The article evaluates 13 Java web frameworks across performance, ecosystem maturity, learning curve, development efficiency, enterprise adoption, and innovation, classifying them into tiers—from the dominant Spring Boot to legacy Struts 2—based on objective metrics such as GitHub stars, benchmark results, and market usage.
The article explains how to achieve a graceful termination of a Linux process by sending SIGTERM (kill -15), how the signal translates into a thread interrupt that causes sleep to throw an exception, and why the end‑flag still prints in a simple Spring Boot‑style example.
This guide explains why @Scheduled jobs run on every Spring Boot instance in a cluster, and presents three practical solutions—Spring Integration's Redis lock, Redisson, and ShedLock—complete with Maven dependencies, configuration snippets, code examples, and runtime screenshots to guarantee that only one node executes the scheduled task at a time.
This guide explains how to embed the Arthas online monitoring tool into a Spring Boot application using the Arthas Spring Boot Starter, configure telnet and HTTP ports, access the console via terminal or web, and extend debugging across multiple services with Arthas Tunnel while addressing security considerations.
JSONPath offers a concise, XPath‑like syntax for extracting data from complex JSON structures, and this guide shows how to integrate it into Spring Boot, compare FastJSON, Jackson, and Gson implementations, and provides practical code examples, advanced configurations, and selection advice for Java projects.
Spring Boot 4.0.1 introduced a critical virtual‑thread configuration bug that disables Jetty’s virtual threads, causing massive CPU waste and slow responses; the article explains the bug’s cause, the official fix in v4.0.1, and provides upgrade steps, workarounds, and monitoring tips.
This article presents a complete Spring Boot 3 solution for multi‑dimensional network bandwidth throttling using a manually implemented token‑bucket algorithm, custom HandlerInterceptor, HttpServletResponseWrapper, and RateLimitedOutputStream, with detailed code samples, configuration options, and performance tuning guidance.
The article analyzes why Spring MVC controllers often become massive with repetitive validation, logging, and business logic, demonstrates an ugly controller example, then shows step‑by‑step refactoring using @Valid, assertion utilities, and a global exception handler to dramatically reduce code size and improve readability.
This guide explains why parameter validation is crucial for Spring Boot applications and walks through ten practical techniques—including built‑in annotations, custom constraints, server‑side checks, meaningful error messages, i18n, validation groups, cross‑field validation, exception handling, testing, and client‑side considerations—to help developers build robust, secure APIs.
The article shows how cluttered Spring controllers filled with try‑catch blocks, manual field checks, and business logic can be refactored into concise, readable code by using @Valid, assertion utilities, and a global exception handler, cutting the code size roughly in half.
This article introduces a ServiceManager component that uses Lambda expressions to automatically inject services, handle logging, cache service metadata, and manage exceptions, allowing Spring Boot controllers to call service methods with a single line of code.
This guide explains how to implement precise, multi‑dimensional network bandwidth throttling in Spring Boot 3 using a manually coded token‑bucket algorithm, HandlerInterceptor, HttpServletResponseWrapper, and RateLimitedOutputStream to control download, video streaming, and API traffic.
This guide details a step‑by‑step strategy for optimizing Druid in Spring Boot, covering environment setup, core pool parameters, monitoring, security hardening, leak detection, dynamic tuning, and common pitfalls to achieve high‑performance, stable, and secure database connections in production.
The article critiques the hype around unified Java data‑access libraries like dbVisitor, compares them with purpose‑built ORM Jimmer, and argues that in the AI era lightweight tools such as Spring Boot's JdbcClient may replace traditional ORMs altogether.
This article analyzes seven typical reasons why Spring transactions become ineffective or fail to roll back—such as wrong method visibility, final modifiers, self‑invocation, unmanaged beans, multithreading, non‑transactional tables, mis‑configured propagation or exception handling—and provides concrete code examples and practical solutions.
A detailed analysis shows that when a class is annotated with both @Configuration/@Bean and @Component, Spring creates only one bean—the one defined by @Configuration/@Bean—overriding the @Component definition, and explains how this behavior changed across Spring and Spring Boot versions.
This tutorial walks you through configuring Spring Boot 3.5.5 with ShardingSphere‑JDBC 5.5.2 to achieve database sharding, read‑write splitting, connection‑pool optimization using Druid, and demonstrates the complete code for entities, mappers, services, and controllers, plus verification steps.
This guide walks you through configuring JDK and Maven, installing essential VS Code extensions for Java development, setting up MySQL, creating a Spring Boot project with Maven, and running it using the Cursor IDE, including tips for troubleshooting common version and configuration errors.
This article explains how to design a highly available service registry for microservice architectures, covering high‑availability mechanisms, performance optimizations, scalability strategies, core registry functions, and provides a complete Java Spring Boot implementation using Redis.
By combining a local Caffeine cache, a remote Redis layer, and a MySQL database into a three‑tier cache pyramid, this guide shows how to reduce API response time from 28 ms to 2 ms, cut CPU usage by 35 %, and achieve up to 14‑fold performance gains, complete with configuration, code, and monitoring tips.
This article explains the TCC (Try‑Confirm‑Cancel) transaction model, its three practical variants, and provides a step‑by‑step guide with code examples for integrating Seata TCC into a Spring‑Boot e‑commerce order service, while addressing common pitfalls such as idempotency, empty rollbacks, and hanging transactions.
After upgrading IntelliJ IDEA, a Java project fails with the error ‘cannot access org.springframework.boot.SpringApplication – class file has wrong version 61.0’, which can be resolved by adjusting Maven runner settings to delegate IDE build actions to Maven and restarting the IDE.
This article walks through integrating Spring Boot with external APIs, comparing RestTemplate, Feign, and WebClient, and presents three data‑synchronization approaches—full, incremental, and real‑time—detailing step‑by‑step configurations, code examples, and the trade‑offs of each method.
After upgrading to Spring Boot 4, the article explains why both Jackson 2 and Jackson 3 appear together, outlines the four major breaking changes—including package reorganization, the shift from ObjectMapper to JsonMapper, new default date serialization, and the removal of checked exceptions—and offers migration tips.
This guide walks you through upgrading a Spring Boot project from 3.x to 4.0, covering Gradle version bump, dependency version catalog updates, starter module changes, Jackson 3 migration, Redisson API adjustments, and verification steps, while highlighting common pitfalls and official upgrade paths.
This article explains how to build short‑lived microservices using Spring Cloud Task on Spring Boot 3.5.0, covering environment setup, Maven dependencies, quick start code, configuration files, first task implementation, advanced options like custom table prefixes, external and parent task IDs, and task execution listeners with full code examples and screenshots.
This guide shows how to replace Spring Boot's default console banner by creating a custom banner.txt with ASCII graphics, using built‑in placeholders for version, port, profile and date, adding ANSI color codes, and optionally disabling the default banner to print a fully customized startup message from Java code.
This guide explains how to integrate Spring Boot DevTools into a Spring Boot project to achieve automatic hot deployment and remote debugging, covering Maven dependency setup, IDE configuration, Docker packaging, and step‑by‑step code examples.
The article shares a seasoned Java developer’s hands‑on review of IntelliJ IDEA 2025.3, highlighting the new Islands theme, built‑in support for Spring Boot 4 and Java 25, full‑line code completion, and integration of the Claude Code AI plugin, while offering practical usage tips and personal recommendations.
An in‑depth comparison of Spring Boot and Quarkus evaluates startup time, build speed, binary size, CPU, memory, and response latency using reactive APIs and native images, then outlines migration steps, Spring API compatibility, and practical benefits for developers moving Java microservices to Kubernetes‑native environments.
This article explains how @Autowired and @Resource differ in Spring Boot, covering their injection mechanisms, priority rules, applicable environments, and code examples, helping developers choose the appropriate annotation based on type‑based or name‑based injection needs.
The article explains why adding Redis alone often remains slow, introduces a three‑level cache pyramid (L1 Caffeine, L2 Redis, L3 MySQL) built with Spring Boot 3, and shows how this design reduces request latency from 28 ms to 2 ms, cuts CPU usage by 35 % and achieves up to 14‑fold throughput improvement.
Spring Boot 4 upgrades its default JSON processor to Jackson 3, introducing new package names, immutable builders, ISO‑8601 date serialization, and removal of checked exceptions, while preserving annotation compatibility for a smooth migration.
The article demonstrates how to combine Spring Boot 3, Caffeine local cache, and Redis into a three‑level cache pyramid, reducing API response time from 28 ms to 2 ms, cutting CPU usage by 35 %, and providing detailed configuration, code examples, performance benchmarks, and mitigation strategies for common high‑concurrency pitfalls.
This guide explains how to use Spring's built‑in Mapped Diagnostic Context (MDC) to generate a traceId for each request, configure Logback to include it in logs, and propagate the traceId through HTTP filters, RabbitMQ messages, thread‑pool tasks, and XXL‑Job scheduled jobs, complete with code examples and configuration snippets.
This guide shows how to integrate Apache Tika into a Spring Boot application by adding Maven dependencies, configuring a tika-config.xml file, creating a @Configuration class that provides a Tika bean, and using the bean to detect, translate, and parse various document formats.
This guide walks through integrating Spring Boot with external services using RestTemplate, Feign, and WebClient, then compares full, incremental, and real‑time data‑synchronization approaches, providing step‑by‑step code examples, configuration details, and practical trade‑off analysis.
This comprehensive guide walks you through the fundamentals, architecture, and key features of Ctrip's Apollo configuration center, then shows step‑by‑step how to create a Spring Boot client, manage environments, clusters, and namespaces, and finally package and deploy the application on Kubernetes with live configuration updates.
This guide explains how Spring Task turns Java applications into self‑managed schedulers, showing three quick steps to add the dependency, enable @EnableScheduling, and write @Scheduled methods, then dives into cron syntax, common use cases, pitfalls, performance tuning, and future enhancements.
Spring Boot 4.0 and Spring Framework 7 introduce a comprehensive overhaul—including Jakarta EE 11, JDK 25, JSpecify null‑safety, Project Leyden AOT, declarative HTTP clients, Jackson 3, native API versioning, built‑in resilience, OpenTelemetry, and a dual‑track Spring AI roadmap—providing developers with a modern, cloud‑native Java stack.
This tutorial walks through Jackson usage in Spring Boot 3, covering annotations for ignoring fields, renaming properties, custom serialization/deserialization, constructor handling, property visibility, date formatting, efficient JSON read/write, and enum handling with clear code samples and output screenshots.
This article explains how to build a lightweight, production‑grade idempotency middleware for Spring Boot 3 using AOP, a custom @Idempotent annotation, SpEL‑generated keys, and Redis atomic operations, covering architecture, core components, code examples, use cases, and performance characteristics.
This article explains Java's Service Provider Interface (SPI), compares it with traditional APIs, and provides a step‑by‑step guide to create a multi‑module Maven project, custom class loader, and Spring Boot application that dynamically loads authentication plugins from external JARs.
This comprehensive guide walks through preparing the environment, fine‑tuning core Druid pool parameters, building a robust monitoring system, strengthening security, detecting connection leaks, applying advanced runtime tweaks, and avoiding common pitfalls to achieve high performance and stability in production Spring Boot applications.
This article explains how Java's new virtual threads (Project Loom) can transform Spring Boot applications, delivering up to three‑fold QPS improvements and up to 67% lower memory usage, by replacing heavyweight platform threads with lightweight coroutine‑style execution, and provides detailed comparisons, benchmarks, code samples, and migration guidance.
Learn how to dramatically reduce Docker build times for Spring Boot applications by using the official Jarmode=tools layered jar feature, extracting layers, and employing multi‑stage Dockerfiles with optimized runtime settings, caching strategies, and optional security and performance enhancements.
After testing MiniMax M2.1 on a full‑stack e‑commerce order‑management task, the author finds the model correctly implements DDD layers, transaction handling, custom exceptions, and even generates a polished cyber‑punk UI, while its Java‑to‑Go code respects each language’s concurrency model and scores over 88 on the VIBE benchmark.
This article explains how Spring Boot 4.0’s @EnableMultiFactorAuthentication annotation simplifies the implementation of password‑plus‑one‑time‑token multi‑factor authentication, providing step‑by‑step code examples, custom token services, endpoint‑level MFA configuration, and production‑grade considerations.
This guide walks through preparing the environment, fine‑tuning core Druid parameters, managing connection lifecycles, building a monitoring stack, hardening security, detecting leaks, applying advanced runtime tweaks, and avoiding common pitfalls to achieve stable, high‑performance database pooling in Spring Boot.
The author, a non‑elite undergraduate and a modest 211 master’s graduate, shares a step‑by‑step 80‑day crash‑course that turned zero Java experience into multiple offers from major tech firms, emphasizing fundamental understanding, AI‑assisted learning, and thoughtful project trade‑offs.
The article explains why Druid can fail in a live Spring Boot service and provides a comprehensive, step‑by‑step optimization guide covering core pool parameters, monitoring setup, security hardening, leak detection, dynamic tuning, and best‑practice pitfalls to achieve stable, high‑performance database connections.
This article explains how to replace annotation‑based controllers with Spring Boot 3 functional routing, covering both servlet‑blocking and reactive WebFlux implementations, complete with code examples for handlers, routers, parameter validation, nested routes, filters, and resource redirects.
This guide walks through step‑by‑step how to prepare the environment, fine‑tune core Druid connection‑pool parameters, set up comprehensive monitoring, harden security, detect leaks, and apply advanced runtime optimizations to achieve stable, high‑throughput database access in Spring Boot applications.
This guide walks you through designing a scalable login module that supports dozens of authentication methods by combining the Strategy and Factory patterns with Spring Boot, providing clean code, easy extensibility, and robust testing without the tangled if‑else spaghetti.
This article explains the concept of software scaffolding, why it is essential for modern microservice development, and reviews popular scaffolding tools such as Spring Boot, Vue, Maven, Netty, Java EE, and Dropwizard, highlighting their benefits and practical usage.
Upgrading to Spring Boot 4 can cause missing @WebMvcTest, MockMvc, and other compilation errors because the framework modularizes its large autoconfigure JAR into many smaller starters, requiring updated dependencies and configuration changes to restore test execution and improve startup performance.
This article explains how Apache Ignite's memory‑first architecture, distributed compute grid, and event‑driven streaming enable sub‑100 ms decision making, high throughput, and strong consistency for real‑time bidding platforms, with practical code examples, Spring Boot integration, monitoring tips, and security considerations.
This article explains how to perform a graceful shutdown of Java services by using Linux kill signals, configuring JVM SignalHandler and Runtime shutdown hooks, releasing resources such as thread pools and sockets, and exposing a Spring Boot Actuator endpoint for controlled termination, complete with code examples and configuration details.
This article analyzes MyBatis-Flex, highlighting its lightweight, flexible, and powerful design, compares its feature set and performance against MyBatis-Plus and Fluent-MyBatis, lists supported databases, and provides a step‑by‑step quick‑start guide with code examples for Spring Boot integration.
This tutorial walks you through setting up a local Java Spring Boot service, installing and configuring cpolar for HTTP tunneling, creating and fixing a public address, and using the cpolar listener to monitor and replay API requests, complete with code snippets and screenshots.
This article demonstrates how to replace tangled if‑else login code with a clean Spring Boot solution that combines the Factory and Strategy patterns, enabling easy addition of multiple authentication methods such as password, WeChat, SMS, and future providers while improving extensibility, readability, and testability.
This article walks through analyzing a Spring Boot microservice project, configuring parent and child Maven pom files, packaging the required backend modules, and deploying both the backend JARs and the frontend static assets to a server using Java and http‑server.
Discover ten practical Spring Boot configuration techniques—including YAML anchors, externalized secrets, profile groups, type‑safe properties, random values, and cloud‑aware settings—that reduce duplication, improve safety, and make multi‑environment management effortless.
This article explains the trade‑offs between using a shared thread pool and creating dedicated pools in Java backend services, outlines scenario‑based decision rules, provides concrete Spring‑Boot configuration examples, and offers advanced dynamic tuning and interview‑style Q&A for reliable concurrency management.
This guide explains why sensitive configuration and user data must be encrypted in Spring Boot projects, demonstrates how to use Jasypt for property‑level encryption and custom AOP‑based field masking, and dives into the underlying PBE algorithm and source‑code mechanics.
This article walks you through creating a GraphQL API in Spring Boot 3 using the GraphQL SPQR library, covering environment setup, model and service definitions, resolver implementation, controller configuration, and optional starter usage with full code examples.
This guide explains what Spring Task is, walks through three steps to set up scheduled jobs in Spring Boot, demystifies Cron expressions, showcases common use cases, offers advanced configuration tips, warns about pitfalls, and outlines performance‑tuning and future directions for reliable backend scheduling.
This article compares five practical techniques—custom findBy, Query‑by‑Example, existsBy, COUNT aggregation, and native CASE WHEN EXISTS SQL—to determine whether a database record exists in Spring Boot 3.5.0, providing code examples, generated SQL, performance notes, and recommendations for each approach.
Dromara RuoYi-Vue-Plus is an open‑source, MIT‑licensed backend framework built on Spring Boot 3.4 that targets distributed clusters and multi‑tenant scenarios, offering upgraded features, extensive comparisons to other stacks, and a rich ecosystem of tools, documentation, and community support.
This article introduces MyBatis-Flex, a lightweight yet powerful MyBatis enhancement framework, compares its features and performance against MyBatis-Plus and Fluent-MyBatis, lists supported databases, and provides a step‑by‑step Spring Boot quick‑start tutorial with code examples.
This article explains Apache Tika's core features, architecture, and common use cases, then provides a step‑by‑step Spring Boot tutorial that integrates Tika to extract file content, detect personal identifiers with regex, and return results via a REST API for data‑loss‑prevention.
This article explains the double token (Access Token + Refresh Token) authentication model, compares it with single‑token approaches, outlines production‑grade security measures, recommends token lifetimes, and provides a complete Java Spring Boot implementation with code examples.
This guide walks you through what Spring Task is, how to enable it in three simple steps, decode cron expressions, explore six real‑world use cases, unlock four advanced features, avoid common pitfalls, and apply performance‑tuning and future‑proofing techniques for robust Java scheduling.
This guide shows how to quickly add OpenTelemetry to a Spring Boot microservice, covering Docker‑based Jaeger setup, Maven dependencies, YAML configuration, automatic instrumentation, custom spans, production tuning, e‑commerce tracing examples, and common pitfalls to avoid.
This article explains how to implement plugin mechanisms in Java using SPI and Spring Boot's spring.factories, covering benefits, common approaches, detailed code examples, custom configuration loading, and a complete real‑world case study to guide developers in building extensible applications.
This guide walks through Spring Boot 3's externalized configuration system, showing how to locate, rename, and override property files, use optional and wildcard locations, import additional resources, handle missing files, and apply profile‑specific settings with concrete command‑line examples and code snippets.
This guide explains Java's Service Provider Interface (SPI), contrasts it with traditional APIs, and walks through creating a multi‑module Maven project that uses SPI, a custom class loader, and external JAR loading to implement a flexible authentication plugin in a Spring Boot application.
This tutorial walks through implementing request tracing using MDC, configuring Logback's TurboFilter for dynamic log filtering, and creating custom filters in Spring Boot 3, complete with code examples, configuration snippets, and practical considerations for performance and correctness.
A Spring Boot 3.4.2 tutorial compares four entity‑to‑DTO conversion strategies—manual mapping, MapStruct, JPQL DTO projection, and JPQL record projection—using JMH benchmarks on an H2 in‑memory database, revealing that JPQL projection is roughly three times faster than the other approaches.
Spring Boot 4.0 GA introduces a modern Java baseline, native virtual‑thread support, GraalVM native image integration, streamlined API versioning, a lightweight @HttpExchange client, enhanced security and observability features, and a list of breaking changes, with migration guidance for developers.
This guide explains how RabbitMQ with MQTT provides lighter protocol overhead, built‑in QoS, reliable offline messaging and powerful topic routing, offering a more stable and scalable alternative to WebSocket for mobile, IoT and instant‑messaging scenarios, with full code examples for both front‑end and back‑end.
This article demonstrates how to integrate Apache Doris, a high‑performance MPP analytical database, into a Spring Boot application as a drop‑in replacement for MySQL, detailing environment setup, Maven dependencies, configuration, entity mapping, repository, service and controller code, and performance testing that shows Doris’s superior real‑time query speed.
This guide walks through the fundamentals of Apollo Config Center, explains its core concepts, architecture, and dimensions, and demonstrates how to create a Spring Boot client, configure it for dynamic updates, test environment changes, and deploy the application on Kubernetes.
This guide explains Spring Cloud Config's role in microservice architectures, covering its core features, architecture components, workflow, and step‑by‑step setup—including server creation, repository configuration, client integration, and optional dynamic refresh—while providing practical code snippets and diagrams.
This article provides a comprehensive guide to using Spring Boot's @ConfigurationProperties and @PropertySources annotations, covering their purpose, usage steps, code examples, and the differences between them for effective configuration management in Java backend applications.
MinIO has entered maintenance mode, dropping its web console, stopping Docker image updates, and refusing new features, prompting users to migrate to RustFs—a fully compatible, Apache‑2.0 licensed S3 alternative that offers higher performance and easy Docker and Spring Boot integration.
This guide shows how to achieve multi‑tenant data isolation in a Spring Boot application by creating a MyBatis interceptor that modifies SQL statements using JSqlParser, covering dependency setup, interceptor implementation, testing, and the rationale for intercepting the StatementHandler.prepare method.
This guide explains how to configure Spring Boot applications to use multiple coexisting DataSource beans—such as MySQL and TDengine—without runtime switching, covering bean definitions, MyBatis mapper scanning, transaction manager setup, custom @Transactional annotations, and common pitfalls, enabling clean separation of business, log, and time‑series data.
This article introduces Spring Boot 3's TransactionExecutionListener, explains its purpose compared to traditional transaction hooks, provides a complete code example—including entity, service, custom listener, and test cases—and demonstrates how to observe transaction phases and handle both successful commits and rollbacks.
This guide walks through creating a full‑stack WebSocket solution using Netty for the server, Spring Boot for lifecycle management, Redis for token validation, and Vue2 on the client, covering configuration, token handling, heartbeat detection, channel management, and message broadcasting with complete code examples.
This article explains how to eliminate repetitive manual encryption code in Java applications by using a custom @Encrypted annotation together with a MyBatis interceptor, enabling transparent AES‑GCM encryption and decryption of sensitive fields such as phone numbers, emails, and ID numbers.
This guide walks you through setting up IntelliJ IDEA and Docker to replace manual jar uploads with a single‑click remote deployment for Spring Boot applications, covering prerequisites, SSH configuration, Docker daemon basics, Dockerfile creation, and the final one‑step deployment process.
This article explains a Spring Boot and MyBatis solution that automatically encrypts and decrypts sensitive database fields via an @Encrypted annotation, eliminating manual cryptographic code, reducing maintenance overhead, and preserving performance while ensuring strong data protection.
This guide shows how to improve Spring Boot configuration management by using Java enums together with @ConfigurationProperties, providing clear, type‑safe settings, reducing magic numbers, and demonstrating a complete example with Maven dependencies, YAML files, a configuration class, controller, and Thymeleaf view.
This guide explains how to improve Spring Boot configuration management by defining configuration values as Java enums, mapping them with @ConfigurationProperties, and displaying them via a Thymeleaf front‑end, including Maven dependencies, YAML settings, enum class, config class, controller, and HTML template examples.
Spring Boot 4 launches alongside Spring Framework 7, Spring Data 2025.1 and Spring AI 1.1, delivering a massive upgrade that includes Jakarta EE 11, JDK 25, null‑safety via JSpecify, build‑time optimizations, modern HTTP clients, full‑stack Jackson 3 support, native resilience features, modular auto‑configuration, OpenTelemetry integration, and a dual‑track AI strategy.
This article demonstrates how to use the Adapter pattern together with Nacos dynamic configuration to abstract multiple OSS providers (Minio, Aliyun), configure Spring beans for hot‑refreshable storage selection, and integrate the solution into a microservice’s service, file, and controller layers.
This tutorial shows how to replace bulky if‑else or switch logic with Spring Statemachine in a Spring Boot application, covering dependency setup, state and event enums, machine configuration, persistence, service implementation, controller endpoints, and advanced conditional transitions for loan processing.
This guide walks you through three practical Spring Boot solutions—database scheduled scans, message‑queue delayed queues, and Redis key‑expiration notifications—to automatically cancel unpaid orders after 30 minutes, complete with code samples, architecture diagrams, pros and cons, and best‑practice recommendations.
Spring Boot 4 launches alongside Spring Framework 7, Spring Data 2025.1 and Spring AI 1.1, introducing Jakarta EE 11, JSpecify null‑safety, build‑time optimizations with Project Leyden, a declarative HTTP client, Jackson 3 support, native API versioning, integrated OpenTelemetry, and a dual‑track AI strategy.
