Engineering Blog
Data Intelligence
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?.
Need one-time scraping? Freelancer vs no-code tool vs managed service compared
Can I trust a $30 Fiverr gig with 20,000 product records?.
One-time share-of-shelf audit — scraping marketplace search results
Marketplace search results change every few minutes. Is a scraped share-of-shelf number actually meaningful?.
One-time stock and availability snapshot of a competitor
Stock status changes hourly. Does a one-time snapshot tell me anything reliable about a competitor supply chain?.