Engineering Blog
Data Intelligence
Building a product image and attribute dataset for ML in one pull
How do I ensure scraped image-attribute pairs are correctly matched? Mismatched labels destroy a training dataset.
Which service providers are best for bulk product image extraction and cloud storage?
Image extraction services charge per image but platform CDNs throttle aggressively. What is the real cost at 100k images?.
Bulk product image scraping — resolution, dedupe, rights and delivery
Am I allowed to use images scraped from a supplier site in my own store listings?.
Catalog enrichment for PIM platforms — scraping brand and manufacturer sites
Brand and manufacturer sites often block crawlers specifically. How do you get the data they publish publicly but protect technically?.
Competitor store network analysis from locator data
Store locator data is often protected behind rate limits and bot detection. Is it actually extractable?.
Due diligence datasets — a target catalog and reviews before you invest
Is scraped catalog and review data reliable enough to stake an investment decision on?.