Engineering Blog
Data Intelligence
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?.
One-time vs periodic vs API — what best suits your ecommerce scraping needs?
The difference in cost between a one-time scrape and a live API is enormous. How do I know which I actually need?.
Price positioning analysis before a product launch
How do I know what price to launch at without waiting until post-launch to see how competitors react?.
Product matching across stores — GTIN, fuzzy titles and image hashes
Without a universal identifier how do you match the same physical product listed differently across Amazon Flipkart and a brand site?.