How to Scrape Zillow Zestimate and Property History

How to Scrape Zillow Zestimate and Property History Zillow is the largest real estate marketplace in the US, and its Zestimate algorithm provides property valuations for over 100 million homes. Extracting this data programmatically opens up powerful research and investment analysis opportunities. What Data Is Available? Zestimate : Zillow's automated property valuation Price history : Past sales, price changes, listings Property details : beds, baths, square footage, lot size Tax assessment : County tax valuations Rental Zestimate : Estimated monthly rent Setup pip install requests beautifulsoup4 pandas lxml Scraping Property Data Zillow serves most content via JavaScript, but property data is embedded in the page source: import requests from bs4 import BeautifulSoup import json def scrape_zillow_property ( zpid ): url = f " https://www.zillow.com/homedetails/ { zpid } _zpid/ " headers = { " User-Agent " : " Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 " , " Accept-Lang