Engineering Blog
Data Intelligence
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?.
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.