Quick update on this side project:

I refined the data workflow and added a few extra fields (pricing, ratings, review counts) after seeing where pure automation started to break down.

The biggest takeaway so far is that data cleaning and validation matter more than the scraping itself — especially when the output needs to be usable, not just complete.

Still keeping this intentionally small and learning a lot from the tradeoffs.