France Real Estate Scraper
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Pricing
Pay per usage
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Developer
Ken Digital
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16 hours ago
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France Real Estate Scraper 🏠
Scrape French real estate listings from multiple public sources and compare prices with official government transaction data (DVF) to find the best deals.
Features
- Multi-source scraping: LeBonCoin, Bien'ici, SeLoger, PAP, Logic-Immo
- DVF comparison: Compare listing prices with official Demandes de Valeurs Foncières (government-recorded property transactions)
- Opportunity scoring: Automatic scoring based on listing price vs. DVF median (score < 0.8 = potential good deal)
- Geographic enrichment: Coordinates and population data from geo.api.gouv.fr
- All public data: No login or API keys required
Input
| Parameter | Type | Required | Default | Description |
|---|---|---|---|---|
location | string | ✅ | - | City name or department number (e.g., "Paris", "75", "Lyon") |
propertyType | enum | ❌ | all | apartment, house, land, or building |
minPrice | integer | ❌ | - | Minimum price in euros |
maxPrice | integer | ❌ | - | Maximum price in euros |
minSurface | integer | ❌ | - | Minimum surface area in m² |
maxSurface | integer | ❌ | - | Maximum surface area in m² |
maxResults | integer | ❌ | 100 | Maximum number of results |
Example Input
{"location": "Lyon","propertyType": "apartment","maxPrice": 300000,"minSurface": 40,"maxResults": 50}
Output
Each listing in the dataset contains:
| Field | Description |
|---|---|
title | Listing title |
price | Asking price in euros |
pricePerSqm | Price per square meter |
surface | Surface area in m² |
rooms | Number of rooms |
location | City name |
postalCode | Postal code |
url | Link to original listing |
source | Source website (leboncoin, bienici, seloger, pap, logicimmo) |
description | Listing description (truncated) |
dvfMedianPrice | DVF median price per m² for the area |
opportunityScore | Price ratio vs DVF median (< 0.8 = potential deal) |
latitude / longitude | Geographic coordinates |
scrapedAt | Timestamp of scraping |
Understanding the Opportunity Score
- < 0.6: Potentially excellent deal (40%+ below market median)
- 0.6 - 0.8: Good deal (20-40% below median)
- 0.8 - 1.0: Fair price (near market median)
- 1.0 - 1.2: Slightly above market
- > 1.2: Above market price
Data Sources
- LeBonCoin - France's largest classified ads platform (~28M visits/month)
- Bien'ici - Major real estate portal
- SeLoger - France's #2 real estate site (~21M visits/month)
- PAP (Particulier à Particulier) - Private sellers only, no agencies (~9M visits/month)
- Logic-Immo - Part of SeLoger/Aviv group (~6.2M visits/month)
- DVF (Demandes de Valeurs Foncières) - Official French government property transaction records from data.gouv.fr
- geo.api.gouv.fr - French government geographic API
Notes
- All data sources are publicly accessible
- DVF data is from 2024 (latest available)
- The actor handles API failures gracefully — if one source is down, results from other sources are still returned
- Rate limiting and retry logic is built in