Engineering Blog
Data Intelligence
Scraping beauty and cosmetics product data — fields, sources and quirks
INCI ingredient lists are long inconsistently formatted and sometimes in images. Can they be extracted reliably?.
Scraping bestseller ranks and sold counts as demand proxies
How reliable is BSR as a demand signal and how often does it need to be captured to be useful?.
Scraping category trees — mapping a retailer taxonomy
Category trees change. If I scrape a taxonomy today and use it to structure a dataset will it break when the retailer reorganizes?.
Scraping certification and safety listings — BIS, CE, FDA data
Certifications on product pages are often just logos or badge images not text. Can they actually be extracted?.
Scraping customer Q&A sections for voice-of-customer data
Q&A sections are sparse on most products. Is there enough data to draw statistically meaningful conclusions?.
Scraping dealer locators and store directories into lead lists
Store locator data is for navigation not for sales prospecting. Is using it as a lead source legally defensible?.