This article explains Netty's powerful asynchronous architecture, compares classic multithread, Reactor, select, poll, and epoll I/O multiplexing models, demonstrates JNI integration for native performance, and provides complete example code for building a high‑performance epoll‑based server in Java.
This article explains the purpose, basic methods, best‑practice usage, and typical scenarios of Java's CountDownLatch utility, providing code examples and a comparison with Thread.sleep to help developers synchronize multiple threads effectively.
This article explores Java's thread communication techniques—including the basic wait/notify mechanism, advanced Lock and Condition usage, and the thread‑safe BlockingQueue—providing detailed explanations, producer‑consumer examples, and additional concurrency utilities like CountDownLatch, illustrating how to coordinate threads efficiently in multithreaded applications.
This article explains how to use Maven plugins to build a Spring Boot project into an executable JAR, separate its dependencies into a lib folder, and create a Docker image that copies those libraries, enabling clean deployment of Java backend services.
The article proposes a domain‑model‑driven code paradigm—defining clear business models, core domain objects, and infrastructure abstractions like repositories, facades, and factories—while contrasting it with process‑driven designs using ability nodes and chains, arguing that these patterns cut repetitive effort and boost maintainability.
This guide explains why Tomcat's default development settings need tuning for production, covering JVM memory model basics, configuration file edits, thread pool and connector adjustments, as well as security hardening steps to improve performance and stability.
In its 2024 year‑end review, vivo Internet Technology published 44 technical articles, delivered 19 presentations on cloud‑native, AI, security and more, joined major open‑source foundations such as Linux, CNCF and CCF, and grew a community of over 70,000 technical professionals.
This article explains how to build a Spring Boot service that preprocesses images with OpenCV, extracts text using Tesseract OCR, and then parses identification numbers such as ID cards and business licenses via regular expressions, providing complete code examples and dependency details.
This article explains how to query multiple identical databases under a single data source by intercepting MyBatis SqlSource, using JSqlParser to prepend the appropriate database name to table references, and applying the decorator pattern for seamless dynamic database switching.
This article explains how to create a custom annotation and a MyBatis‑Plus interceptor that automatically injects data‑permission SQL conditions based on the current user's role, showing both a basic implementation and an advanced version with role‑based scope handling, complete with code examples and integration steps.
From Smalltalk’s pioneering pure‑object orientation, through Strongtalk’s static typing and Sun’s HotSpot JVM, to Lars Bak’s V8 JavaScript engine and the subsequent Dart language, a handful of innovators—including Gilad Bracha, Urs Hölzle, and Bak himself—have continually reshaped virtual‑machine performance and modern programming ecosystems.
This article explains why Spring Framework discourages field injection with @Autowired, compares constructor, setter, and field injection types, provides code examples for each, and discusses the drawbacks of field injection such as immutability issues, violation of single‑responsibility principle, tight coupling to the container, and hidden dependencies.
This article explains how to print numbers from 1 to 100 with two Java threads—one handling odd numbers and the other even numbers—by first using a synchronized block with wait/notify and then by employing Semaphore for thread coordination.
DynamicTp extends Java's ThreadPoolExecutor with zero‑intrusion configuration, real‑time parameter adjustment, comprehensive monitoring, and multi‑channel alerting, allowing developers to dynamically tune thread pools across microservices using popular configuration centers and integrate with tools like Micrometer and Grafana.
This article explains the purpose and usage of Java’s synchronized keyword, covering object locks, method locks, synchronized blocks, and class locks, along with detailed code examples that demonstrate how threads acquire and release locks to ensure data consistency in multithreaded environments.
In Java’s ThreadPoolExecutor, core threads remain alive even when idle unless the allowCoreThreadTimeOut flag is set to true, which then permits both core and non‑core threads to be reclaimed after exceeding the keepAliveTime threshold, a behavior that contradicts the pool’s design principle of minimizing thread creation overhead.
This article explores the One Billion Row Challenge, a Java benchmark that requires parsing a 13 GB file of one billion temperature records, and walks through baseline code, top‑ranked solutions, and a step‑by‑step performance tuning journey that reduces execution time from minutes to under two seconds.
The article explains why using Thread.sleep in a loop causes busy‑waiting and performance problems, and demonstrates several Java scheduling alternatives—including Timer/TimerTask, ScheduledExecutorService, wait/notify, and CompletableFuture—to efficiently check a flag at fixed intervals.
This article introduces the evolution of Java workflow engines, explains core BPMN concepts, and provides a comprehensive tutorial on integrating Flowable with Spring Boot—including Maven dependencies, database configuration, BPMN diagram creation, service task implementation, diagram viewing API, and unit testing.
Spring Boot enables modular backend development by placing each feature in its own Maven module and using @Import (or custom annotations, ImportSelector, ImportBeanDefinitionRegistrar, and @ConditionalOnProperty) to load configuration classes, scan components, and conditionally register beans while keeping the application a single monolithic program.
This article explains Spring Boot’s asynchronous processing mechanism, covering its purpose, the @Async annotation, configuration steps, custom thread pool setup, handling return values, and typical use cases, enabling developers to improve performance and responsiveness in backend applications.
This article examines why many large‑scale systems avoid the traditional delayed double‑delete cache‑invalidation strategy, explains its critical drawbacks, and presents alternative lease‑based and version‑based approaches with Lua scripts and Java wrappers for Redis to achieve stronger consistency.
This article introduces Apache Commons Lang 3, explains its key utilities, and demonstrates how to integrate the library with Maven and employ DiffBuilder and ReflectionDiffBuilder to compare Java objects, generate detailed difference reports, and simplify debugging and testing processes.
This guide explains how to efficiently and elegantly handle null pointer checks in Java by identifying data types, selecting the right utility classes such as StringUtils, ObjectUtils, Arrays, Collections, and applying their isEmpty methods to reduce repetitive code.
Explore the contrast between declarative and imperative programming, dive into Java Stream fundamentals, benchmark parallel versus sequential execution, and understand the role of annotations, offering practical insights for writing cleaner, more efficient backend code.
This article explains why plugin mechanisms improve modularity, extensibility, and third‑party integration, then walks through practical Java SPI implementations, custom configuration loading, and Spring Boot’s spring.factories approach, providing complete code examples and step‑by‑step guidance for building a robust plugin system.
The article surveys popular Java expression engines—including Spring Expression Language, OGNL, Aviator, and MVEL2—detailing their key features and providing lightweight utility wrappers, and highlights Hutool’s unified façade that can encapsulate these engines to simplify dynamic rule evaluation in backend applications.
This article explains how to improve performance of massive IN‑list queries in PostgreSQL by splitting the parameter list, executing the sub‑queries concurrently with a custom Spring AOP annotation, and merging the results using a configurable thread pool and return‑handling strategy.
This article explains how to improve performance of massive IN‑list queries in PostgreSQL by splitting the list, executing sub‑queries in parallel using a custom Spring AOP annotation, and merging the results with a configurable handler, providing a reusable solution for Java backend services.
This article presents ten practical MyBatis techniques—including dynamic SQL, resultMap, foreach, pagination, annotation proxies, second‑level cache, dynamic table names, custom type handlers, logging, and multi‑datasource configuration—to help Java developers write cleaner, safer, and more performant data‑access code.
This article breaks down Java's three memory regions—Heap, Off‑Heap, and No‑Heap—detailing their definitions, management mechanisms, performance impacts, typical use cases, and provides concrete code samples for allocating each type of memory.
This article explains why thread execution order is nondeterministic and presents eight Java techniques—join, single‑thread executor, CountDownLatch, CyclicBarrier, Semaphore, synchronized with wait/notify, and Lock with Condition—to reliably enforce sequential execution, complete with clear code examples for each method.
Java developers can parse JSON using six popular approaches—Jackson for high‑performance, annotation‑driven serialization; Gson for a lightweight, easy‑to‑use API; FastJSON for speed; JsonPath for XPath‑style nested extraction; org.json for simple utility; or manual parsing for full control—each suited to different performance and complexity needs.
This article explains how to integrate Spring Boot with MyBatis, configure a single Druid data source, implement a dynamic routing data source for multiple databases, and use custom annotations and AOP to switch databases at runtime, including full code examples and transaction management.
This article introduces and compares several Java expression engines—including Spring Expression Language, OGNL, Aviator, MVEL, and Hutool's expression facade—detailing their key features, typical use cases, security considerations, and providing utility class examples with code snippets for each engine.
This article provides a step‑by‑step tutorial on using Maven for Java backend projects, covering repository configuration, basic POM structure, dependency declaration, scope handling, exclusion, variable properties, multi‑module management, dependencyManagement, and common build plugins such as jar, assembly, and shade.
This article explains what Java enums are, why they are preferable to constants, demonstrates basic and custom enum definitions, shows how to compare, switch, and extend enums with properties, methods and constructors, and explores advanced uses such as EnumSet, EnumMap, Singleton and Strategy patterns, including Java 8 stream examples and JSON serialization.
This article introduces Java 8's Optional class as a robust solution for avoiding NullPointerException, explains its creation methods, demonstrates common operations such as get, isPresent, ifPresent, filter, map, flatMap, orElse, orElseGet, orElseThrow, and provides practical usage scenarios and cautions for developers.
This article describes how a legacy SSM‑based backend reporting service was refactored by archiving log data, leveraging Redis for hourly counters, and scheduling synchronization tasks to dramatically reduce query time for millions of records without adding external processing frameworks.
The article explains that in Java's SimpleDateFormat the lowercase y pattern (year‑of‑era) should be used for calendar dates, because the uppercase Y pattern represents a week‑based year which can incorrectly roll over to the next year near year‑end, causing bugs.
This article explains how to handle massive Excel‑DB import/export tasks in Java by comparing POI workbook types, selecting the right implementation, and leveraging EasyExcel with batch queries, sheet splitting, and JDBC batch inserts to process over three million rows efficiently.
This article introduces Java's java.util.concurrent.atomic package, detailing the core atomic classes—AtomicBoolean, AtomicInteger, AtomicLong, and LongAdder—including their constructors, key methods, typical use cases, and performance considerations in high‑concurrency scenarios for developers seeking efficient thread‑safe operations.
This article explains the Fork/Join model and ForkJoinPool in Java, covering divide‑and‑conquer theory, RecursiveTask implementation, task submission methods, work‑stealing queues, common pool pitfalls, and performance testing with code examples to help developers choose and tune parallel execution strategies.
This article presents a comprehensive guide to Spring's utility classes—including Assert, ObjectUtils, StringUtils, CollectionUtils, FileCopyUtils, ResourceUtils, StreamUtils, ReflectionUtils, and AOP helpers—detailing their purpose, usage patterns, and code examples, while also containing promotional material for related services.
Beyond the JDK, modern Java backend development relies on a core toolkit—including SpringBoot, Netty, Guava or Hutool utilities, JUnit 5 with Mockito, JMH, OkHTTP, HikariCP or Druid pools, Caffeine cache, Hazelcast, SLF4J + Logback, Jackson, Jolokia, Hibernate‑Validator, and FreeMarker—to build robust, high‑performance enterprise services.
This article introduces several Chinese open‑source AI platforms, shows how to import their Java SDKs, obtain API keys, run test demos, encapsulate a reusable AI module with Spring Boot configuration, and apply prompt‑engineering techniques to generate AI‑driven questionnaire content.
This article explains Java virtual threads, compares them with regular threads, shows how to enable them in SpringBoot, and presents performance tests that reveal up to a 200‑fold reduction in latency for IO‑bound workloads.
This article explains why Java's BigDecimal can guarantee lossless precision in financial calculations by examining its class definition, internal fields, example usage, and the detailed implementation of its add method, including scaling and long‑integer arithmetic.
This article compares six popular Java JSON parsing approaches—Jackson, Gson, FastJSON, JsonPath, org.json, and manual parsing—detailing their features, code samples, advanced options, and pros and cons to help developers choose the right tool for their projects.
This article explains how Java HotSpot uses a card‑table memory set to efficiently detect and handle cross‑generational references during young‑generation GCRoot scans, avoiding full old‑generation scans and significantly improving garbage‑collection performance.
This article explains six typical techniques—@RequestParam, @PathVariable, @MatrixVariable, @RequestBody, @RequestHeader, and @CookieValue—for extracting request data in Spring Boot APIs, providing usage scenarios and concrete code examples for each method.
To remediate CVE‑2023‑6378 in a Spring Boot 2.7.x application, you must replace the default logging starter with a direct Logback 1.2.x dependency (e.g., 1.2.13), because Spring Boot 2.7 cannot use Logback 1.3.x due to the removed StaticLoggerBinder class; the only other option is to upgrade the whole stack to Spring Boot 3.x, Logback 1.4.x, and JDK 11.
This article explains the challenges of thread synchronization in distributed systems, introduces the concept of distributed locks, compares common implementations such as Redis, Zookeeper, and databases, and provides robust Java and Lua solutions to ensure atomicity, avoid deadlocks, and support lock renewal.
Spring Boot 3.4 introduces extensive updates—including RestClient and RestTemplate auto‑configuration, revised HTTP client factories, refined bean validation, graceful shutdown defaults, a new Paketo tiny builder for OCI images, deprecations, and numerous configuration and observability enhancements—providing developers with a comprehensive guide to upgrade and leverage the latest features.
This article presents a curated list of 31 IntelliJ IDEA plugins—including translation tools, language packs, UI themes, code navigation, version control, code quality, and productivity enhancers—that together streamline Java backend development and improve developer efficiency.
This article explains various plugin implementation approaches in Java, including SPI, ServiceLoader, custom configuration, and Spring Boot's spring.factories, providing detailed code examples and step‑by‑step guidance for building extensible backend systems that can be dynamically loaded and configured at runtime.
This article explains how to prevent duplicate data submissions in a Spring Boot application by designing an idempotent mechanism using AOP and Redis, covering the concept, design strategy, custom annotation, aspect implementation, and a simple test controller.
The 2024 Java trend report analyzes JDK adoption rates, AI tooling, the rise of the Commonhaus Foundation, Spring and Jakarta EE evolution, virtual thread adoption, and community insights, offering guidance for technical leaders and developers planning their future investments.
This article explores the role of WebSocket in IoT, detailing its advantages over HTTP, comparing Java implementations, presenting a Netty‑based architecture for smart devices, and providing complete code examples for connection handling, authentication, and message processing to achieve real‑time communication.
This article provides a comprehensive tutorial on Apollo, covering its basic concepts, architecture, four-dimensional configuration model, client design, high‑availability considerations, and step‑by‑step instructions for creating a Spring Boot project, integrating Apollo dependencies, configuring environments, testing dynamic updates, and deploying the application on Kubernetes.
This article compares Java and Go across syntax, type systems, object‑oriented features, pointer usage, error handling, concurrency models, and reflection, providing code examples to illustrate the practical differences and trade‑offs for developers transitioning between the two languages.
This article details how a legacy reporting module suffering from slow page loads was refactored by archiving log data, caching hourly counts in Redis, and using scheduled synchronization to dramatically improve query performance without adding new middleware.
The article investigates a mysterious "prevent gc" comment in RocketMQ's source, explains how Thread.sleep(0) forces a JVM safepoint to mitigate long GC pauses, and demonstrates that changing loop counters from int to long eliminates the need for the hack.
A senior developer recounts switching from C# and Python to Java for web projects and higher pay, illustrating Java’s evolution from a “toy” language with early JVM limits to an enterprise powerhouse driven by JIT, Spring Boot, and robust performance that now rivals C++.
This article provides a comprehensive overview of Domain-Driven Design (DDD), explaining its core principles, layered architecture, domain model components such as entities, value objects, aggregates, and bounded contexts, and includes Java code examples to illustrate implementation.
This article introduces Java Stream API introduced in JDK 8, explains its pipeline concept, and demonstrates practical operations such as traversal, filtering, deduplication, type conversion, collection‑to‑map transformations, pagination, matching, and parallel processing with clear code examples.
This guide walks through building Spring Boot controller endpoints, standardizing request parameters, applying unified status codes with ResultVo, leveraging @Validated for bean validation, and using @RestControllerAdvice to globally handle exceptions and automatically wrap responses.
This article explains how Java's garbage collectors work, covering generational memory spaces, major algorithms such as mark‑sweep, mark‑compact, and copy, the most common collectors for young and old generations, safe points, throughput calculations, and tuning parameters.
This article walks through migrating an old MySQL‑5.7 project from MyBatis 3.5.0 to MyBatis‑Plus 3.1.1, explains the "Conversion not supported for type java.time.LocalDateTime" exception, shows how upgrading mysql‑connector‑java resolves the issue, and shares lessons learned from a production bug caused by an over‑optimistic validation change.
This article explains how to refactor the Spring MVC controller layer by introducing a unified response format, using ResponseBodyAdvice for automatic wrapping, fixing String conversion issues, applying JSR‑303 validation, creating custom validators, and handling exceptions globally to keep controller code clean and maintainable.
This article provides a comprehensive analysis of Spring's @Autowired annotation, explaining its purpose, usage in constructor, field, and method injection, and detailing the underlying bean post‑processor logic, dependency resolution, and candidate selection that enable automatic dependency injection.
This article presents a step‑by‑step guide to building a Netty‑based WebSocket server in Java, covering server initialization, channel configuration, custom handlers, push‑message services, testing procedures, and includes complete source code, while also containing promotional material for unrelated AI services.
This tutorial explains how to combine Spring Boot, MyBatis, and multiple databases using Druid connection pools, dynamic routing data sources, custom annotations, and AOP, providing complete configuration examples, code snippets, and best‑practice guidance for backend developers.
This article explains how to make Spring AOP logging configurable at runtime by dynamically adding or removing Advice objects through custom endpoints, event listeners, and plugin management code, and demonstrates the approach with a complete example including service, controller, and aspect jar.
The article examines the performance impact of excessive logging in large‑scale Java systems and proposes request‑level sampling with cross‑thread identifier propagation, offering practical component‑based solutions, implementation considerations, and a concrete code example for backend developers.
Log volume can cripple high-throughput Java systems, especially during traffic spikes, so this article explores practical strategies for request-level log sampling, cross-thread trace propagation, and component-based APIs to balance observability with performance, including code examples and implementation considerations.
Fast‑Retry is a high‑throughput Java retry library that enables asynchronous, non‑blocking retries for massive task volumes, offering programmable and annotation‑based APIs, custom retry policies, and significant performance gains over traditional synchronous frameworks like Spring‑Retry and Guava‑Retry.
This article explains a long‑standing JDK bug where Arrays.asList().toArray() returns an Object[] that causes ArrayStoreException when modified, analyzes the underlying implementation differences between java.util.ArrayList and Arrays$ArrayList, and describes how the issue was finally fixed in JDK 9.
This article introduces OAuth2.0 concepts, outlines its roles and grant types, and provides a step‑by‑step Spring Boot implementation of an authorization server, resource server, and test client, followed by test results and promotional information.
This article explains how to prevent brute‑force password attempts by locking an IP after three failed logins using a Spring Boot backend, Redis for distributed counters, and a Lua script to ensure atomic increment and expiration, while also providing a simple HTML login page for the front end.
The article explains LeetCode 491, requiring all non‑decreasing subsequences of length ≥2 from an integer array, and details a depth‑first search approach that uses a per‑level set to skip duplicates, with complete example implementations in Java, C++, C, and Python.
This article introduces Java 21 virtual threads, explains their lightweight, high‑concurrency and automatic management advantages, demonstrates basic and delayed usage with code examples, shows how to enable them in Spring Boot, and compares their performance against traditional threads in various scenarios.
This article explains the origins of big‑data technologies, details the architecture and read/write mechanisms of Hadoop's HDFS, describes the MapReduce programming model, and provides complete Java code examples for a simple distributed file‑processing job using Maven dependencies.
This chapter introduces advanced Java multithreading concepts, explaining thread safety, the synchronized keyword, various synchronization techniques, and practical code examples such as object‑level, class‑level, method‑level synchronization and double‑checked locking to help solve concurrency problems in performance testing.
This article explains the principles of object pooling in Java, introduces the Commons Pool 2 library and its use in Redis client Jedis, compares pool and non‑pool performance with JMH benchmarks, and details the fast HikariCP database connection pool along with configuration tips and interview questions.
This article provides a comprehensive overview of Spring and Spring Boot's extensible interfaces, detailing each extension point, its lifecycle stage, usage scenarios, and sample code, enabling developers to better understand and customize bean initialization within the backend framework.
This article explains how Spring Boot uses Tomcat by default, introduces Undertow as a high‑performance alternative, provides step‑by‑step Maven configuration to switch containers, compares Tomcat and Undertow on throughput and memory usage, and recommends Undertow for high‑concurrency Java web applications.
This article explains how to replace Shiro with jCasbin for permission management in Spring Boot, covering Maven dependency setup, configuration files, Enforcer initialization, custom policy handling, and a simple servlet filter for runtime authorization checks.
FastExcel, a Java‑based open‑source library announced after EasyExcel's discontinuation, offers fast, memory‑efficient Excel read/write, full compatibility with EasyExcel, simple APIs, MIT licensing for commercial use, easy Maven/Gradle integration, and clear code examples that have already attracted over 2,000 GitHub stars.
This article demonstrates how to replace tightly‑coupled if‑else or switch‑case logic with the Service Locator Pattern in a Spring application, allowing new file‑type parsers such as XML to be added without modifying client code, thereby adhering to the Open/Closed principle.
This article explains how a CDP system tackles the storage and set‑operation challenges of billions of user‑ID tags and groups by adopting bitmap techniques, especially RoaringBitmap, to dramatically reduce space usage and enable fast union, intersection, and difference calculations.
This article presents twelve practical MyBatisPlus optimization techniques—including avoiding isNull checks, specifying select fields, batch operations, using EXISTS, safe ordering, LambdaQuery, between, index-aware sorting, pagination, null handling, performance tracking, enum mapping, logical deletion, optimistic locking, and increment/decrement—to write cleaner, faster, and more maintainable backend code.
FastExcel, the newly renamed successor to EasyExcel, offers high‑performance Excel read/write, full compatibility, new features like row‑specific reading and PDF conversion, and provides detailed migration instructions with Maven/Gradle dependencies and code examples for Java developers.
This guide walks through identifying Java processes that cause high CPU load, extracting the hottest threads with top and jstack, analyzing JVM memory regions, interpreting GC logs, and applying practical JVM tuning parameters and tools such as jmap, jstat, and MAT to resolve performance bottlenecks.
This article introduces the motivation, architecture, technology choices, and key implementation details of a lightweight, highly extensible distributed job scheduling framework built on gRPC, Protobuf, a custom name‑server, and a bespoke message‑queue, addressing limitations of existing solutions like Quartz, XXL‑Job, and PowerJob.
This article explains the concept of idempotency in distributed systems, its importance for preventing duplicate orders in e‑commerce, outlines a solution using unique request identifiers, and provides a Java code example illustrating how to implement idempotent order creation.
This article compares Java and Go across syntax simplicity, type systems, object‑oriented features, pointers, error handling, concurrency, reflection, and community culture, providing concrete code examples and practical insights to help Java developers transition smoothly to Go.
This article explains the Knuth-Morris-Pratt (KMP) string‑matching algorithm, describes how the next array is built to capture prefix‑suffix information, shows Java implementations of the search and next‑array construction, and discusses common optimizations to reduce redundant comparisons.
This article introduces a free, low‑code web tool that lets backend developers instantly generate a functional admin‑type frontend UI from database schemas or Java/SQL description files, requiring only minimal configuration and no front‑end coding skills.
Discover ten powerful MyBatis techniques—from dynamic SQL and resultMap customization to batch operations, pagination, annotation‑based mappers, caching, dynamic table names, custom type handlers, logging, and multi‑datasource configuration—that can dramatically improve Java backend development efficiency and code quality.
