MercadoLibre Reviews Scraper 🛍️

MercadoLibre Reviews Scraper 🛍️

🛍️ Extract detailed product reviews from MercadoLibre with comprehensive data including ratings, comments, review dates, and user interactions. Perfect for market research, sentiment analysis, and customer feedback monitoring across Latin America's largest e-commerce platform.

ECOMMERCEINTEGRATIONSOTHERApify

Extract comprehensive review data from MercadoLibre product pages with this powerful scraper. Get detailed insights into customer feedback, ratings, and engagement metrics to enhance your market research and product analysis.

Features ✨

  • Extract detailed review content including ratings, titles, and full comments
  • Collect review metadata such as posting dates and user interactions
  • Support for multiple product URLs in a single run
  • Automatic pagination handling and infinite scroll support
  • Built-in stealth and anti-detection mechanisms
  • Structured JSON output for easy data analysis

Use Cases 🎯

  • Market Research & Analysis
  • Customer Sentiment Analysis
  • Product Performance Monitoring
  • Competitive Intelligence
  • Customer Feedback Collection
  • E-commerce Analytics

Output Data Structure 📊

The actor provides comprehensive review data including:

  • Review ID and type
  • Rating score (1-5 stars)
  • Review title and full comment
  • Publication date
  • Helpful votes count
  • User interaction metrics
  • Review reporting options

Input Example

A full explanation of an input example in JSON.

1{
2    "productUrls": [
3        "https://www.mercadolibre.com.ar/drinkpops-coffee-vaso-blanco-510-ml/p/MLA26800601#polycard_client=search-nordic&searchVariation=MLA26800601&wid=MLA1427988225&position=24&search_layout=stack&type=product&tracking_id=76c139d1-d081-4378-bba9-4145f2f056ae&sid=search"
4    ],
5    "maxItems": 30
6}

Output sample

The results will be wrapped into a dataset which you can always find in the Storage tab. Here's an excerpt from the data you'd get if you apply the input parameters above:

And here is the same data but in JSON. You can choose in which format to download your data: JSON, JSONL, Excel spreadsheet, HTML table, CSV, or XML.

1[
2    {
3        "id": 1218026027,
4        "type": "REVIEW",
5        "variant": "",
6        "rating": 4,
7        "title": {
8            "text": "muy bueno",
9            "class_name": "ui-review-view__comments__review-comment__title"
10        },
11        "comment": {
12            "content": {
13                "text": "Muy bueno relación precio calidad.
No es igual a los de marcas más caras pero esta muy bien terminado. Único error q puedo marcar pero a no es un impedimento es q la tapa en los modelos q marcan temperatura se abre hasta la mitad lo q puede molestar en tu nariz, los q no tienen ese medidor si se abren completos."
,
14 "class_name": "ui-review-view__comments__review-comment", 15 "see_more": "Leer más", 16 "see_less": "Leer menos" 17 }, 18 "time": { 19 "text": "28 may. 2024", 20 "class_name": "ui-review-view__comments__review-comment__date" 21 }, 22 "date": "28 may. 2024", 23 "country": "", 24 "menu_options": { 25 "track": { 26 "event_data": { 27 "catalog_product_id": "MLA26590797", 28 "review_id": 1218026027 29 }, 30 "path": "/reviews/points/clic" 31 }, 32 "items": [ 33 { 34 "text": "Denunciar", 35 "url": "/noindex/denounce/?item_id=MLA1778961812&element_id=1218026027&element_type=REV", 36 "track": { 37 "event_data": { 38 "catalog_product_id": "MLA26590797", 39 "review_id": 1218026027, 40 "type": "denounce" 41 }, 42 "path": "/reviews/actions" 43 }, 44 "icon_id": "REPORT", 45 "class_name": "ui-review-view__comments__review-comment" 46 } 47 ] 48 }, 49 "denounce": { 50 "text": "Denunciar", 51 "url": "/noindex/denounce/?item_id=MLA1778961812&element_id=1218026027&element_type=REV", 52 "track": { 53 "event_data": { 54 "catalog_product_id": "MLA26590797", 55 "review_id": 1218026027, 56 "type": "denounce" 57 }, 58 "path": "/reviews/actions" 59 }, 60 "icon_id": "REPORT", 61 "class_name": "ui-review-view__comments__review-comment" 62 } 63 }, 64 "actions": [ 65 { 66 "id": "LIKE", 67 "type": "LIKE", 68 "text": "Es útil", 69 "value": 2, 70 "track": { 71 "event_data": { 72 "catalog_product_id": "MLA26590797", 73 "review_id": 1218026027, 74 "type": "like" 75 }, 76 "path": "/reviews/actions" 77 }, 78 "icon": { 79 "empty_icon": "ThumbUpOutlined", 80 "full_icon": "ThumbUpFillled" 81 }, 82 "selected": false 83 } 84 ], 85 "aria_label": "Calificación 4 de 5", 86 "accessibility_text": "Opinión 1. Calificación 4 de 5." 87 }, 88 ... 89]

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Frequently Asked Questions

Is it legal to scrape job listings or public data?

Yes, if you're scraping publicly available data for personal or internal use. Always review Websute's Terms of Service before large-scale use or redistribution.

Do I need to code to use this scraper?

No. This is a no-code tool — just enter a job title, location, and run the scraper directly from your dashboard or Apify actor page.

What data does it extract?

It extracts job titles, companies, salaries (if available), descriptions, locations, and post dates. You can export all of it to Excel or JSON.

Can I scrape multiple pages or filter by location?

Yes, you can scrape multiple pages and refine by job title, location, keyword, or more depending on the input settings you use.

How do I get started?

You can use the Try Now button on this page to go to the scraper. You’ll be guided to input a search term and get structured results. No setup needed!