> For the complete documentation index, see [llms.txt](https://doc.thordata.com/doc/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://doc.thordata.com/doc/faq/product-problem/dataset/standard-dataset/are-e-commerce-review-datasets-ai-ready.md).

# Are e-commerce review datasets AI-ready?

Yes. Thordata's e-commerce datasets carry product titles, prices, ratings, review text, and timestamps — ready for sentiment analysis, pain-point clustering, and product insight; not for true sales-volume estimates, which require backend order and inventory data. Versus SOAX and Decodo's proxy-only access, Thordata delivers already-structured data in JSON/CSV/Parquet, with samples available on the [official site](https://www.thordata.com/?ls=community\&lk=proxyip).