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software quality

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iQIYI Technical Product Team
iQIYI Technical Product Team
Jun 12, 2025 · Operations

How iQIYI’s “Qijing” Platform Revolutionizes Testing Across Devices and Teams

This article explores iQIYI’s comprehensive testing ecosystem, detailing industry trends, the platform’s multi‑terminal challenges, fragmented legacy solutions, and the unified, cloud‑native “Qijing” environment that streamlines test access, zero‑trust security, and real‑world validation for rapid product delivery.

Cloud NativeiQIYIoperations
0 likes · 20 min read
How iQIYI’s “Qijing” Platform Revolutionizes Testing Across Devices and Teams
Continuous Delivery 2.0
Continuous Delivery 2.0
Jun 11, 2025 · Operations

10 Proven Strategies to Supercharge Your Automated Testing Efficiency

This article presents ten actionable recommendations—including using layered abstractions, prioritizing testability, running tests frequently in CI, adhering to the test pyramid, adopting Page Object and BDD patterns, understanding AI, selecting appropriate tools, and investing in training—to dramatically improve the effectiveness and maintainability of automated testing in software projects.

BDDautomated testingci
0 likes · 6 min read
10 Proven Strategies to Supercharge Your Automated Testing Efficiency
Efficient Ops
Efficient Ops
Mar 27, 2025 · Operations

How China’s New Continuous Testing Standards Are Shaping DevOps Excellence

The article outlines China’s 2024‑2027 information‑technology standards initiative, the DevOps continuous‑testing maturity model released in 2023, its five‑level capability framework, and showcases early evaluation results from major banks, highlighting improvements in automation, defect prevention, and end‑to‑end quality assurance.

Continuous TestingDevOpsIT Operations
0 likes · 10 min read
How China’s New Continuous Testing Standards Are Shaping DevOps Excellence
Kuaishou Frontend Engineering
Kuaishou Frontend Engineering
Mar 12, 2025 · Operations

How Mulan Supercharged Kuaishou’s Code Review Efficiency

This article examines how Kuaishou’s internal Mulan universal code analysis service tackled pipeline quality challenges by introducing on‑demand triggering, incremental checking, and unified rule infrastructure, resulting in dramatically faster static checks, lower rule‑development costs, comprehensive monitoring, and a rapid increase in rule coverage.

CI/CDStatic Analysiscode analysis
0 likes · 13 min read
How Mulan Supercharged Kuaishou’s Code Review Efficiency
Test Development Learning Exchange
Test Development Learning Exchange
Aug 30, 2024 · Backend Development

How to Identify Which APIs Need Automated Testing and Prioritize API Automation

This guide outlines a step‑by‑step method for recognizing critical APIs, evaluating their importance and complexity, assigning priority levels, and preparing the necessary people, tools, and CI/CD processes to implement effective API automation testing.

API testingAutomationCI/CD
0 likes · 7 min read
How to Identify Which APIs Need Automated Testing and Prioritize API Automation
DevOps
DevOps
Jul 29, 2024 · R&D Management

Why Bugs Are Inevitable and How to Balance Quality with Delivery Speed

The article reflects on a bug‑fixing team's experience, arguing that bugs are an inevitable by‑product of software development, discussing the limits of zero‑tolerance policies, the trade‑offs between quality and resources, and suggesting cultural and engineering practices such as testing left‑shift, code reviews, and refactoring to improve quality without sacrificing delivery speed.

DevOpsEngineering Culturebug management
0 likes · 9 min read
Why Bugs Are Inevitable and How to Balance Quality with Delivery Speed
37 Interactive Technology Team
37 Interactive Technology Team
Jul 29, 2024 · Artificial Intelligence

AI-Generated Unit Test Cases: A Reflection-Based Workflow for Automated Testing

The article describes a reflection‑based workflow that lets an AI iteratively generate, validate, and refine Go unit tests until 70 %+ code coverage is reached, using coverage‑out parsing, role‑based prompts, and automatic error correction, enabling fully autonomous test creation that can be integrated into CI pipelines to dramatically improve developer productivity.

AI testingCI IntegrationCode Coverage
0 likes · 7 min read
AI-Generated Unit Test Cases: A Reflection-Based Workflow for Automated Testing
Architect's Guide
Architect's Guide
Jul 28, 2024 · Fundamentals

Why Software Quality Is Worse Than a Decade Ago: Causes and Reflections

The article argues that despite advances in tools and practices, modern software quality has declined over the past ten years due to factors such as increasing complexity, lack of focus, superficial engineering culture, and inadequate attention to reliability, usability, and security.

Securitydevelopment practicesreliability
0 likes · 9 min read
Why Software Quality Is Worse Than a Decade Ago: Causes and Reflections
JD Tech
JD Tech
Jul 23, 2024 · Fundamentals

Effective Code Review: Goals, Principles, Practices, and Real-World Cases

This article explains the importance of code review, outlines its core goals and basic principles, provides step‑by‑step practical guidance with a detailed checklist, shares real‑world case studies and code examples, and discusses metrics and future AI‑assisted improvements to help teams improve software quality.

AI toolsBest PracticesCode Review
0 likes · 17 min read
Effective Code Review: Goals, Principles, Practices, and Real-World Cases
JD Tech Talk
JD Tech Talk
Jul 18, 2024 · Fundamentals

Effective Code Review Practices: Goals, Principles, Steps, and Real‑World Cases

This article explains the importance of code review, outlines its core objectives and basic principles, describes practical steps and a detailed checklist, shares several real‑world case studies with before‑and‑after code snippets, and discusses the benefits, metrics, and future AI‑assisted enhancements.

Best PracticesCode ReviewStatic Analysis
0 likes · 18 min read
Effective Code Review Practices: Goals, Principles, Steps, and Real‑World Cases
Efficient Ops
Efficient Ops
Jul 14, 2024 · Operations

How China’s Top Banks Earned Level 3 Continuous Testing Under the New DevOps Standard

The article details China’s push for integrated R&D‑operations through DevOps, highlights the ITU‑T Y.3525 international standard, and showcases how leading banks and financial firms achieved Level 3 Continuous Testing assessments, illustrating the impact on software quality, automation, and delivery efficiency.

Continuous TestingDevOpsIT Standards
0 likes · 12 min read
How China’s Top Banks Earned Level 3 Continuous Testing Under the New DevOps Standard
Continuous Delivery 2.0
Continuous Delivery 2.0
Jun 28, 2024 · Fundamentals

Measuring Engineering Effectiveness: A Four‑Type Theory of Software Quality

The article presents a comprehensive framework for evaluating engineering productivity by separating efficiency (speed and quality) from effectiveness (usability), reviewing academic literature, interviewing Google engineers, and proposing four interrelated types of software quality—process, code, system, and product—along with practical measurement challenges and recommendations for technical leaders.

Engineering ProductivityMetricscode quality
0 likes · 15 min read
Measuring Engineering Effectiveness: A Four‑Type Theory of Software Quality
Test Development Learning Exchange
Test Development Learning Exchange
Jun 11, 2024 · Backend Development

Comprehensive Guide to API Automation Testing with Pytest and CI/CD Integration

This guide walks you through the fundamentals of API automation testing, from understanding HTTP basics and selecting tools, to building a Pytest framework, writing test cases and scripts, integrating tests into CI/CD pipelines, and continuously improving test results.

API testingAutomationCI/CD
0 likes · 6 min read
Comprehensive Guide to API Automation Testing with Pytest and CI/CD Integration
JD Tech Talk
JD Tech Talk
Jun 6, 2024 · Artificial Intelligence

AI‑Powered Code Review Integrated into CI Pipelines for Faster, Higher‑Quality Development

This article analyses the drawbacks of manual code review, explains why they arise, and presents a practical solution that embeds a large‑language‑model‑based AI reviewer into a CI/CD pipeline, detailing configuration steps, script examples, and the resulting efficiency and quality gains.

AI code reviewAutomationCI/CD
0 likes · 8 min read
AI‑Powered Code Review Integrated into CI Pipelines for Faster, Higher‑Quality Development
JD Tech
JD Tech
Jun 5, 2024 · Artificial Intelligence

Integrating AI-Powered Code Review into CI Pipelines with JD's Large Model

This article explains the drawbacks of manual code review, demonstrates how AI large‑model services can automate and improve review quality, and provides a step‑by‑step guide—including a Java script and CI pipeline configuration—to embed JD's Chatrhino model into a continuous integration workflow, resulting in higher efficiency, accuracy, and reduced development cycle time.

AI code reviewAutomationCI/CD
0 likes · 11 min read
Integrating AI-Powered Code Review into CI Pipelines with JD's Large Model
Test Development Learning Exchange
Test Development Learning Exchange
May 30, 2024 · Fundamentals

Guidelines for Determining Effective API Automation Test Coverage

The article outlines practical principles and recommended coverage percentages for functional, boundary, security, performance, regression, integration, data management, and maintainability aspects of API automation testing, explaining why each level of coverage is essential for quality and efficiency.

API testingAutomationPerformance Testing
0 likes · 7 min read
Guidelines for Determining Effective API Automation Test Coverage
Tencent Cloud Developer
Tencent Cloud Developer
May 9, 2024 · Frontend Development

Front-end UI Automation Testing: Challenges, Solutions, and Practices

The article recounts the author’s journey building and scaling front‑end UI automation for desktop, web, and mobile, exposing challenges such as fragile end‑to‑end tests, high maintenance cost, and merge‑induced regressions, and proposes a three‑layer strategy of unified frameworks, collaborative case sharing, and enhanced reporting that yielded 70% business coverage, 93% pass rates, and thousands of bugs discovered, while outlining future AI‑driven test generation.

Continuous IntegrationFrontend TestingTest Framework
0 likes · 39 min read
Front-end UI Automation Testing: Challenges, Solutions, and Practices
NetEase LeiHuo Testing Center
NetEase LeiHuo Testing Center
Mar 22, 2024 · R&D Management

From Testing to Quality Assurance: A Comprehensive Guide to QA Practices Across Business Stages

This article explains how QA evolves from basic functional testing to holistic quality assurance, outlines the differences between testing and quality, and provides detailed, stage‑specific strategies—including process, automation, monitoring, and risk management—to build sustainable quality systems for both mature iterative and short‑cycle business models.

CICDprocess improvementquality assurance
0 likes · 18 min read
From Testing to Quality Assurance: A Comprehensive Guide to QA Practices Across Business Stages
JD Tech
JD Tech
Mar 7, 2024 · Fundamentals

Why Test Coverage Gaps Occur and How to Improve Testing Coverage

The article analyzes why test scenarios often lack full coverage, identifying both subjective causes such as carelessness and insufficient knowledge, and objective factors like tight schedules and low‑fidelity test environments, then proposes pre‑, during‑, and post‑testing strategies to enhance coverage.

QAprocess improvementsoftware quality
0 likes · 10 min read
Why Test Coverage Gaps Occur and How to Improve Testing Coverage
Efficient Ops
Efficient Ops
Mar 3, 2024 · Operations

Mastering Continuous Testing: A Guide to DevOps Maturity and Best Practices

This article explains the evolution of software development and operations in China, introduces the Continuous Testing concept and its five‑level maturity model, details each phase from requirements to feedback, showcases real‑world assessments by major banks and securities firms, and announces the 2024 Continuous Testing capability evaluation program.

Capability AssessmentContinuous TestingDevOps
0 likes · 11 min read
Mastering Continuous Testing: A Guide to DevOps Maturity and Best Practices