Mercadolivremx Parser Spider

Introduction

The Mercadolivremx Parser Spider is a powerful Apify Actor designed to scrape and extract detailed product reviews from MercadoLibre Mexico (mercadolibre.com.mx). It efficiently gathers review data including ratings, titles, bodies, dates, and images, enabling users to analyze customer feedback at scale. This tool is ideal for businesses, researchers, and analysts seeking actionable insights from one of Latin America's largest e-commerce platforms.

Features

• Comprehensive Review Extraction: Captures full review details such as ratings, titles, bodies, dates, and associated images for thorough analysis.
• High Reliability: Utilizes robust scraping techniques with built-in error handling to ensure data accuracy and minimize failures.
• Proxy Support: Integrates with Apify's proxy system, including residential proxies, to bypass restrictions and handle large-scale extractions.
• Flexible Input: Accepts multiple URLs for batch processing, allowing targeted scraping of specific products or categories.
• Structured Output: Delivers clean, JSON-formatted data ready for integration into databases, analytics tools, or reporting systems.
• Performance Optimized: Designed for speed and efficiency, handling multiple reviews per run without compromising on quality.
• Easy Integration: Seamlessly works within the Apify platform for scheduling, monitoring, and exporting results.

Input Parameters

Parameter	Type	Required	Description	Example
Urls	array	Yes	An array of URLs pointing to MercadoLibre product review pages to scrape. Must start with http:// or https:// and contain at least one URL.	["https://articulo.mercadolibre.com.mx/noindex/catalog/reviews/MLM2031633061/search?objectId=MLM2031633061&siteId=MLM&isItem=true&offset=0&limit=15&x-is-webview=false"]
proxy	object	No	Configuration for proxy settings, including Apify proxy groups and country. Defaults to using Apify residential proxies from the US.	{"useApifyProxy": true, "apifyProxyGroups": ["RESIDENTIAL"], "apifyProxyCountry": "US"}

Example Usage

Input Configuration

{
  "Urls": [
    "https://articulo.mercadolibre.com.mx/noindex/catalog/reviews/MLM2031633061/search?objectId=MLM2031633061&siteId=MLM&isItem=true&offset=0&limit=15&x-is-webview=false"
  ],
  "proxy": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"],
    "apifyProxyCountry": "US"
  }
}

Output Example

[
  {
    "Review_Id": "1830050664",
    "Product_Id": "MLM2031633061",
    "Rating": 5,
    "Title": "excelente",
    "Body": "Esta robusta y tiene buenas funciones junto con la app, la recomiendo, puedes desbloquear mediante huella, tarjeta y código, también mediante la app con bluetooth mientras estés a unos 5 metros máximo, disculpen la instalación pero aún no ha sido resanada ni pintada la base pero ya quedó funcionando para su prueba y descripción.",
    "Date": "03-02-2025",
    "Full_Review": "excelente: Esta robusta y tiene buenas funciones junto con la app, la recomiendo, puedes desbloquear mediante huella, tarjeta y código, también mediante la app con bluetooth mientras estés a unos 5 metros máximo, disculpen la instalación pero aún no ha sido resanada ni pintada la base pero ya quedó funcionando para su prueba y descripción.",
    "Image_URLs": [
      "https://http2.mlstatic.com/D_NQ_NP_982383-MLA82227086969_022025-F.jpg",
      "https://http2.mlstatic.com/D_NQ_NP_786388-MLA81946094768_022025-F.jpg"
    ],
    "URL": "https://articulo.mercadolibre.com.mx/noindex/catalog/reviews/MLM2031633061/search?objectId=MLM2031633061&siteId=MLM&isItem=true&offset=0&limit=15&x-is-webview=false",
    "Crawled_Date": "11-20-2025",
    "actor_id": "vZdLTpAhmXM4flgOm",
    "run_id": "JULXfEG6qrMSAhn7Q"
  }
]

Use Cases

• Market Research: Analyze customer sentiment and trends for products on MercadoLibre to inform marketing strategies.
• Competitive Intelligence: Monitor competitor products' reviews to identify strengths, weaknesses, and pricing opportunities.
• Price Monitoring: Track review data alongside pricing to assess value perceptions and adjust strategies.
• Content Aggregation: Collect and aggregate reviews for content creation, such as blog posts or social media insights.
• Academic Research: Gather data for studies on consumer behavior in e-commerce within Latin America.
• Business Automation: Automate review extraction for dashboards or alerts on product performance.

Installation and Usage

1. Search for "Mercadolivremx Parser Spider" in the Apify Store.
2. Click "Try for free" or "Run".
3. Configure input parameters as described above.
4. Click "Start" to begin extraction.
5. Monitor progress in the log.
6. Export results in your preferred format (JSON, CSV, Excel).

Output Format

The Actor outputs data in JSON format, with each item representing a single review. Key fields include:

• Review_Id: Unique identifier for the review.
• Product_Id: ID of the product being reviewed.
• Rating: Numerical rating (e.g., 1-5).
• Title: Review title.
• Body: Main review text.
• Date: Date of the review.
• Full_Review: Combined title and body.
• Image_URLs: Array of URLs to images attached to the review.
• URL: Source URL of the review.
• Crawled_Date: Date when the data was scraped.
• actor_id and run_id: Metadata for tracking the Apify run.

Data is structured for easy parsing and integration.

Support

For custom/simplified outputs or bug reports, please contact:

• Email: support@getdataforme.com
• Subject line: "custom support"
• Contact form: https://getdataforme.com/contact/

We're here to help you get the most out of this Actor!

---