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Zillow: guides & tutorials

Zillow scraping for listings, agents, price cuts—respectful crawls, parsers, and Apify jobs help analysts track U.S. markets with 1M+ active listings.

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Zillow scraping collects property listings, prices, price cuts, agent details, and location data for real estate analysis. Investors use it to build comps, track rents, and spot FSBO and price-drop opportunities across U.S. markets with over a million active listings. These guides show how to extract that data into clean, analyzable tables.

Zillow defends against bots and changes its layout often, so respectful crawl rates, proxies, and resilient parsers are essential. Apify jobs run on a schedule and output structured property records you can geocode and dedupe. Below you will find tutorials for listing and agent extraction, price-cut tracking, and building nightly real estate pipelines.

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Guides on this site

Frequently asked questions

Frequently Asked Questions

Zillow ToS explicitly prohibit scraping and automated access. The company actively enforces these terms and maintains bot detection. For compliant real estate data access, Zillow offers official APIs (Bridge Interactive) for licensed brokers and partners. Third-party data providers license MLS and public records data for commercial applications.

ATTOM Data Solutions and CoreLogic license property and sales data. Redfin and Realtor.com have API programs. Public county tax assessor records are available in many US counties via FOIA or public portals. For rental data, the US Census and Zillow Research (published datasets) provide aggregate statistics without scraping.

PropStream, PropTech platforms, and MLS data feeds provide licensed real estate intelligence. For off-market leads, skip tracing services and public record aggregators are alternatives to scraping listing sites. Apify offers actors for sites that permit scraping, but major MLS aggregators like Zillow and Realtor.com are off-limits.

County tax assessor records, property deed records, permit filings, code violation databases, and foreclosure filings are public government records in most US jurisdictions and are generally scrappable. State court records and property auction listings are also commonly public. These provide off-market intelligence without the legal risk of commercial listing site scraping.