Real Estate Datasets
IPWeb holds the pulse of global real estate markets. Access millions of verified property listings and transaction history across major platforms—featuring real-time prices, property specs, agent details, and regional trends. Use this ready-to-use structured data to precisely evaluate ROI and accelerate PropTech product deployment.
Covers Major Global Sites
Strict GDPR & CCPA Compliance
JSON/CSV Format Testing Available
Flexible Pricing, Pay as You Go
Trusted by over 200 clients worldwide
Available Real Estate Datasets
Data is updated daily, structured and cleaned, and supports direct integration through API or file download.
Zillow properties listing information
Zpid, City, State, HomeStatus, Address, IsListingClaimedByCurrentSignedInUser, IsCurrentSignedInAgentResponsible, Bedrooms, and more.
REINS Member & Agent Identity Database
Company Name, Member ID, Classification Code, Agent License Number.
Zoopla properties listing information
URL, Property type, Property title, Address, Google map location, Virtual tour, Street view, URL property, and more.
REINS Property Listings & Market Supply Data
Listing Price, Unit Price, Address, Land Area, Building Ratios, Agent Name.
Infocasas Uruguay - Properties Listings
URL, ID, Imagen, Descripcion, Precio, Ubicacion, Habitaciones, Banos, and more.
Otodom Poland
Title, Price, Market, Surface, Location, Remote support, Lighting, Advertiser type, and more.
Zillow price history
URL, Zpid, Date, Event, Posting is rental, Price, Price change rate, Price per squarefoot, and more.
Suumo.jp
URL, Property name, Type, Rent fee, Management Fees common Expenses, Shikikin, Key money, Security deposit, and more.
Realtor international properties listings
URL, ID, Title, Price, Currency, Description, Images, Bedrooms, and more.
REINS Business Logic & Menu Structure
Menu Navigation JSON, Operation Codes, Workflow definitions.
Zillow Full Properties Information
URL, Photos, Responsive photos, Has vr model, Description, Home status, Contingent listing type, What i love, and more.
Zonaprop Argentina - Properties Listing
URL, Title, GeneratedTitle, Imagenes, Numero de imagenes, Description, Precio, Currency, and more.
Zillow properties search page
URL, Zpid, Zipcode, Description, City, Country, State, Address, and more.
Australia real estate properties
Rea property id, Property type, State, Postcode, Year built, Last sold date, Last sold agency, Bedrooms, and more.
Metrocuadrado - Properties Listings
URL, ID, Precio, Habitaciones, Banos, Dimension propiedad, Dimension terreno, Comuna Ciudad, and more.
Properati Argentina and Colombia - Properties Listings
Type, Name, Estrato, Habitaciones, Banos, M2, Descripcion, Precio, and more.
Inmuebles24 Mexico - Properties Listings
URL, Title, GeneratedTitle, Description, Seller, Precio, Publicado hace, CreatedDate, and more.
Toctoc - Properties Listings
Imagen, No de imagenes, Descripcion, Precio, Currency, Ubicacion, Habitaciones, Banos, and more.
Available delivery methods
Maximize ROI on data investment through intelligent strategies
Incremental Update Model
Pay only for new or changed records—no need to repurchase the full database. Reduce acquisition costs with precision.
Multi-Source Data Bundling
Buy one or multiple datasets and unlock exclusive discounts. Get a full cross-platform view in a single purchase—better value, broader coverage.
Enterprise Volume Pricing
Built for high-volume demands. The more you buy, the lower the unit price. Deep discounts on bulk extractions and subscriptions—do more for less.
Data Cleaning & Enrichment
Receive pre-cleaned, deduplicated, and standardized data. No post-processing needed—ready for immediate business analysis, saving time and effort.
REINS Real Estate Broker Member Identity Dataset Sample
This dataset is extracted from REINS system login session information, precisely recording identity metadata of Japanese real estate brokerage companies (Takken Jigyousha). It includes trade name, membership number, login ID, and member classification code. This data is the core benchmark for building Japan's real estate industry B2B graph, verifying intermediary qualifications, and analyzing market participant activity.
| Name | Description | Type | Example |
|---|---|---|---|
| id | unique to each company | AZ text | highgoal–capital |
| name | The name of the company | AZ text | Highgoal Capital |
| country_code | The country where the company is located | AZ text | GB,EE |
| locations | General information about the company's locations | [ ] array | ["London, GB", "Tallinn, EE"] |
| followers | The number of followers the company has | # number | 41 |
| employees_in_linkedin | The number of employees listed on LinkedIn | # number | 2 |
| about | A description or summary of the company | AZ text | xtHighgoal Capital is a technology focused in... |
No data set found? Start custom collection
Please let us know your specific project requirements, and we will match you with the appropriate data set to help your project land efficiently.
| Name | Description | Type | Example |
|---|---|---|---|
| loginUsrShugu | Trade name of the real estate agent/company | AZ text | Axios Management (Co.) |
| loginUsrKiinBngu | Unique membership number assigned to the agent | AZ text | 1001300090114000 |
| loginUsrKiinId | System login identifier for the specific user | AZ text | 10136204 |
| loginUsrKiinKbn | Classification code for the member type | AZ text | 05 |
No data set found? Start custom collection
Please let us know your specific project requirements, and we will match you with the appropriate data set to help your project land efficiently.
Dataset Pricing
Buy from a provider with a large scale and high moral standards
Register now and receive a bonus on your first deposit, up to $25.
Starter Plan
Minimum 100K Records
Suited for small-scale validation and initial use
600K Records Included
$840.00 Monthly Plan
Suited for medium-scale monthly needs
2.5M Records Included
$2,800.00 Semi-Annual Plan
Suited for continuously growing data needs
13M Records Included
$10,400.00 Annual Plan
Suited for long-term data solutions at large enterprises
Do you need more than 10 million data or a custom collection solution?
Instantly Empower AI Agents & LLMs
Our datasets are deeply optimized for RAG and model fine-tuning. Clean structure, full documentation, and multi-language SDK examples—seamlessly integrate e-commerce insights into your AI workflows.
Structured Data
Pre-formatted data ready for training and inference with ChatGPT, Claude, and other AI models.
Multi-Language Code Samples
Code snippets in Python, Java, C#, Node.js, and more. No coding from scratch—copy, paste, and build data pipelines in seconds.
Developer Documentation
Comprehensive API references and field definitions that reduce prompt engineering costs for AI-powered data understanding.
Custom E-Commerce Datasets Tailored to Your Needs
Easy-to-use, fully structured datasets built for diverse business scenarios.
High-Efficiency Data Extraction
Leverage clean residential proxy IPs to extract global site data in one click. 99%+ success rate, zero blocks, billion-scale collection capability.
Multiple Export Formats
Supports JSON, NDJSON, CSV, Parquet, JSON Lines, gzip compression, and more. Integrate seamlessly with your existing systems.
Flexible Payment Models
Flexible pricing, pay as you go. Covers major global sites. Fully GDPR & CCPA compliant—your data stays secure and compliant.
Unlimited Scaling Architecture
Handle massive concurrent requests via high-throughput proxy IPs. Integrates with Snowflake, Google Cloud, SFTP, and more—peak-ready.
Significant Cost Savings
Optimized proxy rotation and data extraction cut costs by 30%+. No self-hosted infrastructure required—focus on growing your business.
Fully Managed Service
We manage the entire data pipeline—including proxy IP maintenance and monitoring. Reduce operational overhead with guaranteed 24/7 uptime.
Seamless API Integration
Simple API interface with Webhook and S3 support. Quickly connect to your e-commerce system—extract ASINs, prices, reviews, and more.
24/7 Professional Support
Dedicated team on standby for custom guidance and troubleshooting. Combined with proxy optimization for worry-free, high-efficiency data collection.
Data Quality Assurance
AI-driven validation ensures accurate, complete, deduplicated data. Real-time monitoring and reporting included—ideal for product analysis, competitor tracking, and inventory management.
Popular Real Estate Datasets
Zillow North America Listings Dataset
The most comprehensive market inventory data covering Zpid, home status (HomeStatus), bedroom counts, and listing agent claims (IsListingClaimed). Core data for North American real estate supply-demand analysis.
Zillow Price History Dataset
Focused on time-series analysis with URL, price change rate (Price Change Rate), price per square foot, and historical event records. Supports building precise real estate valuation models and investment backtesting.
Australia Real Estate Dataset
In-depth insights into key Asia-Pacific markets with precise property ID, year built (Year Built), last sold date, and last sold agency (Last Sold Agency). Powers regional market research.
Realtor International Real Estate Dataset
Covers global property types with standardized titles, multilingual descriptions, HD image links, and detailed physical attributes—an essential resource for cross-border real estate investment expansion.
LATAM Real Estate Dataset
Covers emerging markets including Mexico and Argentina (via Inmuebles24). Includes seller details, publish time (Publicado hace), and lot size data—capturing high-growth market investment opportunities.
Japan Rental Market Dataset
(Suumo) Covers Japan-specific rental fields including Key Money (Key Money), security deposit (Security Deposit), management fees, and common area charges—key to deep analysis of high-density urban rental economics.
Focus on Your Core Business. Leave the Data Collection to Us.
Unlimited Web Scraping
Powered by dynamic residential IPs and intelligent unblocking. Bypass CAPTCHAs and geo-restrictions effortlessly—access data points from public web pages worldwide.
Ready-to-Use, Accurate Data
Every record goes through multi-stage validation and cleaning. Delivery-ready with no post-processing required—directly power your market analysis or AI model training.
Fully Automated Data Pipeline
Scheduled tasks and incremental updates supported. Data auto-delivers to your AWS S3 or database—zero manual intervention from start to finish.
How Companies Use Real Estate Datasets
Algorithm Training & Optimization
Leverage massive historical transaction prices and detailed property parameters (area, type, school district) to train Automated Valuation Models (AVM) and rent prediction algorithms. Help PropTech companies improve valuation accuracy and provide instant asset value assessments for financial institutions.
Macro Market Research
Analyze inventory turnover rates, listing price trends, and rental vs. sales shifts across global regions. Investment firms and REITs can use this data to identify emerging high-potential communities or rebalance portfolios before markets overheat.
Precision Lead Generation
Integrate structured property listings into your CRM system to automatically match potential buyers with sellers. Service providers (renovation, moving, mortgage companies) can leverage fields like days on market and agent info to precisely target clients in active transaction phases—boosting sales conversion rates.