This article explores three key ways large language models and multimodal generative AI can enhance robotic process automation, from cognition‑boosted RPA and AI‑Agent collaboration to visual‑intelligent navigation, illustrating practical examples and future prospects for smarter digital workers.
This article outlines the key technical and soft‑skill competencies—including programming, Linux, configuration management, infrastructure as code, CI/CD, networking, security, monitoring, and cloud services—that aspiring DevOps engineers need to master in order to effectively bridge development and operations.
This tutorial explains how to perform data‑driven testing by installing Playwright, reading test data from Excel with openpyxl, simulating user actions, and writing reusable unittest test cases that drive browser interactions based on external data.
This article outlines ten practical testing strategies, demonstrates how to implement the Page Object pattern with Playwright in Python, shows how to adapt to changing page elements, and provides guidance for writing robust test cases that handle boundary conditions, exceptions, and performance challenges.
This article introduces the popular 12306 ticket‑grabbing assistant, explains its history and features, provides step‑by‑step installation and configuration instructions—including required dependencies, proxy settings, and email notifications—and shows how to run the script to automatically secure train tickets during the Spring Festival travel rush.
This article explains how to use Playwright's expect methods to assert page URL, title, and element visibility, provides Python async code examples for common assertions, and lists the full set of locator‑based expect functions for comprehensive web testing.
JD’s Huamei platform leverages AI to automatically convert design mockups into usable front‑end code, streamlining UI reconstruction and business‑logic implementation, reducing repetitive work, and boosting development efficiency for financial app teams, while outlining its workflow, capabilities, limitations, and advanced features.
This article demonstrates how to verify a web page's title with Playwright and Selenium in Python, explains the underlying page.title() mechanism, and provides a comprehensive list of considerations and stability measures for reliable automated testing.
Command-line interfaces (CLI) offer a text‑based, efficient, and flexible way for developers and system administrators to interact with programs, explaining their importance, naming conventions, and widespread use in version control, cloud management, containerization, and automation, while highlighting their resource‑friendly advantages.
This article presents a comprehensive guide to automating audio testing in first‑person shooter games, covering common audio bugs, a step‑by‑step recording workflow, feature extraction techniques, similarity metrics, and practical toolchains such as Soundcard, fmedia, VBCable, and librosa.
This article presents 17 practical Python scripts covering file management, web scraping, email handling, Excel processing, database interaction, system tasks, image editing, and more, each with code examples and explanations, enabling developers and analysts to automate repetitive workflows and boost productivity across diverse domains.
An extensive overview of essential DevOps tools for 2024, covering categories such as version control, CI/CD, container orchestration, configuration management, infrastructure as code, monitoring, collaboration, artifact repositories, testing, security, deployment automation, serverless platforms, and database management to guide effective tool selection.
The article analyzes how quality assurance costs scale with product ambitions, compares small‑startup and large‑enterprise testing setups, and explains why automation and testing platforms require sustained investment that only pays off when aligned with business value and cost‑effectiveness.
The article examines why highly skilled test engineers are vulnerable during layoffs, highlighting the mismatch between technical prowess and business value, the importance of workplace networking, resource alignment, evolving testing roles, and current market trends such as platform decline, role consolidation, and growth in automotive testing.
This article explains how to install Ansible, use its basic playbook commands, structure a playbook, and leverage built‑in modules, register and when statements to fully automate Docker and Docker‑Compose deployment on CentOS systems.
The article describes a full‑platform automated test execution engine that replaces legacy offline‑script/Jenkins setups with a lightweight, visual, component‑based solution supporting low‑/zero‑code case creation, parallel execution, protected environment variables, dynamic placeholders, system‑method libraries, and extensible script and case workers for scalable, efficient testing.
This collection provides a curated list of technical articles covering performance testing strategies, bug case studies, web crawling implementations, UI automation techniques, UiAutomator usage, Selenium best practices, and mobile app performance monitoring, each with its original title and publication date.
This article details Volcano Engine DataLeap's comprehensive data governance system for e‑commerce platforms, covering the key challenges of SLA quality, model stability, cost control, and low efficiency, and presenting a five‑part framework that includes top‑level architecture, systematic stability and cost governance, tool‑driven automation, SLA assurance processes, and future outlooks.
This article explains how mid‑level and senior software test engineers are defined, highlights the career‑advancing value of certification, and presents a detailed testing skill map covering automation, performance, and security testing techniques and tools.
This article explains how to incorporate the SQLE SQL auditing tool into a DevOps workflow using GitLab, GitLab‑Runner, and Docker, detailing environment setup, CI/CD configuration, and automated scanning to ensure compliance and reduce production risks.
This article provides a curated set of Bash scripts covering MySQL replication monitoring, directory change detection, bulk user creation, website health checks, remote command execution, LNMP stack deployment, server resource reporting, high‑resource process identification, and automated deployment of Java and PHP projects, offering practical automation tools for system administrators.
The 21st GOPS Global Operations Conference in Shanghai featured Shenwan Hongyuan Securities' Yusi Song presenting an in‑depth look at automated operations, covering achievements, experience summaries, and future plans, with slide images and a downloadable PPT for attendees.
This article provides a thorough overview of DevOps, covering its emergence, the conflict between development and operations, core principles such as automation, continuous delivery and collaboration, and practical steps for cultural and technical adoption to improve software delivery.
This article introduces ten Python packages that automate exploratory data analysis, describing each tool’s features, providing concise code examples, and highlighting how they generate data summaries and visualizations with just a few lines of code.
This article explains the fundamentals of Robotic Process Automation (RPA), compares RPA with BPA and AI Agents, and provides a step‑by‑step tutorial for building and running an RPA robot using Robot Framework and the open‑source RPA Framework, including full code examples.
This article explains how to set up a web crawler using PHP and Selenium, covering installation of Selenium and its PHP bindings via Composer, configuring a Chrome WebDriver, simulating user actions to fetch news links, extracting titles and content, and storing results, with tips for further optimization.
The article outlines practical front‑end efficiency techniques—including VSCode snippets, Plop generators, json‑server mock APIs, component‑based business models, and low‑code tools—to achieve UI consistency, reduce boilerplate, and accelerate development across multiple projects.
This article demonstrates eight useful Python command‑line one‑liners that leverage the built‑in -m option to perform tasks such as port testing, launching a web server, formatting JSON, creating a simple editor, building executable packages, encoding/decoding data, retrieving system metadata, and compressing files, all without writing any source code.
This article introduces Scrapeasy, a Python library that enables one‑line web scraping, media extraction, and file downloading, and provides step‑by‑step code examples for installing the package, initializing websites, retrieving links, images, videos, and PDFs, making data collection fast and easy.
The article explains the design and functionality of an AI‑enhanced event intelligent analysis system that automates fault identification, analysis, and remediation in data‑center operations, detailing its architecture, integration with monitoring, CMDB, ITSM, big‑data platforms, and the AI techniques that enable automatic modeling, clustering, and knowledge‑base retrieval.
This comprehensive guide delves into DevOps architecture, explaining core concepts like continuous integration, delivery, and deployment, showcasing essential tools such as Jenkins, Docker, Kubernetes, and GitLab CI, and illustrating best practices and real‑world case studies from Netflix and Etsy to help teams accelerate, automate, and improve software delivery.
Explore 17 practical Python scripts that automate tasks ranging from file management and web scraping to email handling, database interaction, system monitoring, and cloud services, enabling developers and analysts to boost productivity, reduce errors, and streamline workflows across diverse domains.
The article analyzes common pain points in daily development testing such as manual data preparation, backend dependency, and unstable UI automation, then evaluates existing API‑mock tools like Apifox before presenting a custom mock platform that decouples frontend from backend, supports encrypted data, selective mocking, fault simulation, and provides a visual interface for managing mock rules and recordings.
To handle growing payment traffic and unreliable third‑party gateways, the team at Zhuanzhuan designed an automated payment‑channel management platform that uses a custom Redis‑based time‑series store, Prometheus monitoring, and a sliding‑window failure‑rate algorithm to detect, alert, and eventually auto‑switch faulty channels.
This guide explains how to use Python's ConfigParser library to read, write, update, and manage INI configuration files—including handling multiple files and dynamically generating sections—through five practical code examples for interface automation.
This free, open‑source Python script combines OpenAI's API with RPA tools to automatically locate job listings, generate personalized cover letters from your résumé, and submit applications to HR, requiring only API configuration and a few setup steps.
This article explains how Zhongyuan Bank built and enhanced a Redis Operator to support Sentinel and Cluster modes, IP pools, cross‑center deployment, and authentication, enabling automated, scalable, and reliable cloud‑native Redis management within their distributed cache platform.
This tutorial demonstrates how to use Python's urllib to download captcha images, apply pytesseract OCR for text extraction, and integrate the result into Selenium scripts to automate the entry of image captchas during web testing.
This article introduces the free, lightweight Multipass tool, walks through its installation on Windows, Linux and macOS, demonstrates creating, managing, and automating Ubuntu virtual machines with command‑line operations, and highlights its strengths and limitation to Ubuntu images only.
The article describes an AST‑driven command‑line tool that automatically upgrades a Taro 1.x mini‑program to 3.x by updating dependencies, converting imports, restructuring files, consolidating styles, replacing deprecated APIs, and adjusting build settings, offering faster, more reliable migration than the labor‑intensive manual approach.
This article details how the Export‑Import Bank of China built an AIOps‑driven operations risk compliance platform to address limited monitoring, data silos, low automation, and security gaps, outlining its architecture, technical methods, three key monitoring scenarios, and measurable benefits.
This article presents a practical, case‑based guide to PHP packaging and automated deployment, covering Composer‑based packaging, Git version control, and Capistrano‑driven deployment to improve development efficiency and project management for teams handling large‑scale web applications.
This article walks through a Python automation challenge where records are grouped by several fields, sorted by end time, and only the first entry is retained when consecutive timestamps differ by 20 seconds or less, providing clear code and visual results.
The article details how the Mooncake platform tackled outdated, manually‑maintained API docs by introducing naming conventions, a one‑click IntelliJ plugin, GitLab MR auto‑parsing, and a metadata center that supports debugging, mocking, and downstream consumption, saving developers hundreds of hours per release.
This article explains two practical methods—using GitHub's native release.yml configuration and the third‑party Release Drafter tool—to automatically categorize GitHub Release Notes by title, complete with example configurations, code snippets, and a comparison of their features and limitations.
This guide walks you through setting up a private Composer repository using Satis, covering installation, configuration of satis.json, building the static UI, Nginx integration, and how to publish and consume private PHP packages in your projects.
This guide demonstrates how to use a Jenkins pipeline together with a single .tpl template and sed commands to automatically generate and deploy multiple Kubernetes configuration files, streamlining the deployment of numerous similar services while reducing maintenance overhead and error risk.
This article explains how to use Maven profiles and the Maven Assembly Plugin to create environment‑specific Spring Boot zip packages and provides a reusable shell script (shenniu_publish.sh) for extracting, starting, stopping, and restarting the packaged JAR on Linux, improving deployment efficiency.
The article details Meituan’s store‑front development team’s progression through standardization, online‑ization, automation and digitalization, describing the challenges of multi‑platform coordination, the implementation of a unified DevOps workflow, and the resulting continuous‑delivery infrastructure that now supports thousands of front‑end projects across iOS, Android, H5 and dynamic bundles.
The article examines the rise of AI Agents as a bridge to AGI, analyzes their value, application domains, and user groups in enterprises, and proposes a layered architecture with model, data, ops, and agent components to guide practical implementation and integration.
This document presents a thorough overview of cloud‑native DevOps, covering the evolution of related technologies, detailed analysis of virtualization, container orchestration, CI/CD pipelines, programming language choices, system architectures, database options, build tools, and five step‑by‑step practice cases that demonstrate end‑to‑end automation, monitoring, and release management in Kubernetes environments.
This article explains the concept of Butler‑style operation and maintenance, outlining its core principles, distinctive features, and a step‑by‑step implementation guide that helps enterprises achieve stable, secure, and innovative IT services while freeing resources for core business growth.
This article walks through a real‑world Python automation problem, clarifies the business logic, shows how to group and filter Excel rows with pandas, and provides a complete code solution that updates inbound entries based on IONP information, all illustrated with screenshots.
This article presents ten practical Python automation scripts—including HTML parsing, QR code scanning, screenshot capture, audiobook creation, PDF editing, StackOverflow querying, mobile phone control, CPU/GPU temperature monitoring, Instagram uploading, and video watermarking—to help automate repetitive tasks and boost productivity.
This article shares practical experiences and advice on functional testing, covering test time estimation, handling multiple tasks, dealing with unclear requirements, responding to online bugs, risk‑aware reporting, time pressure, test case execution difficulties, data mismatches, and automation implementation in a concise, actionable format.
The proposed unified platform centralizes prompt creation, evaluation, and iteration for large‑model applications, offering one‑stop hosting, metric‑driven testing, seamless resource integration, model switching, fine‑grained traffic control, and an automated data‑flywheel with QEP scoring, cutting optimization cycles from weeks to days while paving the way for advanced fine‑tuning techniques.
GitHub detailed a year‑long, multi‑team effort to upgrade over 1,200 MySQL hosts from version 5.7 to 8.0, describing the motivations, infrastructure scale, preparation steps, a staged rollout plan, rollback strategies, challenges faced, and key lessons learned for large‑scale database migrations.
Five Minerals International Trust’s OGP platform passed the CAICT DevOps Continuous Delivery Level 3 assessment, marking the first trust‑industry certification in China; the interview reveals how standard‑based DevOps, team restructuring, automation, and cloud‑native architecture boosted efficiency, quality, and security.
This article examines China Post Insurance's journey to achieve Level 3 Continuous Delivery certification in the national DevOps maturity model, highlighting interview insights, performance metrics, implementation challenges, and future plans that illustrate the tangible benefits of standardized DevOps practices.
This article introduces the Python profig library for converting configuration files between YAML, JSON, and INI formats, providing five practical code examples for interface automation work.
This guide shows how to replace tedious manual jar deployment with a simple one‑click CI/CD solution, providing stop and start shell scripts, Jenkins integration, and deployment automation to speed up testing and production releases.
China Postal Savings Bank’s software R&D center detailed how its "Star Platform" earned top‑level DevOps system and tool assessments, showcasing the bank’s automation capabilities, the evaluation process, key improvements, and future plans for expanding DevOps and XOps practices across the organization.
China Postbank’s software R&D center detailed how its enterprise mobile banking and project fund‑supervision systems passed the national Continuous Testing Level‑3 assessment, showcasing the impact of DevOps, automation and standardized testing on delivery speed, quality and operational efficiency in the banking sector.
GitOps leverages Git's version‑control strengths to automate, codify, and make transparent infrastructure changes, combining IaC, merge requests, and CI/CD, while exploring its principles, toolchains like FluxCD, ArgoCD, Jenkins X, and practical implementations such as SRE Stack for end‑to‑end change management.
This article explores the evolution of software testing, defines no-code automation testing, outlines its benefits, compares code‑based and no-code approaches, and presents a curated list of 34 leading no-code testing tools for 2023, while also explaining how QA teams can leverage these tools and integrate them with platforms like LambdaTest.
This article outlines a complete testing framework for e‑commerce live streaming platforms, covering functional, interface, performance, security, compatibility, user experience, compliance, marketing, and push‑pull stream tests, and provides a Python unittest example for API validation.
This step‑by‑step tutorial explains CI/CD concepts, shows how to install and register a GitLab Runner, configure a .gitlab-ci.yml file with dev and test stages, and demonstrates pushing code to trigger automated builds, tests, and deployments for a front‑end project.
Jinkela Pipeline is an experimental front‑end DevOps glue tool integrated into the Dejavu platform that unifies and automates release workflows—handling environment variables, mono‑repo structures, parallel GitLab jobs, and plugin extensions—to reduce manual steps, inconsistencies, and anxiety for developers while enabling low‑code pipeline composition and future ChatOps integration.
The article traces the evolution of automation from ancient myths and the printing press to modern AI‑driven database management, showing how AIOps and automated tools boost productivity, free IT teams from repetitive tasks, and enable more innovative work across organizations.
This guide walks you through why GPT‑4 outperforms GPT‑3.5, shows step‑by‑step how to create a Zabbix expert consultant using the new GPTs feature, and explains advanced configuration, knowledge‑base feeding, testing, and future possibilities for AI‑enhanced monitoring.
This article details how a major bank designed and implemented a distributed Redis cache platform that enables fast deployment, centralized management, elastic scaling, high availability, automated operations, and comprehensive monitoring to support agile development and efficient operations.
This tutorial explains how to use Python with requests and BeautifulSoup to locate image URLs in a webpage's HTML, extract them via regular expressions, and programmatically download all images to a local folder in an automated batch process.
This article introduces ten indispensable tools for operations engineers, detailing each tool's functionality, suitable scenarios, advantages, and real‑world examples, and includes practical code snippets to help automate, monitor, and manage infrastructure efficiently.
This article outlines the essential steps for embracing DevOps culture, emphasizing tailored strategies, deep understanding of CI/CD, clear role assignments, extensive automation, key performance metrics, and the critical role of quality assurance to achieve faster, reliable software delivery.
This article describes a Python script that monitors the local network for the boss's phone MAC address, using ARP scans to infer his proximity and automatically alerts the user to stop or resume non‑work activities, complete with step‑by‑step implementation and code examples.
The article details how Beijing Mobile’s SRE Smart Operations team applied SRE principles, automation, and cloud‑native tools to transform traditional DevOps into a reliable, scalable operation, highlighting their fault‑prevention, monitoring, incident response, and continuous improvement practices that earned them the 2023 IT Technology Leadership award.
This article walks through a real‑world Pandas problem of writing and appending data to existing Excel worksheets using Openpyxl, provides clean code examples, addresses a follow‑up sheet‑addition issue, and shares practical tips for asking technical questions effectively.
The article demonstrates how Tencent's Hunyuan large model can generate Python scripts to automatically compare Excel‑based reports, highlight differences, and handle multiple files, turning a tedious manual regression test into a fast, reliable automated process.
This article details the design and implementation of a self‑managed Redis KV cache system spanning tens of terabytes, covering its Proxy‑based architecture, ConfigServer high‑availability via Raft, Redis‑Proxy slot routing, async‑fork optimizations, data migration strategies, and a comprehensive automation platform for deployment, scaling, monitoring, and stability governance.
This tutorial shows how, with about 50 lines of Python using Playwright and pyperclip, you can automate a persistent Firefox session to log into ChatGPT Plus, navigate to your private GPT URL, send prompts and retrieve responses via the clipboard, all without incurring extra API fees.
This tutorial explains how to install the Spire.XLS library, import its modules, and use Python code examples to convert entire Excel workbooks, individual worksheets, or specific sheets with custom page settings into PDF files for consistent document sharing.
This article examines the challenges faced by Volcano Engine's DataLeap in computational governance, outlines automated solutions such as real‑time rule engines and monitoring, and presents concrete performance and cost benefits achieved through resource optimization across large‑scale Spark and Hadoop workloads.
This guide explains how to use Burp Suite's Auth Analyzer plugin to efficiently perform bulk API access‑control (broken access control) testing, covering vulnerability types, tool installation, step‑by‑step testing procedures, result analysis, and report export for improved software security.
This guide shows how to install the Spire.XLS for Python library and use its Workbook and Worksheet classes to convert Excel files—or individual worksheets—into PDF documents, including page‑setup options and examples for saving each sheet as a separate PDF.
This article explains how software test engineers can combine ChatGPT and the HttpRunner framework to address DevOps testing pain points, record web operations, batch‑modify scripts, run and debug tests, and automatically generate API test cases and scripts for faster, more efficient regression testing.
This article examines the decade‑long digital transformation of China's express sector, focusing on Shentong's shift from electronic waybills to AI‑driven real‑time automation, data‑centric decision making, and autonomous delivery technologies that boost efficiency and reduce costs.
This article explains how to solve the common Selenium issue of outdated ChromeDriver versions by using the UpdateChromeDriver package, providing step‑by‑step commands and a brief overview of why the solution works for Python automation projects.
This article outlines a comprehensive data fault governance framework that classifies metrics, defines three development phases, establishes fault‑grading standards, clarifies responsibilities across development, data‑warehouse, and analytics teams, and implements pre‑, during‑, and post‑incident safeguards to dramatically reduce fault frequency and recovery time.
The article explains how to use Linux’s watch command to automatically repeat commands at set intervals, customize refresh rates, highlight changes, suppress headers, trigger beeps on errors, and exit on output changes, providing practical examples for monitoring processes, files, and user logins.
The third part of the series shows how Python scripts can automatically refactor Objective‑C code by encapsulating each data item’s read/write operations in static wrapper classes and rewriting over 600 call sites to use generated XXXSettingReader and XXXSettingWriter methods, achieving zero bugs.
This article walks through a Python automation task that inserts multiple images into a Word document, presenting the problem, the proposed solution, sample code using python‑docx, and a concise summary of the implementation process.
This article outlines the challenges of ultra‑large e‑commerce data warehouses—such as SLA pressure, model instability, soaring resource costs, low governance efficiency, and fragmented processes—and presents a one‑stop, tiered data‑governance framework with stability, cost, and efficiency subsystems that drives distributed autonomous governance and measurable business value.
This article introduces a free, low‑code web tool that automatically generates CRUD‑style front‑end management pages from database schemas or description files, enabling backend engineers to create functional admin interfaces in minutes without writing front‑end code.
This article explains what intelligent operations (AIOps) are, outlines a four‑layer platform architecture, and showcases real‑world practices such as load‑balancing link repair, MySQL container self‑healing, composite service tracing, component‑based orchestration, and AI‑driven log analysis, concluding with future prospects.
This article explains how Kujiale’s open API platform implements pre‑release process controls, full automation testing, field‑mapping, online traffic inspection, active health checks, and customizable throttling rules to ensure high stability, early fault detection, and safe handling of traffic spikes for customer integrations.
This article introduces the Kubernetes Operator pattern, explains its purpose for automating complex tasks, and provides a step‑by‑step tutorial on creating, configuring, and deploying a custom Operator using the Operator Framework, KubeBuilder, and Go, including code examples and deployment instructions.
This article describes the background, goals, architecture, and implementation details of a low‑code data platform that enables fast creation, configuration, and execution of data‑related tools for testing, development, and operations, highlighting its component library, rule engine, security, version control, and measurable efficiency gains.
This article walks through a Python automation example that reads several Excel worksheets into pandas DataFrames, renames columns, merges them on a common key, and prints the combined result, providing a practical solution for data aggregation tasks.
This tutorial demonstrates how to use Python's built‑in modules together with the third‑party itchat library to monitor, capture, and resend WeChat messages that have been withdrawn, providing step‑by‑step code and explanations for installing dependencies, handling different message types, and running the script on various operating systems.
The host‑lifecycle platform (mmachine) standardizes and automates machine onboarding, maintenance, and decommissioning in DiDi’s elastic cloud by using a four‑layer architecture, custom asynchronous scheduler, backup‑machine pool, cloud‑native batching, and idle‑resource governance, turning a manual, day‑level process into a reliable, minute‑level workflow while cutting costs.
