Tagged articles
862 articles
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DevOps
DevOps
Jun 14, 2023 · R&D Management

Effective Collaboration Between Testers and Developers: Tips and Practices

This article explains why close collaboration between testing and development teams is essential for successful web projects, offering practical strategies such as shifting testing left, using collaborative tools, involving QA in code reviews, adopting QAOps, automating tests, prioritizing scripts, and consistently tracking bugs.

QAOpsautomationdeveloper collaboration
0 likes · 9 min read
Effective Collaboration Between Testers and Developers: Tips and Practices
转转QA
转转QA
Jun 13, 2023 · Operations

Designing Test Plans for Operational Activity Projects

This article outlines a comprehensive test‑plan design process for operational activity projects, covering background, design thinking, detailed phases from requirement gathering through development, testing, and release, and offering practical testing points, data preparation, and post‑launch evaluation to ensure quality and effectiveness.

QAoperational activitiestest plan
0 likes · 9 min read
Designing Test Plans for Operational Activity Projects
Tencent Cloud Developer
Tencent Cloud Developer
May 22, 2023 · Artificial Intelligence

Application of AI Large Language Models in the Full Software Development Lifecycle

The article shows how AI large‑language models such as ChatGPT can support every stage of the software development lifecycle—from extracting requirements and designing solutions to generating code, tests, deployment scripts, and operational diagnostics—while warning about model inaccuracies, hallucinations, intellectual‑property and privacy risks.

AIChatGPTDeployment
0 likes · 8 min read
Application of AI Large Language Models in the Full Software Development Lifecycle
Java Architecture Diary
Java Architecture Diary
May 20, 2023 · Backend Development

What’s New in Spring Boot 3.1? Key Features, Upgrades, and Migration Tips

Spring Boot 3.1.0 introduces automatic configuration for Spring Authorization Server, upgraded HttpClient 5 support, enhanced Testcontainers management, Mockito 5 integration, Docker Compose integration, SSL configuration improvements, and numerous dependency upgrades such as Hibernate 6.2 and Jackson 2.15, all aimed at simplifying modern Java backend development.

DockerSpring Bootbackend-development
0 likes · 10 min read
What’s New in Spring Boot 3.1? Key Features, Upgrades, and Migration Tips
Advanced AI Application Practice
Advanced AI Application Practice
May 18, 2023 · Fundamentals

Essential Linux Commands Every Tester Must Master

The article explains why Linux skills are vital for testers, shows how to set up a practice environment using virtual machines, WSL or cloud servers, recommends free SSH tools, and provides detailed examples of essential directory, file, editing, and viewing commands.

LinuxSSHWSL
0 likes · 6 min read
Essential Linux Commands Every Tester Must Master
FunTester
FunTester
May 4, 2023 · Fundamentals

How to Build Trust in Test Results with Authoritative Test Criteria

The article explains why testers need clear system boundaries and authoritative test criteria, outlines methods to identify system components, and presents seven consistency dimensions—user requirements, comparable products, historical behavior, visual design, statements, standards, and purpose—to ensure reliable and repeatable testing outcomes.

ConsistencySoftware Testingfundamentals
0 likes · 6 min read
How to Build Trust in Test Results with Authoritative Test Criteria
Liangxu Linux
Liangxu Linux
May 3, 2023 · Backend Development

From Monolith to Microservices: A Practical Journey of an Online Supermarket

This article walks through the evolution of a simple online supermarket from a monolithic architecture to a fully fledged microservice system, highlighting the challenges, component choices, database splitting, monitoring, tracing, logging, gateway, service discovery, resilience patterns, testing strategies, and the trade‑offs of using a custom framework versus a service mesh.

MicroservicesService Mesharchitecture
0 likes · 23 min read
From Monolith to Microservices: A Practical Journey of an Online Supermarket
Baidu Tech Salon
Baidu Tech Salon
Apr 13, 2023 · Fundamentals

Understanding Software Quality: From Usability to Test Modeling and Cost Analysis

Understanding software quality involves three layers—Usable, Good‑to‑use, and Love‑to‑use—linked to business value, a quantitative loss model, testing’s feedback role, risk‑based test classification, defect‑handling costs, and emerging AI tools like TestGPT that automate test generation and decision‑making.

QAQuality ModelingSoftware quality
0 likes · 44 min read
Understanding Software Quality: From Usability to Test Modeling and Cost Analysis
Baidu Intelligent Testing
Baidu Intelligent Testing
Apr 12, 2023 · Fundamentals

Understanding Software Quality: From Usability Layers to Testing Practices and Cost Management

This comprehensive article explains software quality through three layers—usability, usefulness, and loveability—introduces a quality loss model, details testing concepts and phases, discusses cost of quality, risk‑based testing, and the future of TestGPT, while emphasizing the need for technical research and automation in QA.

QASoftware qualityquality cost
0 likes · 45 min read
Understanding Software Quality: From Usability Layers to Testing Practices and Cost Management
Baidu Geek Talk
Baidu Geek Talk
Apr 12, 2023 · Industry Insights

From Usable to Loveable: Redefining Software Quality and Testing Costs

This article explores software quality through three layers—usability, desirability, and loveability—introduces a quantitative quality model, breaks down the testing lifecycle, examines testing classifications, analyzes the cost of defect recall, and proposes risk‑based testing and AI‑driven TestGPT as future solutions.

QASoftware qualityTestGPT
0 likes · 47 min read
From Usable to Loveable: Redefining Software Quality and Testing Costs
JD Cloud Developers
JD Cloud Developers
Apr 12, 2023 · R&D Management

Mastering the ‘Test #1’ Role: A Blueprint for Quality Leadership in Large Projects

This article outlines the purpose, responsibilities, and step‑by‑step workflow of the Test #1 position—an owner‑type quality architect in large‑scale projects—covering background analysis, scope planning, test case design, execution, risk management, full‑link rehearsals, and post‑release review, with practical tips drawn from JD’s real‑world experience.

Project ManagementSoftware Testingrole definition
0 likes · 17 min read
Mastering the ‘Test #1’ Role: A Blueprint for Quality Leadership in Large Projects
Yunxuetang Frontend Team
Yunxuetang Frontend Team
Apr 7, 2023 · Frontend Development

Essential Frontend Techniques & Architecture Trends for Modern Development

This article curates recent front‑end topics—including HTTP Range resumable downloads, H5 app invocation, automation testing adoption, new JavaScript/TypeScript features, Chrome 112 updates, the history of Signals, and industry viewpoints—providing concise insights for developers seeking to stay current.

JavaScriptWeb Developmentbrowser updates
0 likes · 4 min read
Essential Frontend Techniques & Architecture Trends for Modern Development
Sohu Tech Products
Sohu Tech Products
Apr 6, 2023 · Frontend Development

Migrating Sentry’s Front‑end Tests from Enzyme to React Testing Library

At Sentry, the team documented a year‑and‑four‑month effort to replace Enzyme with React Testing Library across thousands of tests, detailing the motivations, migration strategy, performance challenges, tooling changes, and the eventual benefits such as improved accessibility, reduced reliance on React internals, and a more maintainable test suite.

EnzymeReactReact Testing Library
0 likes · 14 min read
Migrating Sentry’s Front‑end Tests from Enzyme to React Testing Library
NetEase Yanxuan Technology Product Team
NetEase Yanxuan Technology Product Team
Apr 3, 2023 · Frontend Development

Improving Front-End Project Delivery Quality through Tooling and Process Automation

The article proposes enhancing front‑end project delivery quality by replacing manual standards with automated tooling—static code linting, performance, error, and disaster‑recovery tests—and integrating these checks into DevOps checkpoints that enforce pass, alarm, or block actions, enabling metric‑driven, objective evaluation across teams and outsourced projects.

automationfrontendperformance
0 likes · 11 min read
Improving Front-End Project Delivery Quality through Tooling and Process Automation
DeWu Technology
DeWu Technology
Mar 29, 2023 · Backend Development

Practical Guide to API Automation and Platform Usage

This guide explains how to integrate the DeWu API automation platform, detailing usage scenarios for developers, testers and data generators, optimal timing for case creation, maintenance‑reducing templates, reusable components, test‑plan execution, and common pitfalls with solutions, ultimately streamlining test management and boosting efficiency.

API automationredistesting
0 likes · 17 min read
Practical Guide to API Automation and Platform Usage
Snowball Engineer Team
Snowball Engineer Team
Mar 29, 2023 · Databases

Mastering Redis: Architecture, Use Cases, Testing Pitfalls & Solutions

This article provides a comprehensive overview of Redis—including its architecture, common data structures, real‑world usage scenarios such as caching, counters, and distributed locks—followed by detailed QA test cases, common pitfalls like cache penetration, and practical mitigation strategies.

cachingdatabasedistributed-lock
0 likes · 16 min read
Mastering Redis: Architecture, Use Cases, Testing Pitfalls & Solutions
Python Programming Learning Circle
Python Programming Learning Circle
Mar 22, 2023 · Fundamentals

Characteristics of Good Code and How to Produce It

This article outlines ten essential characteristics of high‑quality code—robustness, efficiency, simplicity, brevity, testability, reusability, portability, observability, operational readiness, and scalability—illustrates common bad‑code examples, and explains how thorough requirement analysis, design, testing, and continuous iteration produce maintainable, reliable software.

best practicescode qualitycoding standards
0 likes · 14 min read
Characteristics of Good Code and How to Produce It
Python Programming Learning Circle
Python Programming Learning Circle
Mar 17, 2023 · Fundamentals

Python Coding Principles and Best Practices

This article presents a comprehensive collection of Python coding principles, covering coding style, function design, library usage, design patterns, internal mechanisms, development tools, testing, and performance optimization to help developers write clean, efficient, and maintainable code.

best-practicescoding-standardsdesign-patterns
0 likes · 9 min read
Python Coding Principles and Best Practices
php Courses
php Courses
Mar 17, 2023 · Operations

RunnerGo: An Open‑Source Full‑Stack Testing Platform – Features, Architecture, and Quick‑Start Guide

RunnerGo is an Apache‑2.0 licensed full‑stack testing platform built with Go and React that provides API testing, scenario automation, performance testing, and rich reporting, and the article details its features, technology stack, architecture, installation steps, configuration files, and open‑source repositories.

DockerLoad TestingPerformance Testing
0 likes · 7 min read
RunnerGo: An Open‑Source Full‑Stack Testing Platform – Features, Architecture, and Quick‑Start Guide
Xianyu Technology
Xianyu Technology
Mar 8, 2023 · Mobile Development

Systematic CI Capability Construction for Xianyu Mobile Development

By systematically building a macOS‑enabled Jenkins cluster, integrating Flutter UI automation, FeiFish CLI triggers, and mandatory CI‑gated code reviews, Xianyu transformed its expanding mobile team’s workflow, achieving over 80% test coverage, rapid null‑safety migration, and turning continuous integration into a core efficiency driver.

CIFluttertesting
0 likes · 17 min read
Systematic CI Capability Construction for Xianyu Mobile Development
DevOps
DevOps
Mar 2, 2023 · R&D Management

Team Quality Capability Checklist and Its Significance

This article examines common misconceptions in evaluating testing performance, presents a comprehensive "Team Quality Capability Checklist" covering ten essential capabilities, and explains why building these capabilities is crucial for delivering high‑quality software while enhancing team experience and effectiveness.

Performance EvaluationSoftware qualityquality metrics
0 likes · 9 min read
Team Quality Capability Checklist and Its Significance
Top Architect
Top Architect
Mar 1, 2023 · Fundamentals

Clean Code Practices: Naming, Classes, Functions, and Testing Guidelines

This article explains why clean code is essential for productivity, outlines naming conventions, class design, SOLID principles, function responsibilities, parameter handling, and testing practices such as TDD and the FIRST principles, providing concrete examples and refactoring snippets to help developers write maintainable, high‑quality software.

clean codesoftware designtesting
0 likes · 15 min read
Clean Code Practices: Naming, Classes, Functions, and Testing Guidelines
Efficient Ops
Efficient Ops
Feb 23, 2023 · Operations

How Southern Power Grid’s DevOps Platform Achieved National Leading Standards

The article details Southern Power Grid Digital Platform’s DevOps subsystem passing the China Academy of Information and Communications Technology’s DevOps standards assessment, highlighting the role of standardized tools, continuous delivery pipelines, and interview insights on improving software quality and digital transformation.

Continuous DeliveryDevOpsDigital Transformation
0 likes · 10 min read
How Southern Power Grid’s DevOps Platform Achieved National Leading Standards
转转QA
转转QA
Feb 17, 2023 · Operations

Evolution of Zhuanzhuan's Test Environments: From Monolithic Setups to Docker‑Based Dynamic and Stable Environments

This article details how Zhuanzhuan’s testing environment progressed from a handful of static machines to a Docker‑driven dynamic‑and‑stable architecture, addressing resource shortages, stability issues, and operational inefficiencies through IP routing, tag routing, and extensive automation, ultimately achieving significant reductions in resource usage, deployment time, and user‑reported problems.

DevOpsDockerEnvironment
0 likes · 13 min read
Evolution of Zhuanzhuan's Test Environments: From Monolithic Setups to Docker‑Based Dynamic and Stable Environments
Architects Research Society
Architects Research Society
Feb 10, 2023 · Fundamentals

Understanding Hexagonal Architecture: Principles and Implementation Example

The article explains the three core principles of Hexagonal (Ports‑and‑Adapters) Architecture, illustrates how to separate application, domain, and infrastructure code with concrete C# examples, and shows how this separation improves testability, dependency inversion, and modular design.

Dependency InversionDomain-Driven DesignHexagonal Architecture
0 likes · 18 min read
Understanding Hexagonal Architecture: Principles and Implementation Example
360 Quality & Efficiency
360 Quality & Efficiency
Feb 10, 2023 · Backend Development

Using Go's Built‑in Testing Tools: Unit Tests, Benchmarks, Coverage, Fuzzing, and Race Detection

This article introduces Go's native testing ecosystem—including unit testing, benchmark performance measurement, code‑coverage analysis, fuzz testing, and race‑condition detection—through a practical bookkeeping‑app example, demonstrating how each tool can uncover bugs, improve performance, and raise overall code quality.

Unit Testcode coveragefuzz testing
0 likes · 11 min read
Using Go's Built‑in Testing Tools: Unit Tests, Benchmarks, Coverage, Fuzzing, and Race Detection
Top Architect
Top Architect
Feb 8, 2023 · Fundamentals

Clean Code Practices: Naming, Classes, Functions, and Testing Guidelines

This article explains why clean code matters and provides practical guidelines on naming, class design, function decomposition, SOLID principles, testing strategies such as TDD and FIRST, as well as tooling like SonarLint to improve code quality and maintainability.

SOLID principlesclean codenaming conventions
0 likes · 18 min read
Clean Code Practices: Naming, Classes, Functions, and Testing Guidelines
DevOps
DevOps
Feb 6, 2023 · Operations

Microservice Testing Strategy: Pre‑Production and Production Approaches

This article explains how microservice architectures require a comprehensive testing strategy that combines traditional pre‑production tests—unit, integration, component, contract, and end‑to‑end—with production‑focused techniques such as fault injection, canary, blue‑green, and multivariate testing to ensure reliable continuous delivery.

Blue-GreenCanaryContinuous Delivery
0 likes · 5 min read
Microservice Testing Strategy: Pre‑Production and Production Approaches
macrozheng
macrozheng
Feb 3, 2023 · Fundamentals

Why Clean Code Matters: Practical Tips for Naming, Classes, Functions, and Tests

This article explains why clean, well‑structured code is essential for productivity and project success, and provides concrete guidance on naming, class design, function composition, testing practices, and tools to help developers write maintainable, high‑quality software.

best practicesclean coderefactoring
0 likes · 13 min read
Why Clean Code Matters: Practical Tips for Naming, Classes, Functions, and Tests
Architects Research Society
Architects Research Society
Jan 29, 2023 · Fundamentals

Comprehensive Guide to Agile Methodology and Testing Practices

This article provides a comprehensive overview of Agile methodology, detailing how testing adapts to Agile practices, comparing Scrum and Kanban, and exploring testing techniques such as BDD, ATDD, exploratory testing, and session‑based testing, while offering guidance for aligning testing with Agile delivery.

ATDDBDDKanban
0 likes · 24 min read
Comprehensive Guide to Agile Methodology and Testing Practices
MaGe Linux Operations
MaGe Linux Operations
Jan 26, 2023 · Fundamentals

How Clean Code Principles Transform Your Programming Practice

This article reflects on key insights from Robert Martin’s *Clean Code*, covering the distinction between dirty and clean code, the art of naming, effective commenting, function design principles, and the essential role of testing, offering practical examples and personal reflections for writing more readable, maintainable software.

clean codefunction designnaming
0 likes · 12 min read
How Clean Code Principles Transform Your Programming Practice
Top Architect
Top Architect
Dec 26, 2022 · Backend Development

Comprehensive Guide to Backend Development: System Design, Architecture, Networking, Fault Handling, Monitoring, Governance and Deployment

This article provides a thorough overview of backend development, covering system design principles such as high cohesion and low coupling, architectural patterns for high concurrency and availability, network communication techniques, common fault scenarios, monitoring and alerting strategies, service governance practices, and deployment workflows.

BackendDeploymentScalability
0 likes · 30 min read
Comprehensive Guide to Backend Development: System Design, Architecture, Networking, Fault Handling, Monitoring, Governance and Deployment
NetEase LeiHuo Testing Center
NetEase LeiHuo Testing Center
Dec 16, 2022 · Game Development

Risk Management and Mitigation Strategies for QA in Game Development

This article compiles real-world examples and practical guidance for identifying, assessing, and mitigating risks throughout the game development lifecycle, offering QA teams concrete strategies for risk definition, early estimation, and handling of demand, quality, process, testing, and operational challenges to improve overall risk management.

Game DevelopmentQAprocess
0 likes · 38 min read
Risk Management and Mitigation Strategies for QA in Game Development
NetEase Media Technology Team
NetEase Media Technology Team
Dec 6, 2022 · R&D Management

Testing Challenges and Quality Assurance Improvements for News Recommendation Systems

To cope with the multi‑stage, feature‑rich and rapidly iterated NetEase News recommendation pipeline, the QA team introduced detailed stage logging, controllable recall and user‑profile injection, configurable filters, forced‑push mechanisms, an integrated performance‑testing platform, automated case configuration, centralized requirement tracking, and self‑test tools, dramatically boosting testing quality and efficiency while outlining future automation goals.

Performance TestingR&D managementautomation
0 likes · 16 min read
Testing Challenges and Quality Assurance Improvements for News Recommendation Systems
IT Architects Alliance
IT Architects Alliance
Dec 4, 2022 · Backend Development

Mastering Retry Logic in Java: Spring‑Retry vs Guava‑Retry

This guide explains how to implement declarative retry mechanisms in Java using Spring‑Retry and Guava‑Retry, covering dependency setup, template and annotation usage, various retry and back‑off policies, test examples, and a comparative analysis of their flexibility and configuration options.

BackendBackoffGuava
0 likes · 17 min read
Mastering Retry Logic in Java: Spring‑Retry vs Guava‑Retry
37 Interactive Technology Team
37 Interactive Technology Team
Dec 2, 2022 · Backend Development

Why Avoid Go’s init() Function? Risks, Testing Issues, and Better Alternatives

This article explains why using Go's init() function is discouraged due to readability, testing complications, and error‑handling limitations, and it offers practical alternatives such as direct variable initialization, custom init functions with sync.Once, and controlled error‑aware initialization patterns.

BackendError HandlingGo
0 likes · 8 min read
Why Avoid Go’s init() Function? Risks, Testing Issues, and Better Alternatives
Laravel Tech Community
Laravel Tech Community
Nov 17, 2022 · Backend Development

Node.js v19.1.0 Release Highlights and New Features

Node.js v19.1.0 introduces function mocking in the test runner, recursive file‑system watching support, updated ICU, documentation collaborator additions, removal of experimental fetch warnings, MIME utilities, and performance improvements for text decoding, providing a comprehensive set of backend enhancements.

BackendFilesystemNode.js
0 likes · 2 min read
Node.js v19.1.0 Release Highlights and New Features
Yunxuetang Frontend Team
Yunxuetang Frontend Team
Nov 11, 2022 · Frontend Development

Explore Frontend Trends: Vite, Low‑Code, Functional Programming, JMeter, and Security

This collection highlights essential frontend topics—including Vite's performance debate, low‑code concepts, functional programming fundamentals, JMeter performance testing, strategies for managing module dependencies and theme switching, as well as practical guidance on preventing XSS and CSRF attacks—offering developers a concise roadmap to modern web development.

frontendfunctional programminglow-code
0 likes · 5 min read
Explore Frontend Trends: Vite, Low‑Code, Functional Programming, JMeter, and Security
21CTO
21CTO
Nov 10, 2022 · Fundamentals

Which Mistakes Are Killing Your Developer Career? 10 Habits to Avoid

This article outlines ten common developer missteps—from hoarding knowledge and skipping code reviews to weak testing and undocumented changes—and explains how avoiding them can transform you into a high‑value software engineer.

Code reviewdebuggingtesting
0 likes · 5 min read
Which Mistakes Are Killing Your Developer Career? 10 Habits to Avoid
Top Architect
Top Architect
Nov 6, 2022 · Backend Development

Comprehensive Guide to Backend Development: System Design, Architecture, Network Communication, Fault Handling, Monitoring, Service Governance and Deployment

This article provides a thorough overview of backend development, covering system development principles, architectural design patterns, network communication techniques, common faults and exceptions, monitoring and alerting strategies, service governance practices, and deployment workflows, all illustrated with clear explanations and practical examples.

BackendDeploymentSystem Design
0 likes · 33 min read
Comprehensive Guide to Backend Development: System Design, Architecture, Network Communication, Fault Handling, Monitoring, Service Governance and Deployment
Architect's Guide
Architect's Guide
Nov 5, 2022 · Backend Development

Comprehensive Guide to Backend Development: System Design, Architecture, Networking, Fault Handling, Monitoring, and Deployment

This article provides a comprehensive overview of backend development, covering system development principles, architecture design patterns, network communication techniques, fault and exception handling, monitoring and alerting strategies, service governance, testing methodologies, and deployment practices to help developers build robust, scalable, and maintainable services.

DeploymentSystem Designarchitecture
0 likes · 33 min read
Comprehensive Guide to Backend Development: System Design, Architecture, Networking, Fault Handling, Monitoring, and Deployment
Ziru Technology
Ziru Technology
Oct 28, 2022 · Operations

Why Feature Environments Fail and How to Build a Reliable One

This article analyzes the difficulties of initializing stable environments, the poor usability and low reliability of feature environments, proposes concrete solutions such as unified test environments, streamlined creation workflows, middleware adjustments, testing and documentation, and shares practical reflections from real deployments.

DeploymentOperationsfeature environment
0 likes · 12 min read
Why Feature Environments Fail and How to Build a Reliable One
Open Source Linux
Open Source Linux
Oct 19, 2022 · Backend Development

From Monolith to Microservices: A Practical Evolution Guide

This article walks through the step‑by‑step transformation of a simple online supermarket from a monolithic web app to a fully‑featured microservice architecture, covering common pitfalls, component choices, monitoring, tracing, logging, service discovery, fault‑tolerance, testing, and deployment strategies.

MicroservicesService Meshcircuit breaker
0 likes · 22 min read
From Monolith to Microservices: A Practical Evolution Guide
Efficient Ops
Efficient Ops
Oct 12, 2022 · Backend Development

From Monolith to Microservices: A Real‑World Journey and Lessons Learned

This article walks through the evolution of a simple online supermarket from a monolithic website to a fully split microservice architecture, highlighting the challenges encountered—such as code duplication, database bottlenecks, and operational complexity—and presenting practical solutions like service decomposition, monitoring, tracing, gateway control, service discovery, circuit breaking, rate limiting, testing strategies, and the use of service meshes.

BackendMicroservicesService Mesh
0 likes · 23 min read
From Monolith to Microservices: A Real‑World Journey and Lessons Learned
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Oct 12, 2022 · Frontend Development

Implementing a Simplified Qiankun JavaScript Sandbox: Snapshot, Singular Proxy, and Multiple Proxy Sandboxes

This article walks through building a lightweight Qiankun JS sandbox by first explaining sandbox principles, then creating a snapshot sandbox, a singular proxy sandbox that records changes via ES6 Proxy, and finally a multiple‑proxy sandbox that isolates each micro‑frontend with its own fake window, complete with test cases and setup instructions.

JavaScriptJestMicro Frontends
0 likes · 16 min read
Implementing a Simplified Qiankun JavaScript Sandbox: Snapshot, Singular Proxy, and Multiple Proxy Sandboxes
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Oct 11, 2022 · Frontend Development

Testing React Hooks with Jest and React Testing Library

This article provides a comprehensive guide on unit testing custom React Hooks using Jest, renderHook, act, and the React Testing Library, covering examples such as useCounter, useEventListener, useHover, and useMouse with detailed code snippets and best‑practice recommendations.

JavaScriptJestReact
0 likes · 16 min read
Testing React Hooks with Jest and React Testing Library
dbaplus Community
dbaplus Community
Oct 7, 2022 · Backend Development

Why Onion Architecture Boosts Maintainability and Testability in Complex Systems

Onion Architecture, a DDD‑aligned design pattern, structures applications into concentric layers centered on the domain model, promoting loose coupling, testability, and technology‑agnostic core logic, while detailing principles, layer responsibilities, testing strategies, microservice applicability, modular packaging, and practical implementation considerations.

BackendDomain-Driven Designonion architecture
0 likes · 12 min read
Why Onion Architecture Boosts Maintainability and Testability in Complex Systems
Code Ape Tech Column
Code Ape Tech Column
Oct 5, 2022 · Backend Development

Spring Boot 2.7 Upgrade Pitfalls and Solutions

This article provides a comprehensive guide to upgrading Spring Boot to version 2.7, detailing common issues such as missing dependencies, logging conflicts, circular bean references, Swagger configuration changes, Flyway compatibility, JUnit version mismatches, and JSON Long precision loss, along with concrete code‑based solutions.

BackendFlywaySpring Boot
0 likes · 14 min read
Spring Boot 2.7 Upgrade Pitfalls and Solutions
FunTester
FunTester
Sep 25, 2022 · Databases

Data Migration Scenarios, Testing, and Acceptance Guidelines

This article outlines common data migration scenarios such as system consolidation and database sharding, details analysis of user data before migration, discusses conflict resolution rules, presents migration planning and acceptance testing steps, and highlights post‑release monitoring and user feedback handling.

Data MigrationOperationsacceptance
0 likes · 7 min read
Data Migration Scenarios, Testing, and Acceptance Guidelines
DeWu Technology
DeWu Technology
Sep 22, 2022 · R&D Management

How DTDD Transformed API Documentation and Testing at DeWu: A Deep Dive

This article analyzes the challenges of fragmented API documentation workflows at DeWu, introduces the Document‑&‑Test‑Driven Development (DTDD) model, and details the architectural and procedural improvements—including data asset consolidation, multi‑level classification, mock services, and automated testing—that boosted documentation utilization and reduced development friction.

API ManagementDocumentationMock
0 likes · 15 min read
How DTDD Transformed API Documentation and Testing at DeWu: A Deep Dive
FunTester
FunTester
Sep 21, 2022 · Backend Development

Mastering Go Redis Set Operations: API Guide and Performance Benchmark

This article provides a comprehensive guide to implementing and testing Go Redis Set APIs—including SAdd, SCard, SIsMember, SMembers, SRem, SPop, and SPopN—complete with code examples, a unified test suite, and a performance benchmark that reports QPS and execution time.

APIBackendGo
0 likes · 8 min read
Mastering Go Redis Set Operations: API Guide and Performance Benchmark
Yunxuetang Frontend Team
Yunxuetang Frontend Team
Sep 16, 2022 · Frontend Development

Essential Front-End Architecture, Testing, and UX Resources for 2024

This curated collection introduces key front-end topics—including architecture layering, JavaScript monkey‑patch detection, component sharing via Webpack Module Federation, automated testing basics, Vue 2 this behavior, UX effectiveness measurement, and product versus UX design differences—offering practical insights for modern developers.

architecturecomponent sharingfrontend
0 likes · 4 min read
Essential Front-End Architecture, Testing, and UX Resources for 2024
Taobao Frontend Technology
Taobao Frontend Technology
Sep 14, 2022 · Frontend Development

Mastering Frontend Automated Testing: From Unit to E2E

This comprehensive guide explains why automated testing is essential for frontend development, outlines the differences between unit, integration, component, and end‑to‑end testing, and recommends practical tools and frameworks such as Jest, Vitest, Testing Library, Cypress, Playwright, and Puppeteer.

CypressJeste2e
0 likes · 21 min read
Mastering Frontend Automated Testing: From Unit to E2E
ELab Team
ELab Team
Sep 2, 2022 · Backend Development

How to Build a Minimal Mocha Test Runner from Scratch

This article walks through the design and implementation of a lightweight Mocha-like test framework for Node.js, covering automated testing concepts, core functions, asynchronous support, suite‑test tree construction, result collection, and verification with code examples and diagrams.

JavaScriptNode.jsTest Runner
0 likes · 26 min read
How to Build a Minimal Mocha Test Runner from Scratch
DevOps
DevOps
Sep 1, 2022 · Operations

Designing Quantifiable Steady‑State Hypotheses to Reduce Chaos Engineering Experiment Costs

The article examines why chaos‑engineering experiments often seem low‑cost‑effective, argues that unclear and unquantified steady‑state hypotheses hinder business value and automation, and proposes concrete, user‑centric, measurable hypotheses and equivalence‑class reasoning to streamline experiments and lower costs.

Cost reductionDevOpschaos engineering
0 likes · 9 min read
Designing Quantifiable Steady‑State Hypotheses to Reduce Chaos Engineering Experiment Costs
Qunar Tech Salon
Qunar Tech Salon
Aug 17, 2022 · Operations

Design and Optimization of Testing Environment 3.0 at Qunar Travel

This article describes how Qunar Travel has evolved its testing environment governance from a fixed 10‑machine setup to a template‑driven, soft‑routing architecture (Environment 3.0), improving delivery speed, reliability, business connectivity, and reducing operational costs through automated sync, smart recommendations, and continuous business checks.

EnvironmentMicroservicesOperations
0 likes · 22 min read
Design and Optimization of Testing Environment 3.0 at Qunar Travel
FunTester
FunTester
Aug 11, 2022 · Interview Experience

How to Ace a Testing Interview: Insider Tips from a Former Candidate

This guide shares practical advice on preparing for testing job interviews, handling technical questions, and conducting post‑interview reviews, emphasizing resume optimization, clear skill definitions, and proactive follow‑up to improve interview success rates.

career adviceinterviewresume
0 likes · 6 min read
How to Ace a Testing Interview: Insider Tips from a Former Candidate
NetEase LeiHuo Testing Center
NetEase LeiHuo Testing Center
Aug 5, 2022 · Backend Development

Best Practices for Designing a Clean and Robust Backend Project

This article shares practical guidelines for new backend projects, covering database design, module organization, scheduled task management, meaningful naming and comments, code robustness, clear error messages, and comprehensive self‑testing to help developers build maintainable and scalable systems.

Database designError HandlingModule Organization
0 likes · 12 min read
Best Practices for Designing a Clean and Robust Backend Project
转转QA
转转QA
Aug 5, 2022 · Operations

How to Make Test Task Breakdown and Scheduling More Reasonable

This article explains how to improve overall delivery efficiency by systematically breaking down testing tasks, setting realistic schedules based on clear goals, preparation steps, granular time estimates, dependency considerations, and post‑execution reviews, while emphasizing a target testing effort not exceeding half of development time.

QASchedulingprocess improvement
0 likes · 7 min read
How to Make Test Task Breakdown and Scheduling More Reasonable
Xianyu Technology
Xianyu Technology
Jul 27, 2022 · Operations

Automated Regression Testing for Xianyu Transaction Chain

The Xianyu transaction chain now employs automated regression testing that records and replays interface traffic, verifies scenarios, and integrates a strong checkpoint in the release pipeline, cutting manual validation from thirty minutes to one minute, enhancing quality assurance, release safety, and paving the way for broader test coverage.

automationci/cdquality assurance
0 likes · 7 min read
Automated Regression Testing for Xianyu Transaction Chain
ITPUB
ITPUB
Jul 25, 2022 · Information Security

How 58.com Secured Its Business Data with the 金盾 SDK: A Full‑Cycle Testing Blueprint

This article details 58.com’s end‑to‑end approach to securing mobile, H5, and server SDKs—covering security fundamentals, the 5A methodology, the 金盾 architecture, integration steps, data‑flow encryption, comprehensive risk‑based testing, performance evaluation, and release decision making.

MobileSDKencryption
0 likes · 18 min read
How 58.com Secured Its Business Data with the 金盾 SDK: A Full‑Cycle Testing Blueprint
DaTaobao Tech
DaTaobao Tech
Jul 21, 2022 · Frontend Development

Front‑end Performance Optimization: Testing, Analysis, and Sustainable Improvement Loop

The team implements a sustainable “discover‑analyze‑validate” loop that uses a performance blacklist, user‑centric metrics such as interactive time and second‑open rate, automated SDK data collection, and continuous trend monitoring to pinpoint front‑end bottlenecks, apply targeted fixes, and verify measurable load‑time improvements.

Metricsoptimizationtesting
0 likes · 10 min read
Front‑end Performance Optimization: Testing, Analysis, and Sustainable Improvement Loop
Architecture Breakthrough
Architecture Breakthrough
Jul 18, 2022 · R&D Management

Simplify Your Team’s Work: Practical Code Quality Assurance Strategies

This article explains why technical leaders must establish robust code quality assurance mechanisms—covering static analysis, unit testing, code reviews, defect tracking, automation, and release checks—to reduce manual effort, prevent production issues, and ultimately accelerate delivery while fostering developer growth.

Code reviewautomationcode quality
0 likes · 8 min read
Simplify Your Team’s Work: Practical Code Quality Assurance Strategies
ByteFE
ByteFE
Jul 15, 2022 · Frontend Development

Tech Newsletter: Highlights on Bun Runtime, ESM Loader Hooks, Canvas, Proxy/Reflect, Unit Testing, and More

This newsletter curates recent technical insights covering the high‑performance Bun JavaScript runtime, ESM Loader Hooks for module processing without bundlers, deep dives into Canvas and CSS graphics, practical guides on unit testing, serverless deployment, and advanced JavaScript features like Proxy and Reflect, offering developers a comprehensive overview of modern frontend engineering trends.

JavaScriptRuntimeServerless
0 likes · 7 min read
Tech Newsletter: Highlights on Bun Runtime, ESM Loader Hooks, Canvas, Proxy/Reflect, Unit Testing, and More
Software Development Quality
Software Development Quality
Jul 9, 2022 · R&D Management

How Effective Code Reviews Boost Quality and Team Skills

This guide explains why systematic code reviews improve software quality, uncover deep design flaws, enhance security, and foster continuous learning among developers, while outlining clear goals, principles, review criteria, best practices, and measurable metrics for successful implementation.

Code reviewSoftware qualitybest practices
0 likes · 8 min read
How Effective Code Reviews Boost Quality and Team Skills
Continuous Delivery 2.0
Continuous Delivery 2.0
Jul 5, 2022 · Fundamentals

Fifteen Rules for Test‑Driven Development (TDD)

This article presents fifteen practical, actionable rules for Test‑Driven Development, explaining how disciplined short cycles, writing tests first, and avoiding production data can make TDD both effective and executable for developers.

MethodologyTDDbest practices
0 likes · 3 min read
Fifteen Rules for Test‑Driven Development (TDD)
FunTester
FunTester
Jul 4, 2022 · R&D Management

Building a Quality Assurance System for SDK Development: Methods, Tools, and Practices

This article details the design and implementation of a comprehensive quality assurance system for SDK development, covering background motivations, step‑by‑step methodologies, documentation practices, toolchains, real‑time crash data handling, hardware testing, platform automation, and practical Q&A for startup engineering teams.

SDKci/cdprocess improvement
0 likes · 13 min read
Building a Quality Assurance System for SDK Development: Methods, Tools, and Practices
Sensors Frontend
Sensors Frontend
Jun 28, 2022 · Frontend Development

Top 11 Must-Read Frontend Development Articles: Debugging, Testing, React, and More

This curated list presents eleven essential frontend development articles covering VS Code debugging, React component library maintenance, web application evolution, monorepo task orchestration, Ant Design table export, testing strategies, low‑code rendering, browser observers, React Server Components, modern ES features, and effective test planning.

JavaScriptReactdebugging
0 likes · 6 min read
Top 11 Must-Read Frontend Development Articles: Debugging, Testing, React, and More

Building a Scalable Data Masking and Mock Service for Warehouse Testing

This article explains how to design and implement a data‑masking service that also provides mock data generation for data‑warehouse testing, covering the architecture, pain points, masking principles, workflow, evolution into a warehouse mock service, practical scenarios, and the significant efficiency and cost benefits achieved.

Big Datadata maskingdata-warehouse
0 likes · 12 min read
Building a Scalable Data Masking and Mock Service for Warehouse Testing
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Jun 27, 2022 · Operations

Getting Started with CI/CD for Frontend Projects Using GitHub Actions

This comprehensive guide explains how to set up continuous integration and continuous deployment (CI/CD) for a front‑end Vite‑React‑TypeScript project using GitHub Actions, covering basic concepts, workflow configuration, code linting, testing, release management, deployment to an Nginx server, status badges, email notifications, rollback mechanisms, and end‑to‑end testing.

GitHub Actionsfrontendtesting
0 likes · 33 min read
Getting Started with CI/CD for Frontend Projects Using GitHub Actions
FunTester
FunTester
Jun 23, 2022 · Backend Development

Why Switching from Java to Go Simplifies Redis Integration – A Hands‑On Guide

This article walks through the author’s decision to continue learning Go for Redis access, outlines a step‑by‑step study plan, compares Go and Java Redis clients, presents a custom Go‑Redis wrapper with full source code, demonstrates usage in unit tests, and shares console output observations.

API wrapperBackendGo
0 likes · 11 min read
Why Switching from Java to Go Simplifies Redis Integration – A Hands‑On Guide
DevOps
DevOps
Jun 23, 2022 · Operations

Understanding Software Quality Metrics and the Pitfalls of Misguided Measurement

The article uses a humorous story about two development teams manipulating KLOC defect rates to illustrate Goodhart's law and the McNamara fallacy, then presents a comprehensive set of software quality metrics and guidelines for selecting meaningful measurements that truly improve product quality.

DevOpsGoodhart's lawMcNamara fallacy
0 likes · 16 min read
Understanding Software Quality Metrics and the Pitfalls of Misguided Measurement
DevOps Cloud Academy
DevOps Cloud Academy
Jun 22, 2022 · Operations

Quality Shift in DevOps: Left‑Shift and Right‑Shift Thinking

The article presents a comprehensive overview of DevOps quality management, explaining the concepts of left‑shift and right‑shift testing, the role of automation, exploratory testing, and chaos engineering, and offers practical guidance for integrating testing throughout the software delivery lifecycle.

ChaosEngineeringDevOpsExploratoryTesting
0 likes · 11 min read
Quality Shift in DevOps: Left‑Shift and Right‑Shift Thinking
IT Architects Alliance
IT Architects Alliance
Jun 21, 2022 · Backend Development

Spring Boot Best Practices: A Comprehensive Guide for Backend Development

Since 2016, the author shares a collection of Spring Boot best practices—including using custom BOMs, leveraging auto‑configuration and starters, employing Spring Initializr, structuring code, designing services, managing databases, handling concurrency, externalizing configuration, global exception handling, logging, and thorough testing—to help developers build robust, maintainable microservices.

ConfigurationSpring Bootbackend-development
0 likes · 12 min read
Spring Boot Best Practices: A Comprehensive Guide for Backend Development
Top Architect
Top Architect
Jun 21, 2022 · Backend Development

Spring Boot Best Practices: A Comprehensive Guide for Modern Java Backend Development

This article presents a detailed collection of Spring Boot best practices—from custom BOM dependency management and automatic configuration to project initialization, code structure, logging, testing, and configuration externalization—providing actionable guidance for building robust, maintainable micro‑services in Java.

Spring Bootbackend-developmentbest practices
0 likes · 13 min read
Spring Boot Best Practices: A Comprehensive Guide for Modern Java Backend Development
DeWu Technology
DeWu Technology
Jun 20, 2022 · Frontend Development

Mooncake Data Mocking Platform – Design, Implementation, and Promotion

Mooncake is a unified data‑mocking platform that lets developers quickly generate and switch multi‑scenario mock data via a Chrome proxy plugin, online configuration service, and capture panel, supporting various client environments, and has been promoted internally through demos, documentation, and feedback loops, now serving hundreds of users and thousands of mock scenes.

Chrome ExtensionMockdata simulation
0 likes · 9 min read
Mooncake Data Mocking Platform – Design, Implementation, and Promotion
转转QA
转转QA
Jun 20, 2022 · Operations

Issue 4: Technical Articles on Full‑Chain Stress Testing, Distributed Web UI Automation, WWDC22 Sessions, Efficient Automated Testing, and AutoDiff Traffic Replay

This issue curates five technical articles covering Gaode's full‑chain stress testing platform, a distributed web UI automation system, a comprehensive WWDC22 session review, ShouQianBa's efficient automated testing practices, and Autohome's AutoDiff traffic replay for integrated testing.

Distributed SystemsMobile Developmentperformance
0 likes · 4 min read
Issue 4: Technical Articles on Full‑Chain Stress Testing, Distributed Web UI Automation, WWDC22 Sessions, Efficient Automated Testing, and AutoDiff Traffic Replay
Selected Java Interview Questions
Selected Java Interview Questions
Jun 12, 2022 · Fundamentals

Understanding Java Annotations: Concepts, Built‑in Annotations, Custom Annotations, and a Simple Test Framework

This article explains the purpose and syntax of Java annotations, describes built‑in annotations such as @Override, @Deprecated and @SuppressWarnings, shows how to create and use custom annotations with meta‑annotations, and demonstrates a lightweight testing framework that records annotation‑driven test failures.

Custom AnnotationsJavadocannotations
0 likes · 11 min read
Understanding Java Annotations: Concepts, Built‑in Annotations, Custom Annotations, and a Simple Test Framework
NetEase LeiHuo Testing Center
NetEase LeiHuo Testing Center
Jun 10, 2022 · Game Development

Introduction to Common Battle Formulas and Testing Approaches in Game Development

This article introduces typical subtraction, multiplication, and division damage formulas, explains their design principles, demonstrates practical examples from games such as Arknights and Dota 2, and outlines testing methods, effective metrics, and additional concepts like stacking, round‑table theory, and second‑roll analysis for balanced combat systems.

BalanceGame Developmentdamage formula
0 likes · 15 min read
Introduction to Common Battle Formulas and Testing Approaches in Game Development
NetEase Yanxuan Technology Product Team
NetEase Yanxuan Technology Product Team
Jun 6, 2022 · Backend Development

How a Unified Precision Testing Platform Boosted Coverage and Efficiency Across Multiple Business Units

After a year of cross‑BU experimentation, the Tianji precision testing platform was built to centralize coverage data, automate incremental analysis, and provide actionable insights, resulting in higher test coverage, faster release gating, and measurable productivity gains for both developers and QA teams.

BackendDevOpsMetrics
0 likes · 16 min read
How a Unified Precision Testing Platform Boosted Coverage and Efficiency Across Multiple Business Units
Python Programming Learning Circle
Python Programming Learning Circle
Jun 5, 2022 · Fundamentals

Ten Essential Characteristics of Good Code and How to Achieve Them

The article outlines ten key traits of high‑quality code—robustness, efficiency, maintainability, brevity, testability, reusability, portability, observability, operational readiness, and scalability—explains why many engineers overlook these standards, provides examples of bad code, and emphasizes the importance of thorough requirement analysis, design, testing, and documentation throughout the software development lifecycle.

best practicescode qualitytesting
0 likes · 14 min read
Ten Essential Characteristics of Good Code and How to Achieve Them
Sohu Tech Products
Sohu Tech Products
May 25, 2022 · Frontend Development

Comprehensive Guide to the React Ecosystem: Tools, Libraries, and Best Practices

This article provides an extensive overview of the modern React ecosystem, covering project setup options, state management, routing, styling, component libraries, animation, data fetching, testing, type checking, internationalization, and many other tools and best‑practice recommendations for frontend developers.

ReactState ManagementStyling
0 likes · 20 min read
Comprehensive Guide to the React Ecosystem: Tools, Libraries, and Best Practices
dbaplus Community
dbaplus Community
May 25, 2022 · Backend Development

How to Ensure Concurrency Quality with Distributed Locks in E‑Commerce Systems

This article explains why concurrency issues like overselling occur in e‑commerce, introduces distributed lock concepts and mainstream implementations (MySQL, Redis, Zookeeper/etcd), and provides a three‑stage quality‑assurance framework with code‑review checklists, testing methods, and data‑reconciliation techniques.

BackendCode reviewconcurrency
0 likes · 12 min read
How to Ensure Concurrency Quality with Distributed Locks in E‑Commerce Systems
Architect's Tech Stack
Architect's Tech Stack
May 22, 2022 · Backend Development

Spring Boot Best Practices: 16 Essential Guidelines for Building Robust Microservices

This article presents sixteen practical Spring Boot best‑practice recommendations—ranging from custom BOM management and automatic configuration to project structure, logging, testing, and externalized configuration—to help developers build clean, maintainable, and production‑ready Java microservices.

Configurationbackend-developmentbest practices
0 likes · 13 min read
Spring Boot Best Practices: 16 Essential Guidelines for Building Robust Microservices
转转QA
转转QA
May 9, 2022 · Operations

Second Session: Articles on Spock Testing Framework, Automation Challenges, Backend CI/CD, AI‑Driven UI Testing, and HarmonyOS App Automation

This collection presents five technical articles covering the Spock unit‑testing framework, reasons why automation testing struggles, backend automated testing with continuous deployment, AI‑based UI defect detection, and practical automation of HarmonyOS applications, offering valuable insights for developers and testers.

Continuous DeploymentDevOpsmobile testing
0 likes · 5 min read
Second Session: Articles on Spock Testing Framework, Automation Challenges, Backend CI/CD, AI‑Driven UI Testing, and HarmonyOS App Automation
FunTester
FunTester
May 7, 2022 · Backend Development

Hands‑On Guide to Building and Testing gRPC Services with Go

This article walks through setting up the Go environment, defining protobuf files, generating code, and implementing both server and client sides of a gRPC service, complete with runnable examples, common pitfalls, and output verification to help developers quickly adopt Go‑based gRPC testing.

BackendGoProtobuf
0 likes · 6 min read
Hands‑On Guide to Building and Testing gRPC Services with Go