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Real Estate

Web scraping insights for the real estate industry.

Is Scraping Real Estate Websites Legal? What You Need to Know

Is Scraping Real Estate Websites Legal? What You Need to Know

A practical U.S. legal guide to real estate scraping: hiQ v. LinkedIn, CFAA, ToS risk, copyright in ...

Real Estate Data Quality: Cleaning & Normalizing Property Data

Real Estate Data Quality: Cleaning & Normalizing Property Data

Address normalization, cross-platform dedup, price format chaos, stale listing detection, geocoding ...

How to Build a Real Estate Market Analysis Dashboard

How to Build a Real Estate Market Analysis Dashboard

End-to-end guide to a real estate market dashboard: metrics, scraped data sources, a Postgres pipeli...

Commercial Real Estate Scraping: LoopNet, CoStar & Beyond

Commercial Real Estate Scraping: LoopNet, CoStar & Beyond

What CRE data is publicly scrapable from LoopNet, Crexi, and broker sites — cap rates, lease rates, ...

Scraping Foreclosure & Distressed Property Data

Scraping Foreclosure & Distressed Property Data

Where foreclosure and pre-foreclosure data lives — auction platforms, county sheriff sales, listing-...

Zillow API vs Web Scraping: Which Should You Use?

Zillow API vs Web Scraping: Which Should You Use?

Zillow retired its public API and moved access behind Bridge Interactive approval. Here's who actual...

Scraping Apartments.com & Rent.com for Rental Data

Scraping Apartments.com & Rent.com for Rental Data

How to pull unit-level rents, concessions, and availability out of Apartments.com and Rent.com, and ...

Top 10 Real Estate Websites to Scrape for Market Data

Top 10 Real Estate Websites to Scrape for Market Data

Our ranked list of the ten real estate sites most worth scraping: what each one is actually good for...

How to Scrape Realtor.com for Housing Data

How to Scrape Realtor.com for Housing Data

Realtor.com's direct MLS feeds make it the freshest public listing source in the U.S. What data it e...

How to Scrape Redfin for Real Estate Market Intelligence

How to Scrape Redfin for Real Estate Market Intelligence

Redfin is a brokerage with MLS-direct feeds, which makes its listings fresher and its price historie...

Real Estate Scraping Without Getting Blocked: The Anti-Detection Playbook

Real Estate Scraping Without Getting Blocked: The Anti-Detection Playbook

Why Zillow, Redfin, and Realtor.com block scrapers, and the strategies professional data teams use t...

Web Scraping for Real Estate: Collecting Market Data at Scale

Web Scraping for Real Estate: Collecting Market Data at Scale

How real estate companies use web scraping to track property listings, monitor prices, analyze marke...

Scraping Rental Listings: 7 Platforms for Rental Market Analysis

Scraping Rental Listings: 7 Platforms for Rental Market Analysis

How to collect rental data from Apartments.com, Rent.com, Zillow Rentals, Craigslist, and more to an...

How to Scrape House Prices: Build a Real Estate Price Tracker

How to Scrape House Prices: Build a Real Estate Price Tracker

Learn how to collect and track house prices across real estate platforms to monitor market trends, d...

Web Scraping for Real Estate Investors: Find Deals Before Anyone Else

Web Scraping for Real Estate Investors: Find Deals Before Anyone Else

How real estate investors use web scraping to identify undervalued properties, analyze rental yields...

How to Scrape Zillow: Complete Guide to Property Data Extraction

How to Scrape Zillow: Complete Guide to Property Data Extraction

A comprehensive guide to extracting property data from Zillow — listing details, Zestimates, price h...