360 Quality & Efficiency focuses on seamlessly integrating quality and efficiency in R&D, sharing 360’s internal best practices with industry peers to foster collaboration among Chinese enterprises and drive greater efficiency value.
This article demonstrates how testers can ensure large‑scale data accuracy by leveraging Python’s Pandas library to compare and match data across files and databases, presenting a reusable class, field‑mapping techniques, code examples, and a comparison of Pandas with other data‑handling libraries.
This article explains the roles of maxUnavailable and maxSurge in Kubernetes rolling updates, demonstrates their impact on update speed and service stability through multiple practical cases, and provides best‑practice guidelines for configuring these parameters to achieve smooth, reliable deployments.
This article explains how to quickly create simple web‑based and backend test tools for internal use by leveraging a large language model to generate annotated HTML, CSS, JavaScript and minimal Flask code, outlining prompt design, tool requirements, and deployment tips to boost testing efficiency.
This article examines chart‑related requirements from a software tester’s perspective, outlining testing points, typical problems, and concrete case‑based test‑case designs for line, pie, and radar charts to improve test quality and efficiency.
This article explores the challenges of test environment deployment in modern DevOps, explains why Kubernetes offers a natural solution, details its design principles and core objects, and presents practical patterns for integrating Kubernetes‑based environments into CI/CD pipelines to achieve high cohesion, low coupling, and scalable testing workflows.
This article explains the principles of the Windows Filtering Platform, outlines functional, compatibility, performance, and security testing techniques for WFP‑based network drivers, and presents a case study on diagnosing throughput issues using filter isolation tools.
The article presents a three‑module architecture—Selenium for element interaction, a virtual‑machine scheduler to handle multiple browsers, and a custom result‑judgment component—to achieve reliable, automated web UI compatibility testing that overcomes the limitations of pure Selenium or manual methods.
This article examines how well‑structured test planning, balanced testing costs, risk‑aware quality practices, and project‑wide efficiency measures can significantly improve the return on investment of software testing activities.
This article describes an automated workflow for capturing frames from live‑stream transcode outputs, using OpenCV and ffmpeg to perform black‑screen and artifact detection, integrating results via an API, storing images in S3, and applying a producer‑consumer multithreaded model to reduce detection latency by up to 42%.
This article explains webpack's hot module replacement mechanism and presents a series of practical optimizations—including disabling CompressionPlugin, selecting fast sourcemap types, configuring runtimeChunk as single, and using babel-plugin-dynamic-import-node—to reduce hot‑update build time from 12 seconds to around 1 second.
