Data extraction for real estate.
Property listings, market comparables, and real estate data extracted from listing portals and public records — structured for analytics, valuation, and investment workflows.
Industry challenges.
- Anti-scraping on listing sites Major real estate portals deploy aggressive bot detection, browser fingerprinting, and rate limiting specifically targeting data collection.
- Data freshness requirements Real estate markets move fast. Listings data must be current to support accurate valuations and competitive analysis.
- Schema variation across markets Listing formats, field names, and data availability vary across markets, MLS systems, and portal platforms.
Our approach.
We build portal-specific extraction pipelines that handle each real estate site's anti-bot measures, authentication requirements, and pagination patterns. Output schemas are normalized across sources for consistent analytics. Continuous extraction keeps datasets current.
Delivery.
Structured listing and property data delivered as CSV, JSON, or database insertion. Daily or weekly refresh cadence.
Property listing extraction for a real estate analytics firm.
A real estate analytics firm needed structured listing data from multiple property portals and public records sources. We built extraction pipelines that deliver normalized property records into their analytics warehouse, handling each source's anti-bot measures and schema variations.
Tell us what you need to extract.
Describe the sources, schema, and cadence. We'll reply with a scoped quote within 48 hours.
Request a quote