We extract vehicle listings, pricing histories, dealer profiles, and financing terms from Spain's largest automotive classifieds. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your schedule.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Vehicle Listings objects from coches.net. All fields typed and schema-versioned.
"listing_id": "54291802", "make": "Volkswagen", "model": "Golf", "version": "1.5 eTSI 110kW Life DSG", "year": 2021, "mileage_km": 42500, "price_cash": 22490, "fuel_type": "Mild Hybrid", "province": "Madrid"
| # | listing_id | make | model | version | year | mileage_km |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing & Financing objects from coches.net. All fields typed and schema-versioned.
"listing_id": "54291802", "price_cash": 22490, "price_financed": 20990, "finance_monthly_payment": 312.5, "finance_term_months": 72, "finance_down_payment": 3000, "finance_apr": 8.95, "price_drop_indicator": true
| # | listing_id | price_cash | price_financed | finance_monthly_payment | finance_term_months | finance_down_payment |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Dealer Data objects from coches.net. All fields typed and schema-versioned.
"dealer_id": "pro-12948", "dealer_name": "AutoMadrid Premium", "province": "Madrid", "inventory_count": 142, "rating": 4.6, "review_count": 89, "is_professional": true
| # | dealer_id | dealer_name | address | province | phone_number | inventory_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Technical Specs objects from coches.net. All fields typed and schema-versioned.
"listing_id": "54291802", "engine_cc": 1498, "power_hp": 150, "doors": 5, "seats": 5, "emissions_class": "Euro 6", "co2_emissions": 132, "consumption_l_100km": 5.8
| # | listing_id | engine_cc | power_hp | doors | seats | emissions_class |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Search Results objects from coches.net. All fields typed and schema-versioned.
"keyword": "volkswagen golf", "province_filter": "madrid", "position": 3, "listing_id": "54291802", "highlighted_badge": true, "professional_seller": true, "price": 22490, "scraped_at": "2023-10-24T08:12:44Z"
| # | keyword | province_filter | position | listing_id | title | price |
|---|---|---|---|---|---|---|
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Our Coches.net scraper handles complex filtering, dynamic financing calculators, and dealer pagination to deliver a complete view of the Spanish vehicle market.
Extract make, model, version, year, mileage, fuel type, transmission, and location for every vehicle on the platform.
Capture both cash prices and financed prices, including monthly payments, APR, down payments, and term lengths.
Identify listings with reduced prices, capturing original price and discount percentage to track market depreciation.
Aggregate inventory counts, ratings, review volumes, and location data for professional dealerships.
Extract detailed vehicle specs including engine displacement, horsepower, emissions class, and fuel consumption.
Capture battery capacity, electric range, and charging specifications for electric and plug-in hybrid vehicles.
Filter and extract inventory by province or municipality to map regional pricing disparities and supply levels.
Track publish dates and listing duration to calculate average days-to-sell for specific makes and models.
Run scheduled diffs to identify newly added vehicles, sold inventory, and price adjustments without full re-crawls.
Brief in. Clean data out.
Provide target makes, models, provinces, or dealer IDs. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, and session management for Adevinta properties.
Schema validation, null-rate checks, and price-outlier detection before full production launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Coches.net uses advanced perimeter defences. Here is how we maintain reliable extraction.
Coches.net relies on strict bot protection. Our crawlers use Spanish residential ISP proxies with realistic browser fingerprints, randomised request timing, and full TLS spoofing to bypass perimeter defences.
Financing terms and dealer contact details are heavily JavaScript-rendered. We run full Playwright browser sessions to execute scripts and hydrate dynamic widgets, capturing data headless clients miss.
Our selector strategy uses multiple fallback chains per field, parsing structured JSON-LD automotive schemas alongside CSS selectors to ensure pipeline stability during frontend layout changes.
For large vehicle catalogues, we maintain a hash index of last-seen values per listing. Subsequent runs only push diffs for price changes or sold status, reducing downstream processing load.
Every run emits structured logs. We alert on null-rate spikes for critical fields like price and mileage, ensuring data quality remains consistent.
Dealerships and online retailers monitor market prices to optimise their own inventory valuation and remain competitive.
Leasing companies and insurance firms track depreciation curves across vehicle models and model years to update residual value forecasts.
B2B automotive service providers extract dealer profiles and inventory volumes to identify high-value dealership prospects.
Automotive OEMs analyse used and Km0 inventory levels to understand brand penetration and regional market share.
Professional buyers monitor newly listed vehicles priced below market average for immediate acquisition and resale.
Analysts track the volume, pricing, and time-on-market of used electric vehicles to measure secondary market maturity.
"Coches.net contains the most comprehensive record of the Spanish automotive market, but extracting accurate depreciation curves requires consistent, structured historical tracking."
Automotive classifieds present unique scraping challenges: complex vehicle taxonomies, dynamic financing calculators, and aggressive bot protection. DataFlirt manages the proxy infrastructure, JavaScript rendering, and schema normalisation so your data science teams can focus on valuation models, not web scraping.
Everything supported by our coches.net scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy manages crawl orchestration and deduplication. Playwright handles JavaScript execution for dynamic automotive data and bot challenges.
We maintain pools of Spanish residential ISP proxies. Rotation happens per-request to avoid IP bans from Adevinta's security perimeter.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling for daily inventory syncs. State is stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About coches.net scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available vehicle listings and dealer information is generally permissible for business intelligence purposes. DataFlirt extracts only public data and does not bypass authentication walls or extract personal user data. Clients must ensure their specific use cases comply with relevant regulations.
We use Spanish residential ISP proxies, full Playwright browser sessions with realistic TLS fingerprints, and human-like request timing to bypass perimeter defences reliably.
Yes. Our pipeline extracts the cash price, financed price, and the associated financing terms (APR, term length, down payment, monthly installment) where available.
For targeted searches or specific dealer inventories, we can run pipelines at hourly cadences. Full market sweeps are typically executed daily to capture new listings and price adjustments.
Yes. By running continuous extraction pipelines, we build a time-series record for each listing ID, logging original prices and subsequent price drops.
Our smallest packages start with defined search parameters (e.g., specific makes/models or provinces) with weekly delivery. Contact us with your target volume for a precise quote.
Yes. We provide a sample run of up to 500 vehicle listings during the scoping process, allowing you to validate schema fit and data completeness before committing.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need daily market sweeps or targeted dealer inventory tracking, we scope, build, and operate the pipeline. Tell us your requirements.
