Mercado Libre Reviews Scraper — Product Reviews to JSON
Pricing
from $2.88 / 1,000 review scrapeds
Mercado Libre Reviews Scraper — Product Reviews to JSON
Scrape Mercado Libre product reviews into clean JSON: rating, text, date and helpful votes. Great for sentiment analysis and product research.
Pricing
from $2.88 / 1,000 review scrapeds
Rating
0.0
(0)
Developer
Marouane Oulabass
Maintained by CommunityActor stats
0
Bookmarked
2
Total users
0
Monthly active users
3 days ago
Last modified
Categories
Share
Scrape Mercado Libre product reviews into clean JSON — rating, review text, date and helpful votes — for sentiment analysis, product research and competitor monitoring.
AI-agent ready: this Actor is callable and payable by AI agents via x402 (USDC on Base), no Apify account required.
Give it product URLs and get one clean row per review.
Features
- 💬 Full review data — star rating, text, relative date and "helpful" vote count.
- 🔗 One row per review, tied to the product ID and clean permalink.
- 💸 Fair billing — pay per review actually returned; anti-bot / failed pages cost nothing.
- 🌎 Works across the Latin American Mercado Libre sites.
Input
| Field | Type | Description |
|---|---|---|
productUrls | array of strings | Mercado Libre product URLs whose reviews to scrape. Required. |
maxReviewsPerProduct | integer | Optional cap per product. |
{ "productUrls": ["https://www.mercadolibre.com.mx/.../p/MLM66623726"] }
Output
{"productId": "MLM66623726","permalink": "https://www.mercadolibre.com.mx/.../p/MLM66623726","ratingValue": 5,"reviewText": "Para ser una laptop portátil es bastante potente, muy buena opción...","reviewDate": "Hace 1 mes","likes": 23,"reviewRank": 1,"scrapedAt": "2026-07-11T17:00:00Z"}
Use cases
- Sentiment analysis — mine review text and ratings for product/brand perception.
- Product research — find recurring complaints and praise before sourcing.
- Competitor monitoring — track review sentiment on rival listings over time.
FAQ
How do I get Mercado Libre reviews as JSON/CSV?
Add product URLs to productUrls and export the dataset to JSON, CSV or Excel.
Does it include the review rating and helpful votes?
Yes — ratingValue (1–5) and likes come straight from each review.
Limitations
- Returns the reviews shown on the product page (highlighted opinions). Pair with the Mercado Libre Scraper (discovery) and Price Tracker (pricing) for a full toolkit.
- Mercado Libre serves anti-bot challenges to some traffic; the Actor retries with residential proxies and skips (never charges) pages it can't load.
Support
Open an issue on the Issues tab — we respond within 48h.