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Case Studies

Web Automation Case Studies for Data, Content, Publishing and AI Workflows

Each web automation case study shows the problem, technical challenges, production approach, target users, and measurable result for data, content, publishing, migration, and AI workflows.

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AI Translation Extension for Chrome and Android Kiwi

Featured Product Case

AI Translation Extension for Chrome & Kiwi

Cross-platform Chromium AI translation extension with floating actions and Android Kiwi support.

AIChrome ExtensionManifest V3AndroidChromiumTranslation
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Scope: PC Chrome, Microsoft Edge and Android Kiwi Browser selection translation.

Architecture: Manifest V3, content scripts, floating UI injection, background messaging, direct and AI translation layers.

Mobile edge: Long-press selection, touchend handling, Android viewport safety and Kiwi extension packaging.

Result: A commercial browser enhancement case proving AI, Chromium extension and Android compatibility capability.

Multi-platform content publishing automation

Featured Case

Multi-Platform Content Publishing Automation

A custom automation capability for publishing promotional content across media platforms, forums, communities, blogs, and niche websites selected by the client.

Custom platform scriptsAI promotion planningBatch publishingSearch visibility
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Problem: New websites and products often need exposure across many external platforms, but manual registration, login, editing, and posting are slow and hard to scale.

Challenges: Every media site, forum, and community has different account flows, editors, images, categories, tags, validation steps, and publishing rules.

Solution: Built a customizable content-distribution workflow that can adapt to client-selected platforms, generate promotion angles and article drafts, then execute repeatable publishing tasks.

Result: Turned repetitive multi-platform promotion into a configurable automation service that helps clients expand keyword coverage and external traffic entry points.

Best for: new website owners, SEO teams, brand marketers, SaaS companies, affiliate projects, foreign trade sites, local service businesses, and clients who need custom publishing bots for selected platforms.
Intelligent website resource migration automation

Featured Case

Intelligent Website Resource Migration System

A complete automation pipeline that extracts resources from one website, intelligently rewrites and optimizes them, then uploads and publishes the processed content to another website.

Bulk extractionAI rewritingSEO optimizationAuto publishing
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Problem: Manual website migration often creates duplicated, mechanically translated, or low-quality copied content.

Challenges: Dynamic pages, mixed text/images/video assets, embedded image text, SEO risks, and repeatable publishing workflows.

Solution: Built a resource migration system using browser automation, OCR, image repair, translation, local AI rewriting, FTP upload, and API publishing.

Result: Turned repetitive content copying into an intelligent workflow that produces cleaner, more natural, and more search-friendly target-site content.

Best for: cross-border ecommerce sellers, foreign trade companies, new website owners, content site operators, SEO agencies, catalog teams, multilingual website builders, and operations teams that need repeatable website-to-website content migration.
Forum attachment automation workflow

Featured Case

High-Concurrency Forum Attachment Collection System

A production desktop automation system for discovering hidden attachment links, downloading files at scale, validating outputs, and organizing long-running incremental collection tasks.

Hidden link discoveryMulti-threaded downloadsFile validation
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Problem: A client needed a repeatable desktop tool to collect attachment files from large forum sections where many download links were hidden, visually obscured, or not directly exposed as standard file URLs.

Challenges: The target pages required browser-level discovery, while downloading everything through a browser would be slow. Attachment links were partially hidden behind page structure, relative URLs, Discuz attachment parameters, duplicate threads, invalid HTML error pages, and large-volume file organization requirements.

Solution: Built a two-stage automation system: Selenium with headless Chrome discovers forum thread URLs from listing pages, then a multi-threaded Requests and BeautifulSoup pipeline parses each thread, removes reliance on visible click areas, detects hidden Discuz attachment endpoints such as forum.php?mod=attachment, converts relative paths into full download URLs, downloads files concurrently, validates file structure, and archives results into batch directories.

Result: Automated a repetitive manual collection workflow, enabled hidden attachment link discovery and download, reduced duplicate processing with persistent history tracking, improved throughput by separating browser discovery from HTTP downloading, and made the process usable by non-technical operators through a Tkinter GUI.

DOM-Level Parsing

The system analyzes HTML structure and attachment parameters instead of relying on visible buttons or manual clicks.

Hidden Endpoint Recovery

Relative Discuz attachment paths are converted into complete download URLs for automated processing.

Quality Control

Response type checks and file validation prevent blocked pages or HTML errors from being saved as target files.

Best for: forum operators, resource site owners, digital archive teams, research teams, content collectors, download-site managers, and operations teams that need high-volume attachment discovery, validation, and organized file collection.
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Automated member profile generation and upload system

Featured Case

Automated Member Profile Generation & Upload System

A custom automation workflow for membership platforms that generates natural profile data, creates avatar images, uploads assets, and writes structured records into the website database.

Profile generationAvatar creationDatabase insertionContent cold start
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Problem: New membership websites often look empty at launch because they lack realistic profiles, avatars, regional distribution, and complete introductions.

Challenges: Profiles need structured fields, natural writing, image paths, database compatibility, audit status, and batch reliability.

Solution: Built a desktop automation tool that generates profile text, creates portraits, uploads images, maps web paths, and inserts user/profile records into the target database.

Result: Helped a membership platform prepare a usable initial content base faster, reducing manual profile creation and image preparation work.

Best for: dating sites, social platforms, recruitment sites, local service communities, demo projects, test environments, and content cold-start teams.
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