Mercadolivre Reviews Spider

Introduction

The Mercadolivre Reviews Spider is a powerful Apify Actor designed to scrape and extract customer reviews from MercadoLivre product pages. It automates the collection of detailed review data, including ratings, titles, bodies, dates, and images, enabling users to gather valuable insights into product performance and customer sentiment. This tool is ideal for e-commerce analysts, marketers, and researchers seeking to analyze feedback on MercadoLivre listings efficiently and at scale.

Features

• Comprehensive Review Extraction: Captures full review details such as ratings, titles, bodies, dates, and associated images from MercadoLivre product pages.
• High Reliability: Utilizes robust scraping techniques with proxy support to handle dynamic content and avoid blocks, ensuring consistent data retrieval.
• Scalable Performance: Processes multiple URLs in parallel, making it suitable for large-scale data collection without compromising speed.
• Structured Output: Delivers clean, JSON-formatted data that's easy to integrate into databases, analytics tools, or reporting systems.
• Proxy Integration: Supports Apify's residential proxies for enhanced anonymity and access to geo-restricted content.
• Error Handling: Includes built-in mechanisms to retry failed requests and log issues for troubleshooting.
• Customizable Inputs: Allows users to specify multiple product URLs for targeted scraping.

Input Parameters

Parameter	Type	Required	Description	Example
Urls	array	No	A list of MercadoLivre product page URLs to scrape reviews from. Each URL should point to a specific product listing.	["https://www.mercadolivre.com.br/huggies-fralda-descartavel-maxima-proteco-g-66-un/p/MLB20133824"]
proxyConfiguration	object	No	Configures proxy settings to mask the scraper's origin and improve success rates. Defaults to using Apify's residential proxies.	{"useApifyProxy": true, "apifyProxyGroups": ["RESIDENTIAL"]}

Example Usage

Input JSON

{
  "Urls": [
    "https://www.mercadolivre.com.br/huggies-fralda-descartavel-maxima-proteco-g-66-un/p/MLB20133824"
  ],
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"]
  }
}

Output JSON

[
  {
    "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": "11-18-2025"
  }
]

Use Cases

• Market Research: Analyze customer feedback to identify trends in product satisfaction and preferences across MercadoLivre categories.
• Competitive Intelligence: Compare reviews of similar products to benchmark performance and uncover strengths or weaknesses.
• Price Monitoring: Track sentiment alongside pricing data to optimize dynamic pricing strategies.
• Content Aggregation: Collect and aggregate reviews for content creation, such as blog posts or social media campaigns.
• Academic Research: Gather data for studies on consumer behavior and e-commerce trends in Latin America.
• Business Automation: Integrate review data into dashboards for automated reporting and decision-making processes.

Installation and Usage

1. Search for "Mercadolivre Reviews Spider" in the Apify Store.
2. Click "Try for free" or "Run".
3. Configure input parameters (e.g., add product URLs and proxy settings).
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 an array of JSON objects, each 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: Full review text.
• Date: Date of the review.
• Full_Review: Combined title and body.
• Image_URLs: Array of URLs for any images attached to the review.
• URL: Link to the review page.
• Crawled_Date: Timestamp when the data was scraped.

This structured format ensures easy parsing and integration with other tools.

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!

---