Dresses
Jackets
When trends move quickly, size availability matters. ThreadScout helps shoppers find what is in stock before checkout disappointment.
No API keys. No retailer agreements. Just smart automation.
ThreadScout identifies public product pages from major clothing retailers — from fast fashion to luxury brands.
Using Playwright or Puppeteer, we simulate a real user session — selecting sizes, choosing stores, and reading the DOM.
We collect product name, price, images, available sizes, and stock messages directly from what's rendered on the page.
All data is persisted with timestamped logs — enabling historical availability tracking and trend analysis.
Users add ratings and reviews by size, helping others understand fit, quality, and availability patterns.
When a tracked size comes back in stock, users are instantly notified — capturing demand before it's gone.
Watch a simulated headless browser check run in real-time.
This demo simulates exactly what ThreadScout does in production — a headless (invisible) Chromium browser opens a retailer product page, selects a clothing size, reads the availability message from the page, and logs the result. No API key. No scraping agreement. Just browser automation reading what any real shopper would see.
In production this runs on a real retailer page. This demo uses a simulated product to show the exact same sequence of steps without hitting a live site.