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Real Estate Data Scraping
🏠 PropTech Expert ⚡ Daily Updates 🛡️ 99% Accuracy

Our real estate web scraping experts deliver investor-ready property intelligence

AHK.AI aggregates MLS, portals, and public records into actionable feeds for your team

★★★★
4.93 /5 (177 reviews)

Service Overview

AHK.AI's real estate web scraping engineers normalize listings, tax data, comps, and owner info across portals, MLS feeds, and county sites so investors, PropTech, and wholesalers stay ahead of the market. We add deduplication, skip tracing, and CRM/warehouse delivery so your acquisitions team acts instantly.

What You'll Get

  • Property Details: Address, price, beds, baths, sqft, lot size, year built, property type (SFR, condo, multi-family)
  • Market Intelligence: Days on market, price change history, listing status (active, pending, sold), estimated market value (Zestimate/Redfin Estimate)
  • Agent & Listing Info: Agent names, phone numbers, brokerage, MLS number, listing description
  • Owner Information (Premium): Property owner names, mailing addresses (for absentee owners), phone numbers (skip tracing integration)
  • Financial Data: Tax assessment value, annual property taxes, estimated monthly payment, HOA fees
  • Property Features: Detailed amenities (pool, garage, fireplace), school district ratings, neighborhood stats
  • Historical Data: Full price history, sold comps within radius, rental estimates (if available)
  • Image Assets: High-resolution property photo URLs, virtual tour links, floor plan images
  • Investment Metrics (Premium): Cap rate estimates, cash-on-cash return projections, ARV (After Repair Value) for distressed properties
  • Export Formats: CSV, Excel, JSON, SQL, or direct CRM integration (REsimpli, Podio, Salesforce)

How We Deliver This Service

Our consultant manages every step to ensure success:

1

Requirement Consultation: 30-minute call to define your target markets (zip codes, cities, or custom geo-polygons), property criteria (price range, property type, distressed indicators), and specific data fields needed.

2

Scraper Development: I build a custom scraper using residential proxies and anti-bot techniques to reliably extract data from Zillow, Redfin, Realtor.com, or county tax assessor sites.

3

Quality Assurance Sample: I send you a sample of 50-100 listings to verify data accuracy, completeness, and formatting before the full run.

4

Full Data Extraction: I execute the scrape, collecting thousands of listings while respecting rate limits and avoiding blocks.

5

Skip Tracing Integration (Premium): For owner contact data, I append phone numbers and emails using skip tracing APIs (TruePeopleSearch, BeenVerified, or premium services).

6

Data Enrichment & Cleaning: I standardize addresses (USPS format), deduplicate listings, flag vacant/distressed properties, and calculate investment metrics.

7

Delivery & Automation: You receive the final dataset via secure download. For ongoing projects, I set up scheduled scrapes (daily/weekly) with automatic delivery via email, FTP, or webhook.

Technologies & Tools

Python (Scrapy, Selenium, BeautifulSoup) Residential & ISP Proxy Networks (Bright Data, Smartproxy) Anti-CAPTCHA Solvers (2Captcha, CapSolver) Cloud Infrastructure (AWS Lambda, Google Cloud Functions) Database (PostgreSQL, MongoDB for historical tracking) Skip Tracing APIs (TruePeopleSearch, BeenVerified, Melissa Data) Geocoding & Mapping (Google Maps API, USPS Address Validation)

Frequently Asked Questions

Can you scrape Zillow and Redfin without getting blocked?

Yes, we have 5+ years of experience scraping Zillow, Redfin, and Realtor.com at scale. We use enterprise residential proxy networks (10,000+ IPs), browser fingerprinting, rate limiting, and CAPTCHA solving to reliably extract data without triggering anti-bot systems. Our success rate is 99%+ for ongoing scraping projects.

Do you provide skip tracing to find property owner contact information?

Yes! The Premium package includes skip tracing integration. We append property owner names (from county tax records), mailing addresses (to identify absentee owners), phone numbers, and emails using skip tracing APIs like TruePeopleSearch, BeenVerified, or premium services. This is perfect for wholesalers and investors doing direct mail or cold calling campaigns. Skip tracing accuracy is typically 60-80% for phone numbers and 40-60% for emails.

Can you identify distressed properties or investment opportunities?

Absolutely! We can flag properties with distressed signals: High Days on Market (90+ days), Recent Price Reductions (10%+ drop), Pre-Foreclosure/Auction listings, Vacant properties (utility disconnect records), Absentee owners (owner address ≠ property address), Tax delinquent properties. For Premium clients, we also calculate investment metrics like cap rate, cash-on-cash return, and ARV (After Repair Value) based on sold comps.

What real estate platforms can you scrape?

We scrape all major platforms: Zillow (including rentals and off-market Zestimate-only listings), Redfin (including sold data and Redfin Estimates), Realtor.com (MLS data), Trulia, Homes.com, county tax assessor websites (for owner info and tax data), Auction.com (foreclosures), and local MLS feeds (where accessible). We can also scrape niche platforms like LoopNet (commercial) or LandWatch (land listings).

How do you handle data quality and accuracy?

We implement rigorous QA: (1) Address standardization using USPS API to ensure deliverability for direct mail, (2) Deduplication across multiple listing sources using property address + zip code, (3) Data validation to flag incomplete records (missing price, beds, or baths), (4) Historical consistency checks (e.g., price shouldn't increase by 500% overnight), (5) Sample review where we manually verify 5% of records. You receive a data quality report showing completeness rates for each field.

Can you track price changes and new listings over time?

Yes! For Standard and Premium packages, we set up automated monitoring to track: New Listings (daily alerts when properties matching your criteria hit the market), Price Changes (notifications when listings increase or decrease price), Status Changes (active → pending → sold), Days on Market tracking, and Historical snapshots to analyze market trends. Data is delivered via email, webhook, or direct database insertion.

Is scraping real estate data legal?

Yes, scraping publicly available property data is legal (see hiQ Labs v. LinkedIn precedent). Property listings, tax assessor data, and public records are not protected under copyright. However, we adhere to ethical standards: we respect robots.txt where appropriate, we don't scrape user-generated content (reviews), and we avoid violating website Terms of Service in ways that cause harm. We decline projects that violate fair housing laws or target protected consumer data.

Can you integrate the data directly into my CRM or software?

Yes! We provide direct integrations for popular real estate CRMs and tools: REsimpli, Podio (real estate workspace), PropStream, DealMachine, REI BlackBook, Salesforce (with custom objects), and generic APIs via webhook or FTP. For PropTech startups, we can build custom API endpoints or push data directly to your PostgreSQL/MongoDB database. Just specify your integration requirements during onboarding.

How do you price skip tracing, and what's the success rate?

Skip tracing is included in the Premium package or available as an add-on for $0.10-$0.25 per record (depending on data depth). We achieve 60-80% match rate for phone numbers and 40-60% for emails. For high-priority leads (e.g., 100 properties), we can use premium skip tracing services ($0.50/record) with 80-90% phone accuracy, including cell phone type detection (mobile vs. landline) and DNC (Do Not Call) list checking.

Can you scrape commercial real estate or land listings?

Yes! In addition to residential properties, we scrape commercial listings from LoopNet, Crexi, CommercialEdge, and local MLS commercial sections. For land, we extract data from LandWatch, Land And Farm, and county GIS databases (parcel boundaries, zoning, acreage). Commercial and land scraping typically falls under the Premium package due to the complexity of parsing diverse data fields (cap rate, NOI, zoning codes).