Introduction
High‑quality product images are now one of the most valuable raw materials for e‑commerce AI: they power visual search, recommendation systems, automated catalog enrichment, defect detection for returns, and multimodal foundation models. As a result, engineering teams increasingly need robust, compliant pipelines to scrape product photos at scale and feed them into AI training and inference workflows.