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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.

tips *Supports multiple payment channels, Alipay, WeChat.
 Real Estate Datasets

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.

Data sample
Dictionary

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.

Do you need more than 10 million data or a custom collection solution?

tips Lower tiered pricing for data
tips 99.9% data integrity
tips Custom fields and data cleaning
tips GDPR/CCPA compliance
tips Multi-format export and delivery
tips Custom update frequency
tips Support for complex scenarios
tips Dedicated delivery manager
Accepted payments : 
Alipay (HK) Alipay (HK)
USDT-TRC20 USDT-TRC20
Corporate Transfer Corporate Transfer

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

Structured Data

Pre-formatted data ready for training and inference with ChatGPT, Claude, and other AI models.

Multi-Language Code Samples

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

Developer Documentation

Comprehensive API references and field definitions that reduce prompt engineering costs for AI-powered data understanding.

Python
Java
C#
Node.js
Shell

Custom E-Commerce Datasets Tailored to Your Needs

Easy-to-use, fully structured datasets built for diverse business scenarios.

High-Efficiency Data Extraction

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

Multiple Export Formats

Supports JSON, NDJSON, CSV, Parquet, JSON Lines, gzip compression, and more. Integrate seamlessly with your existing systems.

Flexible Payment Models

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

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

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

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

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

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

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.

Ready to scale your data operations?
Join 10,000+ teams using IPWeb to power their web data collection. Start free today.

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

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

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

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

Power AI Valuation Models (AVM)
Market Trends & Investment Analysis
Lead Generation & CRM Enrichment

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.

Algorithm Training & Optimization
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Strictly anti-abuse

Fraud, automated operation, and unauthorized use are prohibited.

Enterprise-level services

For legitimate commercial and technical use cases only

Risk control and restrictions

Abnormal behavior may trigger service restrictions or termination.

Compliance data use

Data acquisition and use must comply with relevant regulations.

Privacy protection first

The collection or misuse of sensitive personal information is strictly prohibited.

All services are subject to《the Usage Policy》