Contact

If you encounter any issues or need to exchange information, please feel free to contact us through the following link: My profile

Mercadolibre.com Product Details Scraper: Complete Product Data Extraction Tool

Introduction

MercadoLibre, literally meaning "free market" in Spanish, operates as Latin America's leading online marketplace, covering 18 countries including major markets like Argentina, Brazil, Mexico, and Chile. As of April 2023, MercadoLibre was the most visited online marketplace in Latin America, totaling almost 447 million visits per month, making it a goldmine of valuable market intelligence and business insights.

For businesses looking to understand Latin American e-commerce dynamics, track competitor pricing strategies, or identify market opportunities, manually collecting product data from MercadoLibre presents significant challenges. The platform's complex structure, extensive product catalogs, and region-specific variations make manual data extraction time-intensive and prone to inconsistencies. Our MercadoLibre Product Details Scraper addresses these challenges by automating comprehensive data extraction, enabling businesses to make data-driven decisions in this crucial Latin American market.

Scraper Overview

The MercadoLibre Product Details Scraper is a sophisticated data extraction tool designed specifically to navigate the complexities of Latin America's largest e-commerce platform. Built to handle MercadoLibre's dynamic content structure and anti-bot protection mechanisms, this scraper delivers comprehensive product intelligence at scale.

Key Capabilities:

• Comprehensive Data Coverage: Extracts over 60 data points including seller information, pricing structures, shipping details, and product specifications
• Multi-Region Support: Handles country-specific MercadoLibre domains (.com.ar, .com.br, .com.mx, etc.)
• Advanced Anti-Detection: Integrated residential proxy support with intelligent retry mechanisms
• Seller Intelligence: Deep insights into seller reputation, power seller status, and official store information
• Catalog Integration: Extracts catalog-specific data including product families and brand attributes

Target Audience:

• E-commerce businesses entering Latin American markets
• Market researchers and competitive intelligence analysts
• Price monitoring and optimization specialists
• Supply chain and inventory management professionals
• Business consultants and market entry strategists
• Academic researchers studying Latin American e-commerce trends

Input and Output Format Details

Example url 1: https://www.mercadolibre.com.ar/motorola-moto-g04s-sunrise-orange-64gb-4gb/p/MLA39328824?pdp_filters=deal%3AMLA1364791-1#polycard_client=search-nordic&search_layout=grid&position=1&type=product&tracking_id=9c8d5fd1-9f11-4074-bb78-2cea6312c036&wid=MLA1918268342&sid=search

Example url 2: https://www.mercadolibre.com.ar/tablet-aiwa-10-64gb-4gb-ram-quad-core-android-12-color-gris/p/MLA26877257?pdp_filters=deal%3AMLA1364791-1#polycard_client=search-nordic&search_layout=grid&position=2&type=product&tracking_id=9c8d5fd1-9f11-4074-bb78-2cea6312c036&wid=MLA1511641556&sid=search

Example url 3: https://www.mercadolibre.com.ar/tablet-lenovo-tab-m11-8gb-ram-128gb-funda-lapiz-11-wuxga-color-gris-oscuro/p/MLA39425686?pdp_filters=deal%3AMLA1364791-1#polycard_client=search-nordic&search_layout=grid&position=3&type=product&tracking_id=9c8d5fd1-9f11-4074-bb78-2cea6312c036&wid=MLA1475941501&sid=search

Example Screenshot of product information page:

Input Format

The scraper accepts a JSON configuration specifying the product URLs to extract data from, along with proxy settings and retry parameters:

{
  "max_retries_per_url": 2, // Maximum waiting time when accessing the links you provided.
  "proxy": { // Add a proxy to ensure that during the data collection process, you are not detected as a bot.
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL" 
    ],
    "apifyProxyCountry": "SG" // You should choose an Country that coincides with the Country you want to collect data from
  },
  "urls": [ // Links to product information pages.
    "https://www.mercadolibre.com.ar/motorola-moto-g04s-sunrise-orange-64gb-4gb/p/MLA39328824?pdp_filters=deal%3AMLA1364791-1#polycard_client=search-nordic&search_layout=grid&position=1&type=product&tracking_id=9c8d5fd1-9f11-4074-bb78-2cea6312c036&wid=MLA1918268342&sid=search",
    "https://www.mercadolibre.com.ar/tablet-aiwa-10-64gb-4gb-ram-quad-core-android-12-color-gris/p/MLA26877257?pdp_filters=deal%3AMLA1364791-1#polycard_client=search-nordic&search_layout=grid&position=2&type=product&tracking_id=9c8d5fd1-9f11-4074-bb78-2cea6312c036&wid=MLA1511641556&sid=search",
    "https://www.mercadolibre.com.ar/tablet-lenovo-tab-m11-8gb-ram-128gb-funda-lapiz-11-wuxga-color-gris-oscuro/p/MLA39425686?pdp_filters=deal%3AMLA1364791-1#polycard_client=search-nordic&search_layout=grid&position=3&type=product&tracking_id=9c8d5fd1-9f11-4074-bb78-2cea6312c036&wid=MLA1475941501&sid=search"
  ]
}

Configuration Parameters:

• max_retries_per_url: Retry attempts for failed requests (recommended: 2-3 for optimal balance)
• proxy: Essential for reliable access across Latin American regions
  • useApifyProxy: Enables professional-grade proxy rotation
  • apifyProxyGroups: "RESIDENTIAL" proxies provide highest success rates
  • apifyProxyCountry: Geographic targeting (SG works well for LATAM access)
• urls: Array of MercadoLibre product page URLs across different countries and categories

Output Format

You get the output from the Mercadolibre.com Product Details Page Scraper stored in a tab. The following is an example of the Information Fields collected after running the Actor.

[ // List of product information
  {
  "seller_id": 71229887,
  "seller_name": "ProntoTec",
  "reputation_level": "5_green",
  "power_seller_status": "platinum",
  "official_store_id": 128026,
  "subtitle_types": [
    "SOLD_QUANTITY",
    "BILLING"
  ],
  "compats_info": {
    "status": "NOT_SUPPORTED"
  },
  "installations_info": {
    "status": "NOT_SUPPORTED",
    "not_installable_reasons": [],
    "coverage": {
      "reachable_inst": 0,
      "filtered_reachable_inst": 0,
      "filter_reasons": [
        {
          "filtered_inst": 0
        }
      ],
      "min_inst_distance": 0,
      "avg_reachable_inst_distance": 0
    }
  },
  "free_shipping": true,
  "shipping_mode": "me2",
  "local_pick_up": false,
  "store_pick_up": false,
  "logistic_type": "self_service",
  "is_cbt_fulfillment_us": false,
  "review_rate": 4,
  "reviews": {
    "qualitative_attributes": [],
    "attributes_quantity": 4,
    "count": 3830,
    "reviews_with_comment": 943,
    "pictures_quantity": 26,
    "rate": 4.7,
    "summary": {
      "status": "published",
      "prompt_version": 3.2,
      "ai_model": "gpt-4o-2024-08-06",
      "last_updated": "2025-08-22T05:39:30Z",
      "build_version": "JftHm4oWEq/AA6T7Ifr8njOeokf0bc6oCWMCL+qPCas=",
      "likes": 48,
      "valorization": 47
    }
  },
  "price": 159999,
  "original_price": 499999,
  "currency_id": "ARS",
  "available_promotions": [
    {
      "campaign_id": "P-MLA15277020",
      "type": "marketplace_campaign",
      "original_value": 499999,
      "value": 159999
    }
  ],
  "credit_view_components": {
    "pricing": {
      "original_price": 499999,
      "actual_price": 159999,
      "discount": "68%",
      "with_mercado_credito": false,
      "unit_of_measurement": "not_apply",
      "recommended_methods": [
        {
          "id": "visa",
          "issuer": "CREDIT_CARD",
          "installments": 6,
          "installment_amount": 40135.75,
          "installments_total": 240814.5,
          "is_free_installment": false,
          "is_meliplus_installments": false,
          "is_additional_bank_interest": false,
          "rank": 1
        }
      ]
    },
    "widget": {
      "visible": false
    },
    "tooltip": {
      "visible": false
    }
  },
  "picker_action": "loaded",
  "pickers": {
    "c_o_l_o_r": [
      {
        "catalog_product_id": "MLA39328825",
        "attribute_id": "Azul_vpp",
        "selected": false,
        "picker_type": "normal",
        "value": "Azul"
      },
      {
        "catalog_product_id": "MLA39328824",
        "attribute_id": "Naranja_vpp",
        "selected": true,
        "picker_type": "normal",
        "value": "Naranja"
      },
      {
        "catalog_product_id": "MLA39328668",
        "attribute_id": "Verde_vpp",
        "selected": false,
        "picker_type": "normal",
        "value": "Verde"
      }
    ]
  },
  "pickers_attributes": {
    "c_o_l_o_r": {
      "count": 3,
      "component": "outside",
      "picker_label": "Color"
    }
  },
  "gallery": {
    "id": "gallery",
    "type": "gallery",
    "picture_config": {
      "template": "https://http2.mlstatic.com/D_NQ_NP_{id}-O{sanitizedTitle}.webp",
      "template_thumbnail": "https://http2.mlstatic.com/D_Q_NP_{id}-R{sanitizedTitle}.webp",
      "template_zoom": "https://http2.mlstatic.com/D_NQ_NP_{id}-OO{sanitizedTitle}.jpg",
      "template_2x": "https://http2.mlstatic.com/D_NQ_NP_2X_{id}-F{sanitizedTitle}.webp",
      "template_thumbnail_2x": "https://http2.mlstatic.com/D_Q_NP_2X_{id}-R{sanitizedTitle}.webp",
      "template_zoom_2x": "https://http2.mlstatic.com/D_NQ_NP_2X_{id}-F{sanitizedTitle}.webp"
    },
    "pictures": [
      {
        "id": "775412-MLA80896503008_122024",
        "alt": "Imagen 1 de 6 de Motorola Moto G04s Sunrise Orange 64gb 4gb",
        "width": 776,
        "height": 948
      },
      {
        "id": "958778-MLU78180968960_082024",
        "alt": "Imagen 2 de 6 de Motorola Moto G04s Sunrise Orange 64gb 4gb",
        "width": 428,
        "height": 545
      },
      {
        "id": "983483-MLU78253595610_082024",
        "alt": "Imagen 3 de 6 de Motorola Moto G04s Sunrise Orange 64gb 4gb",
        "width": 381,
        "height": 831
      },
      {
        "id": "870415-MLU78253349626_082024",
        "alt": "Imagen 4 de 6 de Motorola Moto G04s Sunrise Orange 64gb 4gb",
        "width": 380,
        "height": 824
      },
      {
        "id": "837912-MLU78482918849_082024",
        "alt": "Imagen 5 de 6 de Motorola Moto G04s Sunrise Orange 64gb 4gb",
        "width": 278,
        "height": 824
      },
      {
        "id": "701850-MLU78482781953_082024",
        "alt": "Imagen 6 de 6 de Motorola Moto G04s Sunrise Orange 64gb 4gb",
        "width": 309,
        "height": 809
      }
    ],
    "previews": {
      "m_l_a39328824": {
        "id": "775412-MLA80896503008_122024"
      },
      "m_l_a39328825": {
        "id": "891674-MLU78180644352_082024"
      },
      "m_l_a39328668": {
        "id": "605544-MLU79131540177_092024"
      }
    },
    "show_share": true,
    "gallery_type": "horizontal",
    "set_paddings": false,
    "accessibility_text": "Galería de fotos"
  },
  "mdd_potential_efficiency": "not_apply",
  "is_prescription_required": false,
  "catalog_parent_id": "MLA39328662",
  "catalog_product_id": "MLA39328824",
  "item_id": "MLA1918268342",
  "category_id": "MLA1055",
  "vertical": "core",
  "domain_id": "MLA-CELLPHONES",
  "item_condition": "new",
  "listing_type_id": "gold_special",
  "cart_content": true,
  "deal_ids": [],
  "item_attribute_brand_id": "2503",
  "has_price_per_quantity_shortcuts": false,
  "user_product_id": "not_apply",
  "family_id": "not_apply",
  "stock_type": "normal",
  "shipping_conditions": "free_ratio",
  "shipping_promise": {
    "destination": "1430",
    "destination_data": {
      "zip_code": "1430",
      "state": {
        "id": "AR-C",
        "name": "Capital Federal"
      },
      "country": {
        "id": "AR",
        "name": "Argentina"
      }
    },
    "showing_melitag": false,
    "showing_promises": [],
    "showing_upselling": false,
    "showing_cart_promise": false,
    "address_options": [
      {
        "shipping_option_id": 1229688558,
        "method_type": "same_day",
        "delivery_lower_bound": {
          "date": "2025-09-03T03:00:00Z",
          "days": 0
        },
        "delivery_upper_bound": {},
        "pay_before": "2025-09-03T18:00:00Z",
        "offset_days": 0,
        "handling_days": 0,
        "shipping_days": 0,
        "price": {
          "amount": 0,
          "currency_id": "ARS",
          "is_loyalty_discount": false,
          "scope": "LocalInterno"
        },
        "origins": [
          {
            "value": "1208388829",
            "type": "SHIPPING_ADDRESS",
            "suboperation": "",
            "item_quantity": 1,
            "city": {
              "id": "TUxBQlZJTDQyMjBa",
              "name": "Villa Crespo"
            },
            "state": {
              "id": "AR-C",
              "name": "Capital Federal"
            },
            "country": {
              "id": "AR",
              "name": "Argentina"
            }
          }
        ],
        "logistic_type": "self_service"
      }
    ],
    "agency_options": [
      {
        "shipping_option_id": 4173334623,
        "method_type": "next_day",
        "delivery_lower_bound": {
          "date": "2025-09-04T03:00:00Z",
          "days": 1
        },
        "delivery_upper_bound": {},
        "pay_before": "2025-09-03T18:00:00Z",
        "offset_days": 0,
        "handling_days": 0,
        "shipping_days": 24,
        "price": {
          "amount": 0,
          "currency_id": "ARS",
          "is_loyalty_discount": false,
          "scope": "MELI1"
        },
        "origins": [
          {
            "value": "1208388829",
            "type": "SHIPPING_ADDRESS",
            "suboperation": "",
            "item_quantity": 1,
            "city": {
              "id": "TUxBQlZJTDQyMjBa",
              "name": "Villa Crespo"
            },
            "state": {
              "id": "AR-C",
              "name": "Capital Federal"
            },
            "country": {
              "id": "AR",
              "name": "Argentina"
            }
          }
        ],
        "logistic_type": "cross_docking"
      }
    ],
    "shipping_failure_message": "N/A",
    "next_day_unified_with_mdd": false,
    "billable_weight": "not_apply"
  },
  "item_origins": [],
  "card_tooltip_title": "not_apply",
  "pushing_puis": false,
  "showing_puis": false,
  "bo_pick_up_conditions": "free_ratio",
  "filters": {
    "deal": "MLA1364791-1"
  },
  "collapsed_pickers": false,
  "has_roda": false,
  "has_garex": false,
  "is_out_of_coverage": false,
  "pdp_type": "GREEN_WITH_OFFER",
  "item_attributes": "discount,AVAILABLE_STOCK",
  "cac_item": false,
  "cac_status": "after_dispatch",
  "qadb_info": [
    {
      "question_id": 13413569674,
      "invented": false
    },
    {
      "question_id": 13411472507,
      "invented": false
    },
    {
      "question_id": 13411316993,
      "invented": false
    },
    {
      "question_id": 13411194003,
      "invented": false
    },
    {
      "question_id": 13410817377,
      "invented": false
    },
    {
      "question_id": 13405528878,
      "invented": false
    },
    {
      "question_id": 13403275503,
      "invented": false
    },
    {
      "question_id": 13401533395,
      "invented": false
    },
    {
      "question_id": 13398336769,
      "invented": false
    },
    {
      "question_id": 13398775120,
      "invented": false
    },
    {
      "question_id": 13397053901,
      "invented": false
    },
    {
      "question_id": 13396782692,
      "invented": false
    },
    {
      "question_id": 13393372222,
      "invented": false
    },
    {
      "question_id": 13388450817,
      "invented": false
    },
    {
      "question_id": 13386400225,
      "invented": false
    },
    {
      "question_id": 13382057820,
      "invented": false
    }
  ],
  "alternative_buying_options": [
    {
      "position": 1,
      "item_id": "MLA1518643543",
      "buying_option_id": "CHEAPER",
      "seller_id": 170622918,
      "seller_name": "PHONEXPRESS",
      "price": 159598.29,
      "listing_type_id": "gold_special"
    },
    {
      "position": 2,
      "item_id": "MLA1982400398",
      "buying_option_id": "NO_INTEREST",
      "seller_id": 231153278,
      "seller_name": "Atajo",
      "price": 269999.4,
      "listing_type_id": "gold_pro"
    }
  ],
  "has_unselected_pickers": false,
  "seo": {
    "seo_experiments": {
      "status": "error",
      "experiment_list": []
    },
    "seo_top_keywords": [
      {
        "keyword": "moto g13",
        "keyword_source": "MLMA_GRAPH"
      },
      {
        "keyword": "moto e13",
        "keyword_source": "MLMA_GRAPH"
      },
      {
        "keyword": "iphone x",
        "keyword_source": "MLMA_GRAPH"
      },
      {
        "keyword": "iphone xr",
        "keyword_source": "MLMA_GRAPH"
      },
      {
        "keyword": "samsung z flip",
        "keyword_source": "MLMA_GRAPH"
      },
      {
        "keyword": "telefonos samsung",
        "keyword_source": "MLMA_GRAPH"
      },
      {
        "keyword": "tienda motorola argentina",
        "keyword_source": "MLMA_GRAPH"
      }
    ],
    "seo_coligo_signals_item_group_id": "MLA39328662-product"
  },
  "bank_discounts": [],
  "alternatives": [],
  "tags": [
    "kvs_primary",
    "extended_warranty_eligible",
    "good_quality_thumbnail",
    "immediate_payment",
    "cart_eligible"
  ],
  "features": [
    {
      "id": "highlighted_features_title",
      "type": "label_component",
      "state": "VISIBLE",
      "label": {
        "text": "Lo que tenés que saber de este producto",
        "color": "BLACK",
        "font_size": "XSMALL",
        "font_family": "SEMIBOLD"
      },
      "alignment": "left",
      "heading_label": {
        "text": "Lo que tenés que saber de este producto",
        "color": "BLACK",
        "font_size": "XSMALL",
        "font_family": "SEMIBOLD",
        "is_heading": true
      }
    },
    {
      "id": "highlighted_features",
      "type": "highlighted_features",
      "state": "VISIBLE",
      "bullet": "•",
      "features": [
        {
          "text": "Memoria RAM: 4 GB.",
          "color": "BLACK",
          "font_size": "XSMALL",
          "font_family": "REGULAR"
        },
        {
          "text": "Dispositivo liberado para que elijas la compañía telefónica que prefieras.",
          "color": "BLACK",
          "font_size": "XSMALL",
          "font_family": "REGULAR"
        },
        {
          "text": "Memoria interna de 64GB. ",
          "color": "BLACK",
          "font_size": "XSMALL",
          "font_family": "REGULAR"
        }
      ],
      "action": {
        "timeout": 0,
        "duration": 0,
        "label": {
          "text": "Ver características",
          "color": "BLUE"
        },
        "track": {
          "melidata_event": {
            "path": "/pdp/technical_specs_features/view_more",
            "event_data": {
              "catalog_product_id": "MLA39328824",
              "item_id": "MLA1918268342",
              "category_id": "MLA1055",
              "domain_id": "MLA-CELLPHONES",
              "seller_id": 71229887,
              "is_highlighted": true,
              "page_type": "PDP"
            }
          }
        }
      }
    }
  ],
  "description": "1. Cámara de 50 MP1 con IA.\nSacá fotos increíbles en cualquier condición de luz con Night Vision y las funciones de IA para resultados de calidad profesional.\n\n2. Pantalla de 90 Hz3 con protección Corning® Gorilla® Glass 3 y Dolby Atmos®.\nDisfrutá de tu contenido de entretenimiento en la pantalla de 6.6\" y el sonido multidimensional.\n\n3. Hasta 8 GB de RAM con RAM Boost2 y almacenamiento de 64 GB5 expandible hasta 1 TB.\nAbrí varias aplicaciones a la vez con mayor rapidez para hacer todo lo que querés. Además, podés agregar hasta 1 TB adicional de almacenamiento con una tarjeta microSD6\n\n4. Batería de 5000 mAh y cargador incluido\nUsá el teléfono todo el día con una sola carga4 gracias a la potente batería con carga rápida.\n\n5. Protección IP52 repelente al agua y 4 colores disponibles\nElegí el color que más se adapta a tu estilo con la seguridad que está protegido contra salpicaduras.",
  "buy_benefits": [
    {
      "icon": {
        "id": "RETURNS",
        "color": "GRAY"
      },
      "text": "{action} Tenés 30 días desde que lo recibís.",
      "values": {
        "action": {
          "type": "modal",
          "target": "https://articulo.mercadolibre.com.ar/noindex/freeReturn/fashion?itemId=MLA1918268342&quantity=1&new_version=true&modal=true",
          "timeout": 0,
          "duration": 0,
          "label": {
            "text": "Devolución gratis."
          },
          "modal_title": "Podés devolver este producto gratis. ¡No importa el motivo!"
        }
      }
    },
    {
      "icon": {
        "id": "PROTECTED_BUY",
        "color": "GRAY"
      },
      "text": "{action}, recibí el producto que esperabas o te devolvemos tu dinero.",
      "values": {
        "action": {
          "type": "action",
          "target": "https://www.mercadolibre.com.ar/compra-protegida",
          "html_target": "_blank",
          "accessibility_text": "Se abrirá en una nueva ventana",
          "timeout": 0,
          "duration": 0,
          "label": {
            "text": "Compra Protegida"
          }
        }
      }
    },
    {
      "icon": {
        "id": "WARRANTY",
        "color": "GRAY"
      },
      "text": "12 meses de garantía de fábrica."
    }
  ]
}, // ... Many other product details
]

The scraper returns an extensive dataset with over 60 fields covering every aspect of product and seller information:

Seller Intelligence Fields:

• Seller ID: Unique merchant identifier for tracking across listings
• Seller Name: Business or individual seller name for brand recognition
• Reputation Level: Seller credibility rating (Bronze, Silver, Gold, Platinum)
• Power Seller Status: Elite seller designation indicating high performance
• Official Store ID: Corporate store identification for major retailers

Product and Catalog Data:

• Catalog Parent ID: Product family identifier for variant tracking
• Catalog Product ID: Specific product model reference
• Item ID: Unique listing identifier within MercadoLibre system
• Category ID: Hierarchical product classification
• Brand Attribute ID: Brand-specific product information
• Item Attributes: Complete technical specifications and features

Pricing and Financial Information:

• Price: Current selling price in local currency
• Original Price: Pre-discount pricing for promotion analysis
• Currency ID: Local currency identifier (ARS, BRL, MXN, etc.)
• Available Promotions: Active discount campaigns and special offers
• Bank Discounts: Financial institution-specific promotional pricing
• Credit View Components: Installment and financing options

Logistics and Fulfillment:

• Free Shipping: Shipping cost structure and seller policies
• Shipping Mode: Delivery method categories and options
• Local Pick Up: In-person collection availability
• Store Pick Up: Retail location pickup options
• Logistic Type: Fulfillment method classification
• Shipping Promise: Delivery timeframe commitments

Business Intelligence Fields:

• Review Rate: Aggregate customer satisfaction scoring
• Reviews: Detailed customer feedback and ratings
• Stock Type: Inventory management classification
• Deal IDs: Active promotional campaign identifiers
• Tags: Marketing and categorization labels
• SEO: Search optimization metadata
• Description: Complete product descriptions and specifications

Each data field serves specific business intelligence purposes: seller metrics enable partner evaluation, pricing data supports competitive analysis, logistics information aids market entry planning, and customer feedback provides quality insights.

Usage Implementation Guide

Step-by-Step Setup Process

1. URL Collection and Validation: Gather target product URLs from specific MercadoLibre country domains. Ensure URLs include complete product identifiers and avoid temporary promotional parameters.

2. Proxy Configuration Optimization: Configure residential proxies targeting appropriate geographic regions. For Argentine products, consider South American or global residential proxies for optimal performance.

3. Batch Processing Strategy: Organize product URLs into manageable batches (50-100 URLs) to maintain extraction efficiency while respecting platform rate limits.

4. Data Validation Protocols: Implement quality checks for extracted data, particularly for price formatting, currency consistency, and seller information accuracy.

Best Practices and Optimization

Rate Limiting Considerations: Space requests appropriately (2-3 seconds between requests) to avoid triggering MercadoLibre's anti-bot measures. Monitor proxy performance and rotate locations if experiencing consistent failures.

Error Handling Strategies: Common issues include temporary price unavailability, seller account suspensions, and regional access restrictions. Implement robust retry logic with exponential backoff for temporary failures.

Data Quality Assurance: Validate currency formats, price ranges, and seller reputation consistency. Cross-reference catalog IDs to ensure product variant accuracy.

Troubleshooting Common Issues

Proxy-Related Problems: If experiencing high failure rates, switch proxy countries or upgrade to premium residential proxies. Some regions may have better connectivity to specific MercadoLibre domains.

Missing Data Fields: Certain products or seller types may not populate all fields. Premium sellers typically provide more comprehensive data than individual sellers.

Regional Variations: Different MercadoLibre countries may structure data differently. Adjust expectations for field availability based on target markets.

Business Benefits and Applications

Time and Resource Optimization

Manual data collection from MercadoLibre can require weeks for comprehensive market analysis. This scraper reduces that timeline to hours, enabling rapid competitive intelligence gathering and market opportunity identification for time-sensitive business decisions.

Real-World Business Applications

Market Entry Strategy: Companies expanding into Latin American markets can analyze competitor pricing, seller performance metrics, and product positioning across multiple countries simultaneously.

Competitive Intelligence: Track competitor product launches, pricing strategies, promotional campaigns, and seller reputation changes in real-time.

Supply Chain Optimization: Monitor product availability, shipping options, and logistical capabilities across different regions to optimize distribution strategies.

Investment Research: Private equity and investment firms can analyze market dynamics, seller performance trends, and category growth patterns for due diligence purposes.

Strategic Business Value

With MercadoLibre capturing approximately 55.6% of the digital retail media advertising market in LATAM in 2024, comprehensive data from this platform provides unparalleled insights into Latin American consumer behavior and market trends, enabling data-driven expansion strategies and competitive positioning.

Conclusion

The MercadoLibre Product Details Scraper transforms complex market research into streamlined intelligence gathering, providing the comprehensive data foundation necessary for successful Latin American e-commerce strategies. By leveraging MercadoLibre's position as the region's dominant marketplace, businesses gain access to critical market insights that drive informed decision-making.

Whether you're planning market entry, optimizing competitive positioning, or conducting comprehensive market analysis, this scraper delivers the detailed, actionable data needed to succeed in Latin America's dynamic e-commerce landscape.

Related Actors

• Mercadolibre.com Product Search Scraper: A specialized data extraction solution engineered to harvest comprehensive product information from Mercadolibre.com's marketplace.

Your feedback

We are always working to improve Actors' performance. So, if you have any technical feedback about Mercadolibre.com Product Details Scraper or simply found a bug, please create an issue on the Actor's Issues tab in Apify Console.