Engineering Blog
Data Intelligence
MAP violation audit — a one-time price scrape playbook for brands
If I find MAP violations can I actually act on the data or will pulling it land me in legal trouble?.
Market entry datasets — scraping Indian marketplaces for strategy insights
Indian marketplaces block scrapers aggressively. Can you actually get reliable data from Flipkart or Myntra for a market entry study?.
Marketplace seller intelligence — mapping who sells what, where
How do you distinguish genuine marketplace sellers from drop-shippers and arbitrage accounts at scale?.
Materials, ingredients and compliance metadata — scraping what labels say
Product pages rarely have structured ingredients data it is all buried in plain text or images. Can it be extracted reliably?.
Mining competitor reviews for product development insight
Is it ethical and useful to mine a competitor customer reviews to improve my own product?.
Normalizing scraped product attributes across retailers
Every retailer calls the same attribute something different. Is normalization at scale even feasible?.