Real Estate Data
Property listing, pricing history and transaction data for market research and proptech applications.
Real estate datasets cover property listings, historical sale prices, rental rates and market trends, sourced from public listing portals, government records or specialized providers.
Regional coverage varies significantly, so confirming depth in your target markets is an important first step.
Typical sources
- Web scraping of public listing portals
- Government property records
- Specialized real estate data vendors
Common formats
- CSV/structured exports
- API feeds
- GIS-compatible formats for spatial analysis
Buying tips
- Confirm coverage depth in your specific target markets
- Check whether historical transaction data is included or only current listings
- Review licensing before redistributing data in a client-facing product
Compliance notes
- Respect listing portal terms of service when collecting via scraping
- Public property records vary in availability and format by jurisdiction
Recommended providers
Bright Data
4.6/5A large web data platform combining proxy networks, scraping infrastructure and ready-made datasets for enterprise data collection.
Oxylabs
4.5/5An enterprise-focused web data platform providing proxy networks, scraper APIs and curated datasets with strong compliance positioning.
Apify
4.4/5A developer-friendly web scraping and automation platform with a large marketplace of ready-made scrapers ('Actors').
Frequently asked questions
Is real estate listing data the same as transaction data?
No — listing data reflects asking prices and availability, while transaction data reflects actual closed sale prices. Many use cases need both.