Engineering Blog
Data Intelligence
Promotional intelligence 101 — reading competitor discount patterns
Are competitor discount patterns actually predictable or am I reading noise?.
Rewriting scraped product descriptions with AI without duplicate-content risk
If I use AI to rewrite scraped descriptions am I just creating sophisticated plagiarism?.
Scrape eCom stores to build a custom competitor research dataset
Scrape ecommerce stores into a custom competitor price monitoring and research dataset. Schema design, product matching, anti-bot realities, and the build-vs-buy math.
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?.