Milanuncios.com Product Search Scraper: Extract Listings at Scale

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What Is Milanuncios.com?

Milanuncios.com is one of Spain's largest classified ads platforms, hosting millions of listings across categories including second-hand cars, real estate, electronics, furniture, and services. The platform is a goldmine for market intelligence — but manually collecting listing data across dozens of search pages is impractical. The Milanuncios.com Product Search Scraper automates this, turning paginated search results into clean, structured datasets ready for analysis.

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Overview

This scraper targets Milanuncios search result pages and extracts every visible listing with its full metadata. It is built for:

• Price analysts monitoring second-hand market trends
• Car dealers & resellers tracking inventory and valuations
• E-commerce researchers studying the Spanish classifieds ecosystem
• Data engineers feeding listing data into pipelines or dashboards

Key strengths: bulk URL support, configurable item limits, residential proxy integration for Spain, and fault-tolerant runs that skip failed pages without stopping.

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Input Format

{
  "urls": [
    "https://www.milanuncios.com/coches-de-segunda-mano/?pagina=4"
  ],
  "ignore_url_failures": true,
  "max_items_per_url": 50,
  "proxy": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"],
    "apifyProxyCountry": "ES"
  }
}

Field	Type	Description
urls	array	One or more Milanuncios search result page URLs. Supports pagination parameters (e.g., ?pagina=4). Add URLs one by one or via bulk edit.
max_items_per_url	integer	Maximum listings to collect per URL. Default: 20. Increase up to the page's natural limit for fuller extraction.
ignore_url_failures	boolean	If true, failed URLs are skipped and the run continues. Recommended for bulk jobs. Default: true.
proxy	object	Proxy configuration. Strongly recommended: use RESIDENTIAL group with apifyProxyCountry: "ES" to match Milanuncios's Spanish audience and avoid geo-blocks or bot detection.

Tip: To scrape multiple pages, add each paginated URL separately (e.g., ?pagina=1, ?pagina=2, ...). Set max_items_per_url to match the listings-per-page count (typically 20–40).

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Output Format

Sample Output Record

{
  "category": {
    "id": 854,
    "name": "Toyota",
    "slug": "toyota-de-segunda-mano"
  },
  "category_id": 854,
  "category_tree": [
    {
      "id": 1,
      "name": "Motor",
      "slug": "motor"
    },
    {
      "id": 13,
      "name": "Coches",
      "slug": "coches-de-segunda-mano"
    },
    {
      "id": 854,
      "name": "Toyota",
      "slug": "toyota-de-segunda-mano"
    }
  ],
  "warranty_period": "24 meses (2 años)",
  "city": {
    "id": 51,
    "name": "Móstoles",
    "slug": "mostoles"
  },
  "contactable": false,
  "description": "2 aÑos de garantÍa oficial toyota con coche de sustituciÓn\n\nposibilidad de financiaciÓn (hasta 96 meses y sin entrada), sÓlo con tu Última nomina y tu dni (sujeto a aprobaciÓn de la operaciÓn y a las condiciones de la entidad financiera). \n\ntransferencia no incluida en el precio\n\nimprescindible concertar cita previa\n\ncontamos con taller propio para su mayor confianza. todos nuestros vehículos cuentan con revisión certificada por nuestro taller de mecánica. \n\n1 año de garantía. se entrega certificado de kilometraje e integridad estructural del vehículo.\n\nse puede realizar una prueba de conducción del vehículo.\n\nadmitimos su coche como parte de pago, ofreciendo la tasación más justa y elevada posible.\n\n\nventa segÚn estado\n\n\noferta vÁlida sin relaciÓn contractual. pueden haber errores de texto",
  "is_vip_content": true,
  "highlighted": false,
  "id": "564377762",
  "images": [
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/f92ff0c2-2ffa-49d5-b024-3bc097c89804",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/de0a1f4c-2f87-4654-9752-386fd10b7ce4",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/625ea5aa-3bcb-4145-b285-7acb62658e67",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/81934900-d8b0-4b06-9591-2d1a9507004f",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/15ea0f7f-b3ed-45cd-bfa5-5904368961e1",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/bbe8ace6-2034-44e7-a06d-3ac6570cae07",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/ab725d10-a2a9-490f-a378-4c8d2a61fb46",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/cf3b2c7b-9707-49c3-9148-c44c6770149e",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/e5a37e04-83d0-4547-b331-210903ce3422",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/70453869-5383-4965-ac40-1237bb478d84",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/7f40485a-f9bb-4231-9195-09adcc255068",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/cdb178bf-d547-4d19-b0dd-fb785176b859",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/162a64b7-5bb8-4b98-bc18-336ce5c5e8fc",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/52e1d50a-b59b-4ff6-92ae-5c14e6b998d1",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/d94c0b1b-307f-4835-9067-2582b9cd5984",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/99617110-9dc6-432d-a512-639d98fd4da8",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/930ecb09-4c30-4a5f-82a1-e4bb9a866a97",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/f08066dd-07f5-4289-8c1c-242e59ac042b",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/022f802c-3cfc-445c-b805-bf173c375e6e",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/8eb37702-8712-41bd-a5a4-d15d63bfc8d2",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/f1c8d7f7-c42d-4e16-929e-ccb9d1e62903",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/faec922e-e4b8-4257-bff0-7960360280e2",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/2c89fb77-4078-4b4e-9632-fb38a93f14cf",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/b9dc073a-57e3-4916-9868-f0077ae71ead",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/ac5ee494-2c2b-4387-94d2-f20169ab57d4",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/66c27c41-29f5-468b-ae89-4c3acb93041b",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/d6f5e583-7cf8-4c0c-ab36-421130fa770a",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/53695611-9ccf-413e-b853-f4c841512823",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/0e535d08-b1b8-45f3-8503-5e327f88a5dc",
    "images.milanuncios.com/api/v1/ma-ad-media-pro/images/602b03ac-95b5-442a-a7b2-095d657153dd"
  ],
  "is_new": false,
  "location": {
    "city": {
      "id": 51,
      "name": "Móstoles",
      "slug": "mostoles"
    },
    "province": {
      "id": 28,
      "name": "Madrid",
      "slug": "madrid"
    },
    "region": {
      "id": 28,
      "name": "Madrid",
      "slug": "madrid"
    }
  },
  "origin": {
    "name": "inner",
    "provider": "was"
  },
  "previous_price": {
    "cash_price": {
      "value": 24740
    }
  },
  "price": {
    "cash_price": {
      "value": 24600,
      "include_taxes": true
    },
    "financed_price": {
      "value": 24100
    }
  },
  "province": {
    "id": 28,
    "name": "Madrid",
    "slug": "madrid"
  },
  "publish_date": "2025-10-29T09:54:15Z",
  "search_link": {
    "label": "Toyota en Móstoles",
    "url": "/toyota-de-segunda-mano-en-mostoles-madrid/"
  },
  "seller_type": "professional",
  "sell_type": "supply",
  "seo_title": "Begrauto Automoción",
  "tags": [
    {
      "type": "kilómetros",
      "text": "197.957 kms"
    },
    {
      "type": "año",
      "text": "2020"
    },
    {
      "type": "combustible",
      "text": "híbrido"
    }
  ],
  "title": "TOYOTA - Rav4 2.5l 220H Luxury 4WD",
  "url": "/toyota-de-segunda-mano/toyota-rav4-2-5l-220h-luxury-4wd-564377762.htm",
  "user_id": 224911821,
  "is_pole_position": true,
  "sort_date": "2026-05-14T23:16:03Z",
  "update_date": "2026-05-15T07:17:44Z"
}

Each listing is returned as a structured record with 29 fields:

Listing Identity

Field	Meaning
ID	Unique internal Milanuncios identifier for the listing
Title	Listing headline as shown on the search page
SEO Title	Optimized title used by the platform for search engines
URL	Direct link to the full listing detail page
Search Link	URL of the search results page where the listing was found
Slug / Tags	Descriptive tags and keywords associated with the listing

Pricing

Field	Meaning
Price	Current asking price (in EUR)
Previous Price	Original price before any reduction — useful for discount tracking
Sell Type	Whether the item is for sale, trade, rental, or donation
Warranty Period	Warranty duration if applicable (common in vehicle or electronics listings)

Location

Field	Meaning
City	City where the item or seller is located
Province	Spanish province (e.g., Madrid, Barcelona, Valencia)
Location	Combined or enriched location string

Dates

Field	Meaning
Publish Date	When the listing was first published
Update Date	Last modification timestamp
Sort Date	Date used by the platform's internal ranking/sort algorithm

Category & Classification

Field	Meaning
Category	Human-readable category name (e.g., "Coches de segunda mano")
Category ID	Internal numeric category identifier
Category Tree	Full breadcrumb path from root to the listing's category
Is New	Whether the item is listed as new (vs. second-hand)
Origin	Source or channel through which the listing was submitted

Seller & Visibility

Field	Meaning
User ID	Anonymized identifier for the seller's account
Seller Type	Professional dealer vs. private individual
Contactable	Whether the seller has enabled contact options
Is VIP Content	Paid VIP placement flag
Highlighted	Whether the listing has a paid highlight boost
Is Pole Position	Whether the listing occupies the top "pole position" sponsored slot

Media & Content

Field	Meaning
Images	Array of image URLs for the listing
Description	Full listing description text

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How to Use

1. Build your URL list — Go to Milanuncios.com, run a search with your filters, and copy the search result page URL. Add pagination variants as needed.
2. Set item limit — Use max_items_per_url: 50 to collect up to 50 listings per page (adjust to match actual page size).
3. Enable Spanish proxy — Keep apifyProxyCountry: "ES" to ensure geo-accurate results and reduce the chance of blocks.
4. Run and export — Download results as JSON, CSV, or Excel for use in spreadsheets, databases, or BI tools.

Common issues:

• URLs must be search result pages, not individual listing pages.
• If results are empty, verify the URL loads correctly in a browser without a login prompt.
• For large-scale collection, spread runs across time to stay within respectful crawl rates.

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Use Cases & Business Value

• Automotive market analysis: Track second-hand car prices across provinces and models
• Price monitoring: Detect drops using Previous Price vs. Price deltas
• Seller segmentation: Distinguish professional dealers from private sellers at scale
• Inventory research: Identify trending categories or underserved markets in Spanish classifieds
• Academic research: Study informal economy dynamics and regional pricing variation across Spain

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Conclusion

The Milanuncios.com Product Search Scraper delivers structured, analysis-ready data from Spain's most active classifieds platform. With 29 fields per listing, proxy-aware configuration, and robust error handling, it is a practical tool for anyone working with Spanish market data. Configure your search URLs, run the scraper, and start extracting insights immediately.