The article explains the AKF microservice splitting principle, describing how X‑axis horizontal replication, Y‑axis business‑oriented partitioning, and Z‑axis data‑oriented partitioning together address single‑point failures, capacity limits, and performance bottlenecks in clustered backend systems.
This article explains the fundamentals of database transactions, the ACID properties, and how Spring provides both declarative and programmatic transaction support through three core interfaces, detailed configuration examples in XML and Java, and a deep dive into transaction attributes such as isolation, propagation, rollback rules, read‑only mode, and timeout.
When a high‑traffic Dubbo interface began throwing thread‑pool exhaustion errors, the team traced the issue to Redis request spikes, identified mis‑configured connection‑pool parameters and version‑specific bugs, and applied a series of quick fixes, pool‑size adjustments, and client‑side optimizations that dramatically reduced latency and error rates.
This article details the motivation, design, key features, implementation techniques, and evaluation standards of a real‑time Java code‑coverage platform built on Jacoco, covering background industry trends, platform architecture, incremental reporting, visualization, Maven integration, and practical lessons for developers and QA teams.
The article explains why cache breakdown, penetration, and avalanche occur in high‑concurrency Redis environments, and presents practical mitigation techniques such as distributed locking, Bloom‑filter filtering, and careful expiration strategies to keep backend services stable.
This article explains how to implement a lottery feature in a Java backend, covering database schema design for prizes, probability limits and records, constructing a prize pool, the random selection algorithm, handling prize limits, and using a factory pattern to distribute various prize types.
The article explains the PHP function apache_setenv, detailing its purpose, parameters, return values, and provides a clear example of how to set an Apache environment variable for a subprocess.
This article describes the motivation, architecture, technology choices, and operational practices of building a lightweight Node.js middleware layer that acts as an API gateway for a data platform, covering its positioning, NestJS selection, Kubernetes deployment, health probes, and logging strategies.
This article examines the concept of idempotency, illustrates typical business scenarios such as order placement and fund transfer, analyzes which layers of a classic system architecture should enforce idempotency, and provides concrete database‑level strategies and code examples to achieve reliable, repeatable operations.
The apache_request_headers function in PHP returns an associative array of all HTTP request headers for the current request, requires no parameters, and returns FALSE on failure, with an example demonstrating how to iterate and display each header and its value.
This article explains how to design clear and consistent API error and result codes, using HTTP status code concepts, parameter conventions, personalized messages, and unified handling to improve communication, reduce maintenance costs, and enable effective monitoring and alerting for backend services.
This article explains the Apache php function apache_note(), its purpose as a wrapper for table_get/table_set, details its parameters and return values, and provides a practical code example showing how to set and retrieve notes between modules.
This guide explains how to configure and use Spring Bean Validation, demonstrates simple and method‑level validation, and shows how to create custom constraint annotations with full code examples for a Spring Boot 2.4.11 application.
This article introduces a Spring Boot‑based open‑source project that demonstrates how to integrate Alipay's various payment modes—including QR code, PC, WAP, and app payments—by detailing the required tech stack, configuration files, deployment steps, and key code snippets.
This article explains the fundamentals of distributed transactions, compares classic solutions such as two‑phase commit (XA), SAGA, TCC, local message tables, transaction messages, and maximum‑effort notifications, and presents a sub‑transaction barrier technique to handle network anomalies and ensure idempotency, isolation, and rollback safety.
This article demonstrates how to use Fluent MyBatis, native MyBatis, and MyBatis‑Plus to implement a statistical query on a student_score table, compares their code complexity and generation settings, and provides practical code examples and a summary of each framework’s advantages and drawbacks.
This article presents a comprehensive overview of technical middle‑platform architectures, covering core platform diagrams, banking data structures, retail industry models, backend design principles, real‑time data pipelines, enterprise evolution stages, and case studies from Alibaba and NetEase, illustrated with numerous diagrams.
This article explores the fasthttp library as a high‑performance alternative to Go's net/http client, demonstrates basic and advanced API usage with object pools, shows how to set up a mock test server, and provides complete Go unit‑test examples with output verification.
This article introduces SOFABoot, an Ant Financial open‑source framework built on Spring Boot that adds readiness health checks, class and log isolation, unified middleware integration, and modular development capabilities, and provides the project’s source repository for developers.
This article explains how Spring Boot 2.4.11 processes exceptions, routes them to the default /error endpoint, and uses BasicErrorController along with ContentNegotiatingViewResolver and StaticView to generate HTML or JSON error responses based on the Accept header, including code examples and configuration details.
This article explains how the presence or absence of a trailing slash in Nginx location blocks and proxy_pass directives changes request matching and URL rewriting, illustrated with concrete configuration examples and test results to help avoid common deployment errors.
This article explains PHP's mail() function, detailing its parameters, usage cautions, return values, and provides a complete code example for sending an email via SMTP, including formatting of recipient addresses, subject line restrictions, message body limits, and header construction.
This article introduces four powerful Java open‑source projects from the Dromara community—Sa‑Token for lightweight permission authentication, Forest as an elegant HTTP client, LiteFlow for component‑based workflow orchestration, and JPom for lightweight DevOps—detailing their core features, usage examples, and how they boost developer productivity.
This article explains why Spring @Transactional may become ineffective in various situations—such as wrong method visibility, final or static modifiers, internal method calls, missing bean registration, multithreading, unsupported table engines, misconfigured propagation, swallowed exceptions, and improper rollback settings—and provides practical solutions for each case.
The ezmlm_hash() function calculates the hash of an email address for storing EZMLM mailing‑list entries in a MySQL database, describing its parameter, return value, and providing a complete PHP usage example.
The article explains how to properly deal with message‑queue (MQ) outages by first encapsulating MQ operations, then applying degradation tactics such as persisting failed messages to a database, disk, or log, and finally implementing scheduled or manual message‑replay mechanisms while emphasizing monitoring and fallback logic.
This article walks through the Eureka dashboard’s System Status section, explains the meaning of each displayed metric, describes how the self‑preservation mode works and how to enable or disable it, and reviews cluster and instance information shown in a local Eureka cluster.
The author shares a personal journey through Java backend development, big‑data frameworks, database evolution, and team decision‑making, analyzing efficiency, environmental influences, and the impact of community and leadership on technology selection, while emphasizing practical trade‑offs over theoretical performance gains.
This article explains Go's closure mechanism, showing how functions capture surrounding variables, how the compiler's escape analysis moves those variables to the heap, and how closures are internally represented as structs containing a function pointer and captured environment.
This article presents a detailed overview of Alipay's Android wallet system architecture, illustrating its core components such as settlement, customer service, fund processing, and accounting, and further examines the open‑source MetaQ (Metamorphosis) distributed messaging middleware, highlighting its features, advantages over Kafka, and suitable application scenarios.
This guide explains how to add a custom banner.txt file to a SpringBoot project and shows several free online tools for generating ASCII art from text or images, including step‑by‑step instructions and example results that appear when the application starts.
Laravel 8.64 introduces the @aware Blade directive for accessing parent component data, adds new Stringable stripTags, lang_path, throwIf, and hasAny methods, and lists numerous framework enhancements and bug fixes in its release notes.
This article explains essential API design best practices, covering data modeling, resource naming, RESTful conventions, HTTP methods, version control strategies, and pagination techniques, with practical examples to help developers create robust, maintainable, and developer-friendly APIs.
This article explains how to design a modular Java SDK for an open platform, covering HTTP data transmission, flexible JSON/XML serialization adapters, and a simple API client with request/response abstractions, complete with code examples and practical implementation tips.
This article explains the sliding‑window rate‑limiting technique used by Sentinel, presents a classic sliding‑window coding interview problem with a full Java solution, and then dives into Sentinel's internal classes such as WindowWrap, LeapArray, and MetricBucket to show how windows are created, updated, and slid over time.
This guide compiles over 300 interview-style questions covering Python fundamentals, network programming, concurrency, databases, caching, frontend frameworks, DevOps tools, and system design, along with code snippets and brief explanations to help candidates prepare for technical interviews.
The article explains the concept of streaming queries in MyBatis, introduces the Cursor interface, demonstrates how to use it in Spring MVC controllers, and provides three practical solutions—SqlSessionFactory, TransactionTemplate, and @Transactional—to keep the database connection open during iteration.
This tutorial walks you through setting up iText in a Spring Boot 2.3.10 project, creating a Word‑based PDF template, configuring Adobe Acrobat form fields, and implementing a Java utility class to generate and serve personalized PDFs via a REST endpoint.
This article walks through creating a real‑time video bullet‑chat system using Netty as the backend server and WebSocket for bidirectional communication, covering technology selection, architecture design, data flow, and detailed Java and HTML/JavaScript code to implement the interactive feature.
This article walks through the design and implementation of a Java open‑platform SDK, covering a lightweight HTTP client, flexible serialization adapters for JSON and XML, and a simple API client, while sharing practical code examples and best‑practice tips for building maintainable backend integrations.
This article analyzes common business scenarios requiring timed tasks, compares single‑machine and distributed scheduling solutions such as Timer, ScheduledExecutorService, Spring, Quartz, TBSchedule, Elastic‑Job, Saturn, and Xxl‑Job, and provides a detailed feature and capability comparison to help choose the appropriate framework.
This article explains why Spring @Transactional may become ineffective or fail to roll back in various situations—such as wrong method visibility, final modifiers, internal calls, missing Spring bean registration, multithreading, unsupported table engines, misconfigured propagation, swallowed exceptions, and improper rollback settings—while also offering practical solutions and best‑practice recommendations.
This article explains how Redis implements distributed locks using the SET command with NX and PX options, compares plain setnx, Lua‑based atomic unlock scripts, and Redisson’s high‑level APIs including the RedLock algorithm, and provides practical code examples and pitfalls to avoid.
This article walks through creating a reusable Go HTTP client wrapper, demonstrates its use in a test script, shows console output, and integrates a mock server with Moco to enable quick API testing while applying a learning‑by‑doing approach.
This article introduces SpringBoot's core capabilities such as independent jar execution, embedded servlet containers, starter dependencies, auto‑configuration, production‑grade monitoring, and annotation‑driven development, while also outlining its advantages, disadvantages, CLI tool, Maven setup, and frequently used annotations.
This article reviews a series of common Node.js utilities—type checking, async sleep, file handling, streams, HTTP requests, assertions, code coverage, debugging, deprecation warnings, source‑maps, child processes, and CLI testing—comparing community packages with built‑in APIs, rating their replaceability, and offering practical migration advice for modern Node.js development.
This article explains the evolution from MVC to SPA, highlights the pain points of tightly coupled front‑end and back‑end development, and provides concrete responsibility separation, development processes, and a detailed API specification to enable efficient, loosely‑coupled collaboration in modern web projects.
This guide walks Java developers through installing Groovy, using its .groovy files, manipulating lists, maps, conditionals, loops, and leveraging built‑in JsonBuilder and HTTPBuilder for JSON handling and HTTP requests, all with clear code examples.
This article walks through the design and implementation of a complete captcha solution—including image and SMS verification—using .NET Core, covering background context, code details for generating graphics, unsafe handling, noise lines, caching strategies, rate limiting, validation logic, runtime results, and a link to the full source repository.
This article explains how Nginx location directives match request paths and demonstrates the four different behaviors of proxy_pass when the trailing slash is present or omitted, using concrete configuration examples and test results to clarify the impact on URL rewriting and request forwarding.
This article outlines a practical approach to designing open‑platform APIs, covering service‑provider application registration, usability, security, OAuth2‑based authorization, systematic and business request parameters, signature generation, verification, and best‑practice code examples.
This article introduces MySQL 8.0's enhanced JSON capabilities, covering key constraints, storage functions, GeoJSON support, indexing, in‑place updates, essential JSON utilities, path expressions, extraction, modification techniques, and the powerful JSON_TABLE feature with clear code examples.
This article explains why manual jar management can cause class loading conflicts, shows quick IDE-based steps to reorder jars for a temporary fix, and dives into JVM classloader isolation, the parent‑delegation mechanism, and Tomcat's startup loading order to help developers debug and prevent such issues.
This guide explains RocketMQ's four core components, details its architecture, walks through configuring and starting the NameServer and Broker, and provides troubleshooting steps for common startup problems, all illustrated with commands and diagrams.
This article explains the difference between synchronous and asynchronous method calls in Java, demonstrates how to implement synchronous tasks, then shows how to convert them to asynchronous execution using Spring Boot's @Async annotation, @EnableAsync configuration, and Future-based callbacks to measure total execution time.
This article explains how Nginx location matching works, why the presence or absence of a trailing slash in both location blocks and proxy_pass directives changes request routing, and provides concrete configuration examples to avoid common pitfalls.
This article presents a comprehensive, categorized collection of essential technical books covering frontend development, backend engineering, mobile app creation, server architecture, testing practices, multimedia processing, computer vision, data mining, recommendation systems, and 3D/AR technologies, offering readers valuable resources for deepening their expertise across the software development spectrum.
The article details how a legacy e‑commerce supply‑chain system plagued by unclear boundaries, inventory inaccuracies, and tangled dependencies was redesigned using domain‑driven design, hexagonal architecture, CQRS, and an EventStore solution, resulting in accurate inventory, easier extensions, and a reusable event‑driven component.
This article provides a comprehensive interview‑oriented overview of message queues, covering their use cases, popular frameworks, selection criteria, message models, reliability techniques, ordering, throughput optimization, high availability, and common Kafka interview questions.
This article comprehensively explains rate‑limiting concepts for Spring Cloud Gateway, covering common throttling scenarios, major algorithms such as Fixed Window, Sliding Window, Leaky Bucket and Token Bucket, reviews popular open‑source libraries, and demonstrates both single‑node and distributed implementations with detailed code examples.
This article explains the differences between system and operation logs, explores various implementation methods such as Canal, file logging, LogUtil, and method annotations, and demonstrates how to achieve clean, dynamic, and decoupled operation logging in Java Spring applications using AOP, SpEL, custom functions, and a well‑structured logging context.
This article explains how to improve database insertion performance in Java by replacing per‑iteration inserts with MyBatis‑Plus’s saveBatch method, detailing dependency setup, schema creation, entity, controller, service, and mapper code for efficient bulk operations.
This guide shows how to implement a custom EnvironmentPostProcessor in Spring Boot to decrypt sensitive configuration values such as datasource passwords, explains registration via META-INF/spring.factories, and details the execution order and related Spring Boot internals.
The Hulk framework, built on GDP2, provides a business‑oriented Go web development platform with out‑of‑the‑box components, standardized architecture, rich observability, and tooling that together improve code quality, development speed, and SRE efficiency for large‑scale short‑video services.
This article explains how Java reflection can be used to bypass private access modifiers, demonstrating code examples to access private fields, constructors, and methods, and discusses the advantages and disadvantages of using reflection in backend development.
This article explains how to implement a student QR‑code seat‑selection feature using PHP, detailing database schema design, URL parsing, seat‑allocation logic, attendance tracking, and daily cleanup tasks, enabling teachers to monitor seating without login while automatically recording student attendance.
An in‑depth comparison of the four major API architectural styles—RPC, SOAP, REST, and GraphQL—examining their mechanisms, strengths, weaknesses, and ideal use‑cases, helping developers choose the most suitable approach based on performance, scalability, security, and ecosystem considerations.
This article explains Java 8's CompletionStage API and its standard library implementation CompletableFuture, demonstrating its behavior through a series of concise examples that cover creation, chaining, asynchronous execution, custom executors, exception handling, cancellation, and composition of multiple stages.
This article explains Go's variadic parameters, showing how to declare them, pass arguments directly or via slices with the ... operator, and highlights common pitfalls and best practices for writing flexible backend functions.
This article provides a comprehensive overview of core Python concepts—including garbage collection, tuple versus list differences, process/thread/coroutine models, shallow and deep copying, the Global Interpreter Lock, sorting algorithms, closures, decorators, iterators, generators, and essential Django backend components such as WSGI, request lifecycle, middleware, ORM methods, caching, and REST framework.
This article explains the three Redis clustering modes, details how Redis Cluster uses 16384 hash slots calculated by CRC16, describes the rationale behind the slot count, and outlines the gossip‑based heartbeat communication and message format between master nodes.
This article introduces a comprehensive open‑source parking lot management system, detailing its five core functions, extensive feature set, modern Java‑Spring backend, Vue frontend, cloud‑ready architecture, and step‑by‑step deployment guide for developers.
A 2021 Spring ecosystem survey shows that Spring Data, Spring Security, Spring WebMVC, Kotlin adoption, API importance, modern architectures, Spring Native, and Kubernetes integration dominate developer choices, highlighting Spring's continued dominance in enterprise Java development.
This article demonstrates how MyBatis dynamic SQL simplifies conditional query building by explaining the usage of if, choose, foreach, trim, and bind tags, providing Maven project setup, table creation scripts, mapper interfaces, XML snippets, and unit test examples for SELECT, UPDATE, INSERT, and batch operations.
This article explains the fundamentals of distributed transactions, illustrates classic solutions such as two‑phase commit (XA), SAGA, TCC, local message tables, transactional messaging, and maximum‑effort notifications, and introduces a sub‑transaction barrier technique to handle network anomalies in microservice architectures.
This article provides a step‑by‑step guide for integrating Alipay's new transfer interface in a Java Spring application, covering certificate placement, property configuration, Maven dependencies, bean injection, configuration classes, utility services, and related data models with full code examples.
This article analyzes performance and concurrency problems in a code‑diff service, compares the original JGit‑based approach with a GitLab‑API solution, addresses new accuracy issues, and presents a compensation strategy using java‑diff‑utils to achieve stable, efficient backend diff processing.
The article explains why session sharing is critical in micro‑service and distributed deployments and presents four backend solutions—Nginx ip_hash load balancing, Tomcat session replication, Redis‑based centralized session storage, and cookie‑based sessions—detailing their implementations, advantages, and drawbacks.
The Vivo online mall introduces a multi‑dimensional pricing capability matrix and floor‑price monitoring system that flags or blocks orders when combined promotions push SKU prices below predefined thresholds, providing pre‑event configuration checks, real‑time alerts during sales, and post‑event analysis to prevent loss and price‑hunting incidents.
Airbnb replaced duplicated, latency‑prone authorization checks in its new service‑oriented architecture by moving them into data services and building Himeji, a Zanzibar‑inspired centralized permission store that uses triple‑based policies, configurable unions, sharded caching, and Aurora backing to deliver sub‑10 ms latency for millions of checks per second with 99.999 % availability.
This article explains how to build a free Java-based online preview service for Word, Excel, and PowerPoint files by installing Apache OpenOffice, adding JODConverter dependencies, creating a conversion utility class, and exposing the functionality through SpringBoot service and controller layers.
This article analyzes Elasticsearch’s distributed architecture, explaining core concepts such as nodes, indices, shards and replicas, comparing mixed and layered deployment models, and discussing data‑layer design choices and their trade‑offs in modern distributed storage and search systems.
This article provides a step‑by‑step guide to Django, covering web framework basics, the MVC/MTV pattern, project and app creation, URL routing, view logic, template rendering, static files, form handling, and database configuration with migrations.
This article provides a comprehensive overview of Node.js’s architecture, including its composition, code structure, startup process, event loop phases, process and thread management, core modules such as Cluster, libuv thread pool, signal handling, file operations, and networking protocols, illustrating how the runtime integrates V8 and operating‑system features.
The article demonstrates how to implement elegant, business‑logic‑independent operation logging in Java back‑ends by using AOP‑driven annotations, SpEL dynamic templates, custom parse functions, thread‑local context, and a Spring Boot starter, offering flexible persistence and automatic operator retrieval.
This article explains what a deadlock is in concurrent Java programs, discusses its impact on systems such as databases and the JVM, provides a guaranteed deadlock example with full source code, and walks through debugging steps to analyze and prevent such issues.
This article explains the principles, advantages, and drawbacks of various distributed transaction solutions—including XA two‑phase commit, three‑phase commit, TCC, Saga, and message‑based eventual consistency—while showing how they are implemented in Java/Spring environments and when each should be used.
The article explains why excessive null‑checking in Java code is problematic, distinguishes between null as a valid response and null as an error, and offers practical techniques such as returning empty collections, using assertions, throwing exceptions, and applying the Null Object pattern to write cleaner, safer code.
Learn how to extend Nacos’s configuration persistence beyond Derby and MySQL by cloning the feature_multiple_datasource_support branch, compiling the source with Maven, configuring Oracle as a datasource in application.properties, and launching Nacos in standalone mode, with step‑by‑step commands and essential scripts.
This article presents a detailed guide on building a startup backend architecture, covering language choices, core components, development processes, system tooling, and practical selections for project management, DNS, load balancing, CDN, RPC frameworks, databases, messaging, logging, monitoring, configuration, deployment, and security.
This article explains the fundamentals of data consistency in distributed systems, compares strong, weak, and eventual consistency, describes three classic cache patterns (Cache‑Aside, Read‑Through/Write‑Through, Write‑Behind), and presents practical techniques such as delayed double delete, retry mechanisms, and binlog‑based asynchronous deletion to keep Redis caches and MySQL databases in sync.
This guide explains how to install, configure, and use the @midwayjs/task module for distributed and delayed task scheduling in Midway, covering Redis setup, code examples for cron jobs, local tasks, manual triggers, progress tracking, logging, and troubleshooting.
This article presents a curated list of the eleven most popular Java open‑source projects on GitHub in August, including brief descriptions, star counts, and links, covering frameworks, messaging systems, data processing engines, and development tools for Java developers.
This guide explains how to create a custom DingTalk robot using Python 3.7, covering webhook configuration, security signing, step‑by‑step setup in the PC client, and a complete code example for sending text messages.
This guide explains how to add the mica-ip2region starter to a Spring Boot project, covering Maven and Gradle dependencies, built‑in configuration, custom Maven settings for the ip2region.db file, bean injection, available lookup methods, and a complete service example.
Jeepay is an open‑source payment system for internet businesses that supports multiple channels like WeChat Pay, Alipay and UnionPay, offers a Spring Boot backend with Spring Security, Ant Design Vue frontend, and provides comprehensive documentation, architecture diagrams, and deployment guides.
This article explains the motivation for client‑side caching, what data should be cached, and details the Redis tracking feature—including normal, broadcast, and redirect modes—while providing implementation examples and best‑practice guidelines for reducing latency and load on Redis servers.
This article explains why circular imports occur in Python, demonstrates the resulting ImportError with example modules, and provides three practical solutions—including importing modules directly, using lazy imports, and redesigning code structure—to prevent such issues.
This article explains how to use GraphQL as a Backend‑for‑Frontend gateway on Alibaba Cloud EdgeRoutine, covering the migration of Apollo Server, TypeScript setup, CDN edge caching, resolver implementation, and adding a Playground debugger, with full code examples and deployment tips.
This article introduces a high‑performance Python microservice framework built on Sanic, detailing its architecture, asynchronous design principles, integration of uvloop, asyncpg, aiohttp, Peewee ORM, OpenTracing, Swagger API documentation, middleware, testing, and deployment considerations for scalable backend services.
