Definition
Review mining is the systematic extraction of structured insights (pain points, jobs-to-be-done, feature requests, comparative sentiment) from product and local-business reviews across Amazon, Walmart, Google Maps, and similar platforms.
In Depth
Review mining is the 2026 foundation for category research, marketing copy, and product roadmap input. Raw reviews are noisy, so the pattern is to fetch a representative sample through an API like Scavio, classify each review against a taxonomy, and aggregate. Scavio's review bulk-fetch endpoint makes the first step cheap; the LLM classification step is where most of the analysis work happens.
Example Usage
The product team mined 8,000 Amazon reviews through Scavio to find the five most-requested features in their category.
Platforms
Review Mining is relevant across the following platforms, all accessible through Scavio's unified API:
- amazon
- walmart
- google-maps