Real Estate Data Intelligence
Real Estate Data Intelligence
We automate the boring stuff so u can scale. Our real estate data solution aggregates property information from multiple listing platforms.
What We Do
We extract property details, prices, images, and agent information from real estate websites. Our solution handles both residential and commercial listings.
Why It Matters
Real estate data is scattered across dozens of platforms. We consolidate it into a single, clean dataset. No more manual property research, just pure data for your analysis.
Technical Architecture
Our real estate intelligence pipeline ingests listing data from MLS systems, Zillow, Redfin, Realtor.com, and local multiple listing services. We implement session persistence with rotating residential proxies to bypass anti-bot measures on rate-limited real estate platforms. Listing extraction captures property details, price history, tax assessments, school boundaries, and neighborhood statistics. We build unified property models that reconcile address formats, lot measurements, and room counts across sources using Data Normalization for standardized property classification and geographic encoding.
Data Quality & Validation
We implement multi-source listing reconciliation, cross-referencing published prices against tax assessments, recent comparable sales, and mortgage records. Our validation pipeline detects phantom listings, price inconsistencies between sources, and properties that have sold but remain active. We maintain reference datasets for ZIP code boundaries, school districts, and flood zones to enrich raw extraction. Confidence scoring filters unreliable sources, and we alert clients when property data discrepancies exceed market benchmarks. The ETL pipeline handles unit conversion, date standardization, and geographic coordinate mapping.
Compliance & Ethical Standards
We strictly adhere to MLS and real estate platform terms of service, implementing rate-limiting and respectful crawling practices. All data collection respects robots.txt directives and avoids unauthorized access to authenticated listing feeds. We do not bypass CAPTCHAs or exploit vulnerabilities in real estate systems. Client data is processed under GDPR-compliant frameworks, with clear data retention policies and deletion protocols. Our compliance team reviews source agreements quarterly to ensure ongoing adherence to changing platform policies.