OBSERVED REMOVALS
Delisting Timestamps
Every advert is monitored on automated verification loops. Disappearances are recorded as delisted_at within 24–48 hours of removal.
Pan-Europe / Structured Dataset Collection
Pan-European vehicle data.
2.0M+ active across 7 EU countries.
Standardized cross-border automotive dataset collection covering Germany, Netherlands, Spain, Italy, Belgium, France, and Austria. Includes 2,000,000+ active listings and comprehensive delisted turnover archives with uniform price handling.
Community sandbox & live test slice
Try before you buy. 100,000 Pan-EU Sample Cut as of 18 October 2026.
Hugging Face Gated Kaggle Hub 📅 Cut Date: 18 October 2026
Strictly Read-Only (Immutable Parquet)
AutoScout24 Developer Test Slice
Evaluate real data structures, field population rates, and pricing distributions directly in your browser or through remote SQL pipelines without contacting sales or downloading gigabytes.
SAMPLE SIZE 100,000 Pan-EU Sample Cut
MARKET COVERAGE Pan-Europe
ACCESS PERMISSION Read-Only / No Overwrites
SUPPORTED FORMATS Parquet · CSV · JSONL
🔒 Hosted on Hugging Face & Kaggle git-LFS stores. Repositories are strictly immutable and protected against tampering.
import duckdb
# Query AutoScout24 50k listings remotely via HTTPS (Zero local disk required)
hf_parquet = "https://huggingface.co/datasets/KTHESAT/european-used-cars-100k-sample/*.parquet"
con = duckdb.connect()
# Instant SQL aggregations over HTTP range requests
df = con.sql(f'''
SELECT make, model, first_registration_year, price, mileage
FROM read_parquet("https://huggingface.co/datasets/KTHESAT/european-used-cars-100k-sample/*.parquet")
WHERE price > 0
ORDER BY first_registration_year DESC
LIMIT 5
''').df()
print(df)| Make & Model | Year | Price (EUR) | Mileage | Fuel | Country |
|---|---|---|---|---|---|
| Mercedes-Benz C 220 d AMG Line | 2023 | €46,800 | 24,000 km | Diesel | Belgium |
| Volkswagen Golf 2.0 TDI Life | 2022 | €22,900 | 41,200 km | Diesel | Italy |
| BMW 118i M Sport Shadow | 2023 | €28,400 | 18,900 km | Gasoline | Austria |
| Volvo XC40 Recharge Plus | 2023 | €39,900 | 15,400 km | Electric | Netherlands |
ACCESS MODELBulk Dataset Export
MARKETPan-Europe
RECORD VOLUME2,000,000+ Pan-EU Listings & 850,000+ Delisted Archive
ORIGINAL CURRENCYEUR
Complete database schema
Verified column definitions & types.
Every export cut contains standardized field names, explicit SQL types, and consistent formatting. Missing values in optional columns remain explicit NULLs.
| Column Name | Data Type | Description | Sample Value |
|---|---|---|---|
listing_id | VARCHAR(32) | AutoScout24 canonical listing identifier | as24_9812401 |
country | CHAR(2) | Listing origin market (DE, NL, ES, IT, BE, FR, AT) | DE |
make | VARCHAR(64) | Vehicle manufacturer | BMW |
model | VARCHAR(64) | Model range | 320 |
trim | VARCHAR(128) | Trim description | Touring M Sport xDrive |
year | SMALLINT | Registration year | 2020 |
price_eur | NUMERIC(10,2) | Advertised asking price normalized to EUR | 24990.00 |
mileage_km | INTEGER | Odometer reading in kilometres | 58400 |
fuel_type | VARCHAR(32) | Standardized fuel type (Diesel, Petrol, Hybrid, Electric) | Diesel |
transmission | VARCHAR(32) | Transmission (Automatic, Manual) | Automatic |
dealer_country | VARCHAR(32) | Dealership registered country | Germany |
first_seen_at | TIMESTAMP | First observed timestamp (UTC) | 2026-07-28 11:15:00 |
last_seen_at | TIMESTAMP | Last observed active timestamp (UTC) | 2026-10-17 19:00:00 |
status | VARCHAR(16) | Status (active or delisted) | active |
Sample active record payload
Representative active vehicle record.
Inspect the exact structure of a representative active listing from the AutoScout24 collection.
AutoScout24 Active Record (JSON)
{
"listing_id": "as24_9812401",
"country": "DE",
"make": "BMW",
"model": "320",
"trim": "Touring M Sport",
"year": 2020,
"price_eur": 24990,
"mileage_km": 58400,
"fuel_type": "Diesel",
"transmission": "Automatic",
"dealer_country": "Germany",
"first_seen_at": "2026-07-28T11:15:00Z",
"last_seen_at": "2026-10-17T19:00:00Z",
"status": "active"
}Historical delisted archive
Observed removed listings & turnover telemetry.
In addition to active vehicle inventory snapshots, our AutoScout24 collection includes comprehensive historical delisted archives. Track listing duration, asking price reductions, and removal timestamps across Pan-Europe.
PRICE REVISIONS
Price Cut Tracking
Compare initial advertised price against final asking price, revision counters, and gross discounts prior to listing removal.
DAYS ON MARKET
Stock Velocity
Analyze median observed days on market by make, model, year, and price bracket to measure liquidity across dealer and private inventory.
AutoScout24 Observed Removed Listing Schema & Record (JSON)
{
"listing_id": "as24_9720194",
"source": "AutoScout24",
"country": "DE",
"make": "BMW",
"model": "320d Touring",
"year": 2020,
"initial_asking_price_eur": 26900,
"final_asking_price_eur": 24990,
"price_changes_count": 1,
"first_observed_at": "2026-07-28T11:15:00Z",
"delisted_at": "2026-10-05T14:30:00Z",
"observed_days_on_market": 69,
"dealer_country": "Germany",
"last_known_status": "delisted"
}DuckDB Parquet Query for Removed Records:
SELECT make, model, year, initial_asking_price, final_asking_price, observed_days_on_market, delisted_at FROM "autoscout24-dataset_delisted.parquet" WHERE observed_days_on_market <= 30;Source methodology & context
Know the data behind your model.
7 European Markets
Consistent schema across DE, NL, ES, IT, BE, FR, and AT.
Standardized EUR Price
All national markets normalized to EUR for seamless cross-border analysis.
Observed Delisted Lake
Includes 850k+ historical removed listings with turnover velocity.
Available delivery formats
Built for your analytical stack.
Apache Parquet
Columnar storage compressed with Zstandard / Snappy. Optimal for DuckDB, Polars, PySpark, Snowflake, and BigQuery data warehousing.
SQLite 3 Database
Self-contained, serverless relational database with pre-built indexes on listing IDs, VINs, makes, models, and timestamps.
RFC 4180 CSV
UTF-8 formatted flat comma-separated files with standard header rows, compatible with any spreadsheet tool or custom ETL loader.
Frequently asked questions
AutoScout24 dataset specifics.
Can I request a single country cut from AutoScout24?
Yes. You can request a single-market export (e.g. Italy only or Spain only) or the complete 7-country lake.
Does it include days on market?
Yes. Complete snapshot cuts include observed delisting timestamps and days on market.
Before you order
Agree a defined export cut.
Include in your request: desired vehicle make/model scope, geographic filter (states/regions), active or historical scope, preferred file format (Parquet, SQLite, CSV), and delivery method.
We will provide a representative validation sample and exact row count before payment. All deliveries include checksum validation files.