Coches.net Car Listings & Dealer Scraper

What it does

Extracts used-car listings and dealer profiles from coches.net, Spain's largest vehicle marketplace, including the site's own market-average price and price rank — the two fields that tell you whether a car is priced below market before you build any valuation model of your own. It downloads and obeys the live robots.txt on every run.

{
  "ad_id": "58291043",
  "url": "https://www.coches.net/bmw-320d-touring-madrid-58291043.htm",
  "title": "BMW Serie 3 320d Touring",
  "make": "BMW",
  "model": "Serie 3",
  "year": 2019,
  "km": 96500,
  "price_eur": 21900,
  "price_average_indicator_eur": 24350,
  "price_rank_indicator": "below_market",
  "fuel_type": "Diesel",
  "fuel_type_raw": "Diésel",
  "hp": 190,
  "environmental_label": "C",
  "offer_type": "Used",
  "offer_type_raw": "Ocasión",
  "province": "Madrid",
  "city": "Alcobendas",
  "region": "Comunidad de Madrid",
  "seller_type": "dealer",
  "seller_phone": "+34910000000",
  "seller_rating_avg": 4.6,
  "financed_price_eur": 20400,
  "financing_tae_pct": 7.9,
  "warranty_months": 12,
  "photos": ["https://..."],
  "published_at": "2026-08-11T09:14:00.000Z",
  "from_cache": false,
  "data_age_hours": 0
}

Why this one

Use cases

• Find used cars asking below their own marketplace valuation, using price rank as the filter.
• Track used-car price movements by make, model, province or DGT environmental badge over time.
• Build dealer lead lists with business phone, address, postcode and province.
• Study the Spanish EV and hybrid market through the DGT badge distribution (14,546 zero-emission and 29,25x ECO cars at time of measurement).
• Feed a residual-value or depreciation model with year, mileage, power and asking price.
• Monitor advertised financing terms: lender, APR and instalment, on the listings that publish them.

Input

Every field has a default, and the defaults are deliberately small so a first run is cheap enough to inspect before you commit to a sweep. This table mirrors the Actor's own input schema field for field.

Output and fill rates

A field being in the schema is not the same as it having a value. The percentages below were counted on real runs; the sample sizes are in Measurements. Anything not listed here is not promised.

Every key is always present. A field that exists but is empty comes back as explicit null, so a parser never has to guess.

Datasets

Different record types go to different datasets, so the main table never carries columns that are blank on most rows.

Pricing

Pay per delivered result. Charges are applied as each row is produced rather than in a lump at the end, so an aborted run bills only for what it actually gave you.

Measurements

Each figure is shown with the method that produced it. A benchmark without a method is a marketing claim wearing a number's clothes.

What it will not do

Stated plainly so you can judge fit before spending anything.

• Listing detail pages are not included. The individual advert pages sit behind stricter bot protection, and reaching them would require the fingerprint spoofing this Actor refuses to do. Free-text descriptions, colour, transmission and equipment lists are therefore unavailable.
• `price_average_indicator_eur` is filled on 77.6% of listings, not all of them.
• Results are capped at 50,000 per run.
• Colour filters cannot be combined with a make or badge filter: the site's URL scheme allows only one of them.
• No CAPTCHA solving, no TLS or browser fingerprint spoofing, no accounts, no session cookies. If the public data ever becomes unreachable without one of those, the Actor reports the failure instead of working around it.

Privacy

• Private sellers' phone numbers are never returned. When `seller_type` is `private`, `seller_phone` is `null`, always, and there is no setting to change it.
• The reason is GDPR Article 14: collecting personal data indirectly obliges you to inform the person within one month, and for ~107,000 private sellers that is not achievable. A setting would not remove the problem, it would just transfer it to your account.
• Every vehicle field is still returned for private listings — price, mileage, year, power, badge, province, city, photos and price rank — along with the listing URL, which carries the site's own contact form.
• Data removal requests: privacy@actorstack.dev

See also the data removal process.

Guides for this Actor

• Scrape coches.netA walkthrough of extracting used-car listings from Spain's largest vehicle marketplace: how discovery works by facet rather than pagination, what the 55 fields contain, and what a thousand listings cost.
• Coches.net APICoches.net publishes no public listing API. What it does publish is a server-rendered payload and a detailed robots.txt — which together define exactly what a compliant integration can read.
• Price rank explainedCoches.net computes its own valuation for each model and publishes it next to the asking price. Two fields, filled on 77.6% of listings, that replace a pricing model you would otherwise have to build.
• Cars below market priceA concrete screen: which fields to filter on, which segments carry the valuation data, and how to avoid the two biases that make a below-market list look better than it is.
• DGT badge dataSpain's environmental badge decides where a car can drive and what it is worth. What each code means, how often it appears in listing data, and why it stays untranslated.
• Car dealer lead listsDealer profiles come with business phone, address, postcode and province at 100% coverage on a 60-dealer sample. Private sellers' numbers are never included, and that is not a configuration gap.
• Coches.net data fieldsA reference for the 55 fields in a coches.net listing row, each with the percentage of 550 real listings that had it filled, plus the two fields deliberately left out.
• GDPR and classifiedsScraping a marketplace means scraping individuals. Article 14 attaches an obligation to that which no scraper can discharge at scale — and a setting does not remove it, it transfers it.
• Spanish market analysisWhat you can and cannot conclude from marketplace listings: asking prices are not transaction prices, inventory is not demand, and the badge distribution tells you more than the fuel type does.
• Comparing data sourcesCoches.net, Milanuncios, Wallapop and AutoScout24 all list Spanish cars, and they differ in the one thing that matters for data work: how much structure the site publishes.