRoutingDataSource‘ which stores a Map of data sources internally. Based on your implementation of determineCurrentLookupKey() – typically a ThreadLocal value is accessed – the correct data source from the internal map is chosen for opening a connection. The Spring Security experts will quickly show you how to introduce the customer key to your current session which you can easily access in your AbstractRoutingDataSource. It looks even more powerful in combination with Jndi, because it provides a look-up mechanism to search for JndiResources based on names. All that sounds nice apparently. But this approach has two drawbacks for us: One routing DataSource will consequently mean, one Hibernate SessionFactory, which is not acceptable in the context of Hibernate 2nd level cache usage. Read more on this right here: http://forum.spring.io/forum/spring-projects/data/25399-swapping-datasource-for-hibernate-what-happens-with-the-2nd-level-cache The Jndi lookup strategy hides the actual data sources and does not expose them to the Spring context. But sometimes it is good to have them for example if you think of database migration approaches like Flyway for example. For now, lets forget about these problems. We want to use the AbstractRoutingDataSource but without Jndi lookup functionality and don’t care about Hibernate performance ;). 2. The first solution in action Initially, when the application was rolled out for the first time, there was only one customer present. Apart from that, a demo customer was created to prove the multiple-customer feature. No one was really complaining about the fact that a developer needs to insert the data source configuration for every new customer. Everything looked good, until the day came, where a second customer was contracted. First of all we should set up a test environment, with a separate data source. Then the real one. Temporarily we thought about having a fifth ‘customer’ for running various integration tests. The team finally recognized, that the task of setting up the data source beans should be pushed to OPS somehow, because they already have to define the correct JndiResource in the servlet context. 3. Where only few seem to have gone before New developer-driven requirement: Setting up a new customer is an OPS task, hence, introducing a new data source should not affect the development team, because there is nothing to develop! A first brainstorming session brought up only one obvious idea: We need to partly expose our Spring XML config. “With great power comes great responsibility” and to be honest, no one really wants to share the power of configuring a Spring container. After a short recherche session, we found many questions dealing with the same sort of topic: “How to dynamically create spring beans based on some sort of configuration provided without rebuilding the war file?” http://stackoverflow.com/questions/3853498/multi-user-datasources-spring-hibernate http://stackoverflow.com/questions/860918/hibernate-spring-using-multiple-datasources Our approach with the ‘AbstractRoutingDataSource’ was referenced sometimes which confirmed our initial approach. But those especially arose my attention: http://stackoverflow.com/questions/10804885/dynamic-spring-bean-creation?rq=1 http://stackoverflow.com/questions/15328904/dynamically-declare-beans-at-runtime-in-spring http://stackoverflow.com/questions/21221125/spring-context-dynamic-change http://www.carlobonamico.com/blog/?p=55 My idea was to have our very own Spring Bean definition approach which does not affect the war file! I immediately started to search for bean definition alternatives and also stumbled upon the Spring JdbcBeanDefinitionReader and the above mentionedPropertiesBeanDefinitionReader. Both classes helped me understanding how Spring internally collects all the different bean definition details before initializing the beans. (A good resource for understanding, how a Spring ApplicationContext gets initialized is this SpringONE presentation.) I got temporarily discouraged, as I saw, that I can’t simply add a BeanDefinitionReader implementation somewhere, to an ApplicationContext. It felt wrong to implement my own ApplicationContext so I had one last chance. The fourth link provides an approach how to programatically create bean definitions with a BeanFactoryPostProcessor (BFPP) implementation. When you first read the javadoc it sounds a bit like the wrong way, even the bean name itself does not really imply to create bean definitions. Second thing is, that BFPP implementations assume, that all bean definitions are already in place, so the order of execution would become essential. But we are lucky, “there is some Spring for it” of course ;). In Spring 3.0.1 an interface extension to BFPP was introduced, the BeanDefinitionRegistryPostProcessor (BDRPP) (I love these names :)). Manu Cornet – Bonkers World Blog 4. The solution I decided to go for it and confined myself for a prototyping weekend. This is the list of acceptance criteria I defined: Based on the following line of configuration, the application should initialize following certain rules: customerKeys=customer_x, customer_y, demo_customer, ui_test The customer keys are identical to the set of possible keys provided by the login mechanism. A user can only have one customerKey assigned. A single data source is created per customerKey and will be managed by the AbstractRoutingDataSource. There were many pitfalls an dead-ends coming around this weekend. That’s why I prefer to show you the solution and explain why I did it like that. 4.1) How to get the ‘customerKey’ property injected in a BeanDefinitionRegistryPostProcessor? Well not the common way. Because BeanDefinitionRegistryPostProcessors are instantiated in a very early stage of the initialization process, you can’t use functionality like @Autowired or@Value. The technical reason can be looked up in the SpringONE presentation. Now the only things you can do: Access a SystemProperty / ServletContextParam *juck* Add the Spring Environment to your BeanDefinitionRegistryPostProcessor A short explanation, why the Spring Environment is helpful here: Since 3.1 Spring separates the configuration from the ApplicationContext, which means, that stuff like defined config properties and activated spring profiles got their own interfaces. So it is good practice to initialize your Environment before a single bean is instantiated or even defined. There are many conventions, which setup your environment automatically, but the true power comes along if you do it on your own. But that’s a topic for a new post. For the impatient here are some good resources to get a first impression: http://spring.io/blog/2011/02/11/spring-framework-3-1-m1-released/ http://blog.jamesdbloom.com/UsingPropertySourceAndEnvironment.html 4.2) Core implementation Now, this is what our BeanDefinitionRegistryPostProcessor now looks like: public class DataSourcesBeanFactoryPostProcessor implements BeanDefinitionRegistryPostProcessor { private final List customerKeys; public DataSourcesBeanFactoryPostProcessor(Environment springEnvironment) { parseCustomerKeys(springEnvironment.getProperty("customerKeys")); } @Override public void postProcessBeanDefinitionRegistry(BeanDefinitionRegistry registry) throws BeansException { for (String customerKey : customerKeys) { String dataSourceName = "dataSource_" + customerKey; BeanDefinitionBuilder definitionBuilder = BeanDefinitionBuilder.genericBeanDefinition(JndiObjectFactoryBean.class); definitionBuilder.addPropertyValue("jndiName", "jdbc/" + dataSourceName); registry.registerBeanDefinition(dataSourceName, definitionBuilder.getBeanDefinition()); } } @Override public void postProcessBeanFactory(ConfigurableListableBeanFactory beanFactory) throws BeansException { // we actually only add new beans, but do not post process the existing definitions } private static List parseCustomerKeys(String rawCustomerKeys) { if (StringUtils.isEmpty(rawCustomerKeys)){ throw new IllegalArgumentException("Property 'customerKeys' is undefined."); } return Collections.unmodifiableList(Arrays.asList(StringUtils.split(rawCustomerKeys, ","))); } } 4.3) Get it running! Now Spring offers again different possibilities how to actually add a custom BeanFactoryPostProcessor / BeanDefinitionRegistryPostProcessor to the set of processors executed: @Component would be possible for beans implementing BeanFactoryPostProcessor in general, but we need the Spring Environment inside to access the customerKeys. And in that early stage, no Autowiring takes place. Create an XML BeanConfig entry for it. (Oldschool we don’t want to maintain XML files any longer ;) ) JavaConfig not possible, because the AnnotationScanners for it are BeanDefinitionRegistryPostProcessors itself: See SPR-7868. Add the BDRPP programmatically to the ApplicationContext during initialization: public class MyApplicationContextInitializer implements ApplicationContextInitializer { @Override public void initialize(ConfigurableApplicationContext applicationContext) { ConfigurableEnvironment springEnvironment = applicationContext.getEnvironment(); applicationContext.addBeanFactoryPostProcessor(new DataSourcesBeanFactoryPostProcessor(springEnvironment)); } } In the likely case of developing a web application, please don’t forget to define the initializer in you web.xml: contextInitializerClasses your.package.MyApplicationContextInitializer If you are lucky and OPS offers you a Servlet 3.0+ environment, the programmatic approach should be self-explanatory. Looks useful? Thanks :). 4.4) Plugging it together. The last thing missing is the initialization of the AbstractRoutingDataSource. And there it gets a bit bumpy. What we now have, is a set of factory beans which do a jndi lookup for adding those DataSources to our context. Later we want to bunde all those beans into the routing datasource, but then, we wont be able to know which datasource belongs to which customer. Although the customerKey is part of the bean name and the jndi path by convention, both are not rechable when injecting by the DataSource interface. Hmmm. Well we can rely on our bean name creation strategy once I think. Based on that, this is our JavaConfig for creating the AbstractRoutingDataSource: @Configuration public class RepositoryConfig { private String[] customerKeys; @Autowired private ApplicationContext applicationContext; @Value("${customerKeys}") public void setCustomerKeys(String rawCustomerKeys){ // parseCustomerKeys() extracted to Util class this.customerKeys = Util.parseCustomerKeys(rawCustomerKeys); } @Bean public AbstractRoutingDataSource routingDataSource(){ AbstractRoutingDataSource routingDataSource = new CustomerRoutingDataSource(); Map customerIndexMap = createCustomerMap(); routingDataSource.setTargetDataSources(customerIndexMap); return routingDataSource; } private Map createCustomerMap() { HashMap result = new HashMap(); for (String customerKey : customerKeys) { // could also be extracted to Util class to centralize contract String beanName = "dataSource_" + customerKey; DataSource dataSource = lookupBean(beanName, DataSource.class); result.put(customerKey, dataSource); } return result; } private T lookupBean(String beanName, Class clazz) { T bean = applicationContext.getBean(beanName, clazz); if (bean == null) { throw new MyStartupException("Mandatory Spring bean '" + beanName + "' missing! Aborting"); } return bean; } } The presented solution can generally be used for dynamically defining a set of beans of the same type which should take part in the whole Spring bean life cycle. 5.) Conclusion, drawbacks and upcomings With reaching 1600 words, I will take a break. But I won’t leave without summarizing the open topics so far: Why do we want to use Flyway for that. The current solution lacks the possibility to use Hibernate 2nd level caching. Will there be a solution? How can I efficiently use the Spring Environment for doing some config magic? Is there a possibility to inject or create whole maps of beans which would provide access to the beanName and probably be directly injected into the AbstractRoutingDataSource? I hope there will be time to discuss it :) So long! Have fun!
October 24, 2023
by Comsysto Gmbh
· 106,385 Views · 4 Likes
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That Can Not Be Tested!: Spring Cache and Retry
Learn how to write automated tests in order to ensure that given Spring features are used properly and discover generic advice on how to improve unit tests.
October 24, 2023
by Daniel Buza
· 13,469 Views · 5 Likes
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Popular Enterprise Architecture Frameworks
Appropriate EA framework selection is critical for Enterprise Architects based on the Organization's needs and goals.
October 24, 2023
by Ravi Kiran Mallidi DZone Core CORE
· 6,324 Views · 4 Likes
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Unlocking the Power of OpenAI in React: Revolutionizing User Experiences
In this blog, we will explore how to use OpenAI in React to revolutionize user experiences. Discover how integrating OpenAI with React can transform user experiences.
October 24, 2023
by Atul Naithani
· 8,889 Views · 3 Likes
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How To Deploy the ELK Stack on Kubernetes
This article will explore a step-by-step guide on deploying the ELK Stack on Kubernetes. By the end of this guide, you'll have a fully functional ELK stack setup.
October 24, 2023
by Pavlo Konobeyev
· 12,503 Views · 3 Likes
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Data Quality Assurance: A Framework for the Data-Driven Age
Transition from a reactive to a proactive Data Quality Assurance approach. Unlock the full potential of your data assets, reduce risks, and build trust.
October 24, 2023
by Eduardo Moore
· 2,559 Views · 1 Like
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.NET Multi-Targeting in Harmony With Sitecore's Multi-Site Management
This approach improves code reusability, enhances compatibility, and facilitates smooth transitions between different .NET versions.
October 24, 2023
by Kapil Rawal
· 2,436 Views · 2 Likes
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Enhance Testing Workflows With HTML Allure Reports in Cypress
Cypress is a fast and user-friendly JavaScript testing framework that generates detailed Allure reports with screenshots.
October 24, 2023
by Kailash Pathak DZone Core CORE
· 2,754 Views · 4 Likes
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Angular vs. Flutter for Web App Development: Know Which One Is Best?
We will compare Angular and Flutter frameworks to help you decide which one is better suited for developing your web app.
October 24, 2023
by Masudul Herry
· 5,267 Views · 2 Likes
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Migrating Hadoop to the Cloud: 2X Storage Capacity and Fewer Ops Costs
Learn how Yimian, an AI-powered data analytics provider, implemented a compute-storage decoupled architecture, doubled storage capacity, and cut operational costs.
October 24, 2023
by Yangliang Li
· 2,608 Views · 2 Likes
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Secure the Cluster: A Blazing Kubernetes Developer’s Guide to Security
This article will serve as a comprehensive guide to Kubernetes security, aimed at helping developers protect their applications and data.
October 24, 2023
by Akanksha Pathak DZone Core CORE
· 7,194 Views · 4 Likes
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Best Kubernetes Tools: The Complete Guide
There are several Kubernetes tools that help you automate processes to ensure your deployments and workflows are optimized.
October 24, 2023
by Florian Pialoux
· 4,736 Views · 2 Likes
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AWS Cost Optimization: Best Practices and Management Tools
Cloud cost optimization is vital considering most businesses are embracing Cloud solutions to deliver high-quality services while maintaining operational cost efficiency.
October 24, 2023
by Anthony Neto
· 2,370 Views · 1 Like
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Building Connected Vehicle Streaming Data Pipelines With MQTT and Kafka
The integration of MQTT and Kafka offers immense value across various use cases. This article will provide a demo to illustrate how MQTT and Kafka can be integrated.
October 24, 2023
by Li Guowei
· 3,277 Views · 2 Likes
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The Future of Java: Virtual Threads in JDK 21 and Their Impact
The article discusses the addition of virtual threads to JDK 21 and their impact on the future of Java.
October 23, 2023
by Roopa Kushtagi
· 10,171 Views · 11 Likes
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From Data to Insights: Kubernetes-Powered AI/ML in Action
Discover how how Kubernetes can join forces with AI/ML to provide fine-grained control, security, and elasticity for AI/ML workloads.
October 23, 2023
by Boris Zaikin DZone Core CORE
· 6,051 Views · 4 Likes
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Create and Add Custom Statuses in Jira
If you want to modify or add new statuses in Jira, follow this step-by-step guide.
October 23, 2023
by Oleksandr Siryi
· 3,606 Views · 1 Like
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GitHub Compliance – All You Need To Know
This article will discuss GitHub compliance regulations that CTOs and Security leaders should keep in mind. What is compliance and why is it important?
October 23, 2023
by Daria Kulikova
· 3,675 Views · 2 Likes
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