Services
Data for AI
Solutions
By Solution
Market Research DataTrends, sentiment & competitive intel.Managed Data PipelinesWe run the pipeline end to end.By Role
Data EngineersOffload brittle, on-call scraping.Data Scientists & MLTraining-ready data, no collection.Resources
Learn
BlogInsights on web data & scraping.GlossaryKey web-data terms explained.ComparisonsHow we stack up vs alternatives.Case StudiesReal results from real clients.Company
About UsWho we are and what we do.Real Estate Listings, Comps, and Market Trend Data
Listings, comps, and market trend data aggregated across a fragmented industry.
Real Estate Market Data From Portals and Public Records
We collect listing, comps, and market trend data across the real estate portals and public sources relevant to your market, standardized and matched to a consistent address and property format.
Listings, comps, and market trends arrive together in one feed. For scraping infrastructure built specifically around real estate listing sources, see Real Estate Data Scraping. For direct API access, see Real Estate Data API.
How It Works
Scope your markets
Share the geographies, property types, and sources that matter most to your business.
Build and match
We set up collection against your source list and standardize results to a consistent address and property format.
Validate
We check a sample run against known listings before anything goes into production.
Deliver on schedule
Ongoing feeds land in the format and cadence your investment or brokerage teams already use.
Priced to Your Markets, Not to a Tier
Pricing depends on the markets covered, source count, and refresh frequency, since a single-metro brokerage and a national investment platform aren't the same job. Share your markets and sources, and we'll size it.
What This Covers
Listing aggregation across portals
Collect active, pending, and sold listings from the sites relevant to your markets, standardized into one format.
Comps and pricing trend tracking
Monitor comparable sales and pricing movement by submarket, property type, and time period.
Address standardization and matching
Reconcile formatting differences across sources so properties match correctly before analysis.
Market trend signals
Track inventory levels, days on market, and price movement across the geographies you cover.
Off-market and new listing detection
Get flagged when a new listing appears, a listing comes off the market, or a property's status changes.
Custom source coverage
Add the portals, brokerage sites, and public record sources relevant to your markets.
Real Estate Teams We Work With
Investment and acquisition
Investment and acquisition teams tracking market trends across multiple submarkets
Brokerage and appraisal
Brokerage and appraisal teams needing standardized comps data across portals
Proptech and analytics
Proptech and analytics teams building models on consistent, structured listing data
Site selection
Site selection teams evaluating markets for expansion using aggregated listing and trend data
The Fragmentation Problem, in Numbers Your Team Already Knows
Property records are scattered across thousands of local government offices, each with its own format and update schedule.
Some counties update records every six months, others monthly, so combining sources means reconciling data aging at different rates.
The same address can appear differently across systems, complicating cross-referencing before any analysis can start.
Comps, listings, and pricing trend data typically live on different platforms, so a complete market view means combining sources rather than trusting any single one.
Built on the Same Foundation as Every APISCRAPY Engagement
Data handling under ISO 27001:2022 and ISO 9001 certification, collection limited to publicly available sources and aligned to GDPR, and delivery managed under CMMI Level 3-appraised processes.
Real Estate Market Data Questions
What is real estate market data?
Real estate market data is the listing, sales, and pricing information that shows how a property market is moving: active and sold listings, comparable sales, inventory, days on market, and price trends. Collected from portals and public records and matched to one address format, it lets investment, brokerage, and analytics teams compare markets on the same basis.
Is this an AVM or valuation tool?
No. We deliver the underlying listing, comps, and market data. Valuation models and pricing decisions stay with your team or your existing AVM.
How is this different from your Real Estate Data Scraping and Real Estate Data API pages?
That page covers the scraping infrastructure for real estate listing sources specifically. The API page gives developers self-serve access. This page covers the full market picture: listings, comps, and trends together, standardized across sources and delivered on a schedule.
Can you standardize addresses across different formats?
Yes. We match and standardize addresses as part of reconciling listings from different sources into one dataset.
Can you cover multiple markets or submarkets at once?
Yes. Coverage scales with the number of markets and sources relevant to your business.
How current is the listing data?
Delivery frequency is set to your needs, from daily updates for active listing tracking to weekly or monthly for broader trend analysis.
Is the data collected legally?
We collect only from publicly available sources. We review each source before collection, respect robots.txt directives and site terms, and leave out personal data unless your use case needs it and the legal basis is documented.