How to narrow your shortlist.
Listing search: test the inventory users will see.
Ask each provider for records in the same cities. Count usable listings after applying your must-have fields, such as photos, coordinates or bedrooms. Then confirm permission to show those fields and how you receive removals.
HousingFeed focuses on manager-published US rentals under a Display Feed licence. RentCast combines listings with broader property data. MLS inventory depends on the feeds you are eligible to access.
Rent estimates: compare answers for the same addresses.
An estimate is a derived value; a listing rent is a published asking price. Decide which your feature needs. Test typical properties and difficult cases, then inspect the underlying comparables.
Rentometer and RentCast are candidates for address-based rent analysis. For multifamily comps and property detail, also review HelloData and Dwellsy IQ.
Property enrichment: check the fields, not just the record count.
Start with records already in your system. Test whether the provider can match them and populate the specific attributes you need. A large database can still have gaps in your target property types.
Evaluate RentCast for broader property records and HelloData for multifamily detail. For investment workflows, assess whether Mashvisor’s data matches the calculations your product needs.
Platform-specific data: name the exact capability.
A request for a “Zillow API” could mean a valuation, property attributes or listing inventory. Check the relevant official developer offering and access requirements first.
For RealtyAPI or an Apify Actor, inspect the particular endpoint or tool. Confirm returned fields, collection dates, failure handling and the rights required for your use.
Market analysis: match the geography and time period.
Market statistics describe an area over a period; they do not supply individual homes for a search interface. Review how the dataset defines a market and whether revisions affect your analysis.
Redfin provides downloadable housing-market datasets. Choose the series that answers your question rather than assuming every dataset measures rentals.