MercadoLibre Reviews Scraper 🛍️

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.\nNo 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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