Engineering Blog
Data Intelligence
Scraping promotions, coupons and markdown data point-in-time
Coupon codes expire in hours. Is scraped promo data still useful if it is even a day old?.
Scraping secondhand and recommerce fashion data — fields, sources and quirks
Every listing on Vinted or Depop is a unique item. How do I aggregate pricing data from millions of individual listings?.
Scraping serviceability and delivery-promise data by pincode
Serviceability changes by pincode and time of day. How do you get a reliable dataset?.
Scraping toys and games product data — fields, sources and quirks
Safety certification data for toys is often not machine-readable. It is in images or PDFs linked from the product page.
Scraping variant-level pricing — size and color premiums
Variant pricing is hidden until you select the specific combination. How do you capture it at scale?.
Seeding a product database for a new ecommerce platform — bulk extraction blueprint
How many products does a new platform need to be useful at launch and how do you get them without a supplier relationship?.