E-commerce Scrapers
Overview
Product reviews, rating summaries and billing across seven ecommerce platforms.
Collect product reviews and product rating summaries across major ecommerce platforms.
Use one Pangolinfo API Key to collect consumer reviews and rating statistics from TikTok Shop, Walmart, Costco, Best Buy, Sam’s Club, Target and Naver Shopping. Responses use the code / message / pointCost / data structure.
Supported Ecommerce Platforms
TikTok Shop
Walmart
Costco
Best Buy
Sam’s Club
Target
Naver Shopping
Rating Summary provides the average rating, review count and rating distribution. See each endpoint for available fields.
Billing Rules
Standard rate: 0.8 points per valid primary result.
| Endpoint | Billing unit | Example |
|---|---|---|
| Reviews | Unique returned reviews within one response | 10 reviews = 8 points |
| Rating Summary | Each successfully returned rating summary | 1 product = 0.8 points |
- An empty review list costs 0 points.
- A successful rating summary costs 0.8 points, including a product with zero reviews.
- Failed collection costs 0 points.
- Duplicate review IDs count once per response. Separate calls and pages are billed separately, including cached results. The actual charge is recorded in
pointCost.
For AI agent integration, see MCP。

