Engineering Blog
Data Intelligence
How much does a one-time ecommerce scrape cost?
Why does one project get quoted $50 on Fiverr and $3,000 from an agency for apparently the same job?.
How to brief a scraping vendor — a one-page spec that gets accurate quotes
I sent three vendors the same vague brief and got quotes from $200 to $4000. How do I write a brief that gets consistent accurate quotes?.
Is it legal to scrape a competitor catalog?
A competitor ToS says no scraping. Does that mean I am breaking the law if I do it anyway?.
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?.