Tags

Data accessed through a browser-based dashboard

Data accessible via a RESTful or GraphQL API endpoint

Large dataset downloads via FTP, S3, or file transfer

Deep historical archives going back 10+ years

Data updated continuously or with very low latency

Data delivered as flat files for spreadsheet use

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

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

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

Apartment buildings with 5+ units

Detached single-family residential properties

Office buildings and business parks

Distribution centers, manufacturing facilities, flex space

Hotels, motels, and short-term lodging facilities

Individually owned units within a shared building or complex

Shopping centers, strip malls, and standalone retail

Undeveloped land parcels and vacant lots

Properties combining residential and commercial uses

AI/ML models forecasting price, demand, or risk

Recent comparable sales used for valuation

Population, income, age, and household data by geography

Traditional 12-month lease rental market data

Phone numbers and emails for property owners

Multiple Listing Service active and sold listing data

Properties in default before auction

Recorded property transfer documents

Recent comparable lease transactions for CRE

County-assessed property values and tax bills

Automated Valuation Model — algorithmic property value estimates

Construction and renovation permit records

Wildfire risk scores and historical burn perimeters

Locating property owners and their contact information

Neighborhood crime statistics and safety indices

Aerial and satellite images for property and land monitoring

Full ownership history of a property

FEMA flood zone and flood risk probability data

Energy efficiency, carbon footprint, and sustainability data

Government liens for unpaid property taxes

Properties repossessed by lenders after failed auction

Airbnb, Vrbo, and vacation rental performance data

Scheduled and historical property auction records

Multifamily data near college and university campuses

HUD-subsidized and income-restricted housing data

K-12 school quality scores and district boundaries

Walk Score, Transit Score, and Bike Score data

Platforms using AI to generate real estate insights

Hurricane and wind hazard risk assessments

Land use classifications and permitted uses

Capitalization rates for CRE investment analysis

Commercial Mortgage-Backed Securities loan data

Licensed contractor profiles and permit history

Mobile-derived visitor counts for commercial locations

Identifying individuals behind LLC-held properties

Contractor liens for unpaid construction work

Properties not publicly listed for sale

Public transportation access and commute time data

Commercial companies that compile and resell public records

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

Publicly accessible data available at no cost

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

Data from a county tax assessor or recorder office

Technology-first companies providing data via modern APIs

Market reports and data published by real estate brokerages

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

Data for lenders, underwriters, and loan originators

Data for managing rental properties and portfolios

APIs and datasets for building real estate applications

MLS and market data for licensed agents and brokers

Risk and hazard data for property insurance underwriting

Site selection, permit, and construction pipeline data