OBSERVED REMOVALS
Delisting Timestamps
Every advert is monitored on automated verification loops. Disappearances are recorded as delisted_at within 24–48 hours of removal.
Austria / Structured Dataset Collection
Austrian vehicle market.
120,000+ active & historical dataset snapshot.
Austrian automotive marketplace dataset collection from Willhaben.at. Spans 120,000+ active dealer and private vehicle classifieds with EUR asking prices, 9 federal states (Bundesländer), postal codes, and historical delisted archives.
Community sandbox & live test slice
Try before you buy. 30,000 Austrian Classifieds Cut as of 18 October 2026.
Hugging Face Gated Kaggle Hub 📅 Cut Date: 18 October 2026
Strictly Read-Only (Immutable Parquet)
Willhaben 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 30,000 Austrian Classifieds Cut
MARKET COVERAGE Austria
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 Willhaben 50k listings remotely via HTTPS (Zero local disk required)
hf_parquet = "https://huggingface.co/datasets/KTHESAT/willhaben-austria-30k-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/willhaben-austria-30k-sample/*.parquet")
WHERE price > 0
ORDER BY first_registration_year DESC
LIMIT 5
''').df()
print(df)| Make & Model | Year | Price (EUR) | Mileage | Fuel | State |
|---|---|---|---|---|---|
| Volkswagen Golf 1.5 eTSI R-Line | 2023 | €28,900 | 19,500 km | Petrol MHEV | Vienna |
| Audi A4 Avant 40 TDI quattro | 2022 | €36,500 | 38,200 km | Diesel | Styria |
| Skoda Octavia Combi 2.0 TDI | 2023 | €27,400 | 24,100 km | Diesel | Upper Austria |
| BMW 320d xDrive Touring M Sport | 2023 | €41,900 | 29,000 km | Diesel MHEV | Salzburg |
ACCESS MODELBulk Dataset Export
MARKETAustria
RECORD VOLUME120,000+ Austrian Listings & 65,000+ 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) | Willhaben advert identifier | wh_19284019 |
make | VARCHAR(64) | Brand | Audi |
model | VARCHAR(64) | Model line | A6 Avant |
year | SMALLINT | Registration year | 2021 |
price_eur | NUMERIC(10,2) | Advertised asking price in EUR (includes Austrian NoVA) | 39500.00 |
mileage_km | INTEGER | Odometer in kilometres | 54000 |
fuel_type | VARCHAR(32) | Fuel (Diesel, Benzin, Hybrid, Elektro) | Diesel |
transmission | VARCHAR(32) | Gearbox (Automatik, Handschaltung) | Automatik |
federal_state | VARCHAR(48) | Austrian Bundesland (Wien, NÖ, OÖ, etc.) | Wien |
postcode | VARCHAR(10) | 4-digit Austrian postal code | 1100 |
first_seen_at | TIMESTAMP | First observed timestamp (UTC) | 2026-08-15 13:40:00 |
last_seen_at | TIMESTAMP | Last observed active timestamp (UTC) | 2026-10-17 19:30:00 |
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 Willhaben collection.
Willhaben Active Record (JSON)
{
"listing_id": "wh_19284019",
"make": "Audi",
"model": "A6 Avant",
"year": 2021,
"price_eur": 39500,
"mileage_km": 54000,
"fuel_type": "Diesel",
"federal_state": "Wien",
"postcode": "1100",
"status": "active"
}Historical delisted archive
Observed removed listings & turnover telemetry.
In addition to active vehicle inventory snapshots, our Willhaben collection includes comprehensive historical delisted archives. Track listing duration, asking price reductions, and removal timestamps across Austria.
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.
Willhaben Observed Removed Listing Schema & Record (JSON)
{
"listing_id": "wh_18920194",
"source": "Willhaben",
"make": "Audi",
"model": "A6 Avant",
"year": 2021,
"initial_asking_price_eur": 41900,
"final_asking_price_eur": 39500,
"price_changes_count": 2,
"first_observed_at": "2026-08-15T13:40:00Z",
"delisted_at": "2026-10-11T09:15:00Z",
"observed_days_on_market": 57,
"federal_state": "Wien",
"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 "willhaben-dataset_delisted.parquet" WHERE observed_days_on_market <= 30;Source methodology & context
Know the data behind your model.
Austrian Domestic Classifieds
Over 120,000 active dealer and private adverts across all 9 Bundesländer.
Austrian Tax Context
Advertised retail prices reflect Austrian Normverbrauchsabgabe (NoVA).
Observed Removal Archives
65,000+ delisted Austrian records for price drop 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
Willhaben dataset specifics.
Does Austrian pricing include NoVA tax?
Yes. Advertised Austrian retail prices include Austrian Normverbrauchsabgabe (NoVA) as published by Austrian sellers.
Can I get historical price drops?
Yes. The delisted archive records initial asking prices, final asking prices, 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.