Navigating Singapore's High-Value Property Data Landscape
Singapore’s real estate market is one of Asia’s premier financial hubs, characterized by a unique bifurcation between public Housing & Development Board (HDB) flats and high-density private condominiums and landed properties. Institutional real estate funds, wealth managers, PropTech startups, and real estate agencies rely on continuous tracking of price per square foot (PSF in Singapore Dollars $ SGD), rental yields, tenure (99-year Leasehold vs Freehold), and CEA agent license numbers.
Our managed real estate data scraping services in Singapore provide clean, structured data feeds straight to your database. We extract list prices, floor levels, MRT proximity data, tenure details, condo maintenance fees, and CEA agent contact leads.
Major portals like PropertyGuru Singapore deploy Cloudflare and custom anti-bot protection. Our scrapers utilize Singapore residential IP proxies and automated browser sessions to deliver continuous data feeds with 99.5% uptime.
Top Singapore Real Estate Websites We Scrape
🏡 PropertyGuru Singapore
Singapore's market-leading portal. Scrape HDB & condo sale listings, rental rates, PSF metrics, floor plans, and CEA agent leads across all 28 postal districts. Learn more on our PropertyGuru Scraper page →
🏢 99.co & EdgeProp
Scrape 99.co and EdgeProp listing specs, historical transaction prices, land size, and new project launch data in Singapore.
📜 HDB Resale & URA Datasets
Extract official HDB flat resale transaction logs, town breakdown data, and URA private residential sales records.
Key Use Cases for Singapore Property Data Scraping
🎯 B2B CEA Agent Lead Gen
Harvest verified CEA-registered agent names, CEA license numbers, agency names (PropNex, ERA, Huttons), and phone leads.
📈 Price Per Sq Ft (PSF) Analytics
Monitor PSF pricing across District 9, 10, 11 (Core Central Region) and Rest of Central Region (RCR).
🔑 HDB Resale Market Benchmarking
Analyze HDB flat resale values and lease remaining years across mature HDB estates.
🏦 Institutional Asset Management
Enrich private wealth investment models with real-time condo pricing feeds.
📊 Agency Listing Share
Track agency listing volumes across Singapore postal districts.
🔄 Real Estate Database Integration
Stream scraped property JSON feeds directly into PostgreSQL or AWS S3 buckets.
Singapore Property Data Fields We Extract
Our pipelines capture all critical data points from PropertyGuru, 99.co, EdgeProp, and official government datasets in standardized, database-ready formats:
| Data Category | Specific Fields Extracted |
|---|---|
| Listing Identity | Portal Listing ID, Canonical URL, Status (Active, Under Offer, Sold), Publication Date, Property Type (HDB, Condo, Landed, Shophouse, Commercial) |
| Pricing Data | Asking Price (SGD $), Price Per Square Foot (PSF), Monthly Rental Rate (SGD/mth), Price History & Reduction Dates |
| Property Specifications | Floor Area (sqft), Bedrooms, Bathrooms, Floor Level, Facing Direction, Tenure (Freehold / 99-Year Leasehold / 999-Year), Year Built, Furnishing Status |
| Location & Amenities | Postal District (1–28), MRT Station & Walking Distance (mins), Primary School Zone, Condo Facilities, Postal Code, Latitude & Longitude |
| CEA Agent Leads | Agent Full Name, CEA Registration No., Agency Name (PropNex, ERA, Huttons, OrangeTee), Mobile Number, Email Address |
| HDB & Transaction Records | HDB Town, Block & Street, Flat Type & Model, Remaining Lease (years), Official Resale Price (SGD $), Transaction Date (URA / HDB) |
Data Delivery Formats for Singapore Real Estate Data
All extracted Singapore property datasets are delivered in your preferred format on an automated schedule. Supported output options include:
- Excel / CSV: Flat-file exports with column-mapped fields for immediate analysis in Excel, Power BI, or Tableau.
- JSON REST API: Query by postal district, property type, MRT station, or CEA agent to receive paginated property listings.
- PostgreSQL / MySQL: Schema-matched database inserts refreshed daily or on your custom cadence.
- AWS S3 / Google Cloud Storage: Automated Parquet or CSV file drops for data lake and warehouse ingestion pipelines.
- Google Sheets: Live-refreshed spreadsheets for non-technical team members and investment analysts.
Case Study: Singapore Family Office Tracks 45,000 Private Condominium Assets
Singapore Wealth Manager Scrapes PropertyGuru & 99.co Across 28 Districts
Challenge: A wealth management fund needed continuous PSF trend tracking and rental yield data across private condo developments in Singapore but faced Cloudflare rate limits.
Solution: WebScrapingHub deployed a daily proxy-rotated web scraping pipeline targeting PropertyGuru and 99.co, extracting PSF metrics, tenure type, and agent details.
Results: The fund screened over 45,000 condo listings, identifying 12 undervalued Freehold acquisitions in District 10. Request custom Singapore property feeds on our Contact & Quote page.
Frequently Asked Questions (Singapore Real Estate Scraping)
Can you scrape PropertyGuru Singapore and 99.co?
Yes. We use Singapore residential proxies to bypass Cloudflare anti-bot security, delivering clean CSV or API feeds. Learn more on our PropertyGuru Scraper page.
Do you collect CEA agent registration numbers?
Yes. We capture verified CEA license numbers, agency names, agent phone leads, and active listing portfolios.