Tags

Data accessed through a browser-based dashboard

Large dataset downloads via FTP, S3, or file transfer

Deep historical archives going back 10+ years

Data accessible via a RESTful or GraphQL API endpoint

Data delivered as flat files for spreadsheet use

Data available via Snowflake, AWS, Google Cloud, or Databricks

Data updated continuously or with very low latency

Single-family homes, condos, townhouses, and small multifamily

Income-producing properties: office, retail, industrial, multifamily

Apartment buildings with 5+ units

Hotels, motels, and short-term lodging facilities

Distribution centers, manufacturing facilities, flex space

Undeveloped land parcels and vacant lots

Office buildings and business parks

Shopping centers, strip malls, and standalone retail

Detached single-family residential properties

Recent comparable sales used for valuation

Geospatial feature layers for mapping and spatial analysis

Automated Valuation Model — algorithmic property value estimates

Population, income, age, and household data by geography

Construction and renovation permit records

FEMA flood zone and flood risk probability data

Contamination, hazmat, and environmental site records

Land use classifications and permitted uses

HUD-subsidized and income-restricted housing data

Capitalization rates for CRE investment analysis

Full ownership history of a property

Recent comparable lease transactions for CRE

Traditional 12-month lease rental market data

Multiple Listing Service active and sold listing data

Sound level and noise exposure data for residential and commercial properties

K-12 school quality scores and district boundaries

Airbnb, Vrbo, and vacation rental performance data

Public transportation access and commute time data

Walk Score, Transit Score, and Bike Score data

Data published by a federal, state, or local government agency

Publicly accessible data available at no cost

Commercial companies that compile and resell public records

Data from HUD, FHFA, Census Bureau, GSA, or USDA

Technology-first companies providing data via modern APIs

Data from NAR, CCIM, NAIOP, or other industry groups

Tools and data for residential and commercial property investors

Data suitable for housing policy research and academic study

APIs and datasets for building real estate applications

MLS and market data for licensed agents and brokers

Site selection, permit, and construction pipeline data

Data for lenders, underwriters, and loan originators

Risk and hazard data for property insurance underwriting

Data tools and comp databases for licensed real estate appraisers

Data for institutional real estate asset managers and fund operators

Data for managing rental properties and portfolios