PropertyGuru & DDProperty Scraper: Extract Real Estate Data Across Southeast Asia

Why PropertyGuru and DDProperty Data Matters

PropertyGuru operates the leading real estate platforms across Southeast Asia, including PropertyGuru.com.sg (Singapore), PropertyGuru.com.my (Malaysia), and DDProperty.com (Thailand). These platforms collectively list hundreds of thousands of properties, representing the most comprehensive view of real estate markets in these rapidly growing economies.

The data available on these platforms provides critical insights for property investors, real estate agencies, market researchers, and proptech companies. From luxury condominiums in Singapore's central districts to affordable housing in Malaysia's suburbs and vacation properties in Thailand's tourist destinations, these platforms capture the full spectrum of Southeast Asian real estate. However, manually tracking prices, analyzing market trends, or comparing properties across thousands of listings is impractical without automation.

This scraper transforms these platforms into structured datasets, enabling data-driven decisions in markets where property prices can vary dramatically by location, amenities, and timing.

What This Scraper Extracts

The PropertyGuru & DDProperty Scraper captures detailed information from property search result pages across all three platforms. It handles different property types (sale and rental), various listing formats, and platform-specific features while maintaining data consistency across regions.

The scraper is valuable for real estate agencies building lead databases, investors conducting market analysis, property developers monitoring competition, and data analysts tracking pricing trends. It captures not just basic listing information but also agent details, media assets, location intelligence, and platform-specific indicators like verification status and developer promotions.

Input Configuration Explained

The scraper accepts search result URLs from any of the three supported platforms. These are the pages showing multiple property listings, not individual property detail pages. Search URLs typically include filters like property type (sale/rent), location, price range, and property features.

Input Structure:

{
  "proxy": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"],
    "apifyProxyCountry": "US"
  },
  "max_items_per_url": 20,
  "ignore_url_failures": true,
  "urls": [
    "https://www.ddproperty.com/en/property-for-rent?gad_source=1",
    "https://www.propertyguru.com.sg/property-for-sale/2?_freetextDisplay=Sanctuary+Green",
    "https://www.propertyguru.com.my/property-for-sale/2"
  ]
}

Example Screenshot:

Key Parameters:

• max_items_per_url: Controls how many listings to extract per search URL (default: 20). Increase for comprehensive data collection or decrease for quick sampling.
• ignore_url_failures: When true, the scraper continues if individual URLs fail, useful when processing large URL lists where some might be expired or invalid.
• Proxy configuration: Residential proxies recommended to avoid detection. Country selection can match target market (SG for Singapore, MY for Malaysia, TH for Thailand) for better performance.

You can include multiple search URLs to scrape different property types, locations, or price ranges in a single run. The scraper processes each URL and extracts up to the specified number of items per page.

Output Data Fields and Their Applications

The scraper returns comprehensive property data in JSON format. Each listing contains 40+ fields organized into logical categories:

Core Identification:

• ID: Unique property listing identifier for tracking and deduplication
• External ID: Property reference number from the listing source
• URL: Direct link to the full property listing
• Type Code & Type Text: Property category (condo, landed, HDB, etc.)

Listing Metadata:

• Status Code: Current listing status (active, sold, rented)
• Is Verified: Platform verification status, indicating data quality
• Is Official Listing: Whether posted by authorized agents
• Is Developer Listing: Direct listings from property developers
• Posted On & Recency: Timing information for freshness analysis

Property Details:

• Localized Title: Property name and description
• Full Address: Complete location information
• Area: Geographic zone or district
• Bedrooms & Bathrooms: Unit configuration
• Floor Area: Property size in square meters/feet
• Property: Detailed property specifications object

Pricing Information:

• Price: Listing price with currency
• Price Per Area: Cost per square foot/meter for comparison
• Price per Square Foot Text: Formatted pricing metric

Location Intelligence:

• MRT: Nearby mass transit stations (particularly relevant in Singapore)
• Geographic proximity data for accessibility analysis

Agent & Agency:

• Agent: Contact details of listing agent
• Agency: Representing real estate firm
• Account Type Code: Agent classification (professional, individual, developer)
• Listed By Text: Formatted agent attribution
• Contact Agent Text: CTA text for contact functionality

Visual Assets:

• Media Items: Array of property photos
• Media Controls & Media Carousel: Image gallery metadata
• Thumbnail: Primary listing image
• Developer: Developer branding and information

Marketing Features:

• Badge Text & Badges: Premium placement indicators
• Availability Info: Current availability status
• Listing Features: Highlighted property features
• Products: Platform products associated with listing (featured, premium, etc.)
• Developer Promoted Text: Special developer promotions

Engagement Metrics:

• Viewed Label: View count indicators
• Tracking: Analytics and tracking identifiers
• FDL CTA Placement Experiment Enabled: A/B testing flags

Cross-Platform:

• Cross Listing Type: Indicator if property is listed on multiple platforms

Example Output:

[
  {
  "id": 60011614,
  "status_code": "ACT",
  "type_code": "RENT",
  "is_verified": false,
  "viewed_label": "Viewed",
  "agent": {
    "id": 2079713,
    "name": "Smartlivingbankok",
    "is_agent_verified": true,
    "profile_url": "/en/agent/smartlivingbankok-2079713",
    "avatar": {
      "src": "https://th1-cdn.pgimgs.com/agent/2079713/APHO.112954646.V120B.jpg",
      "type": "circle"
    },
    "description": "For Rent Diplomat 39, Condo near BTS Phrom Phong, Fully Furnished",
    "verified_badge": {
      "icon": "badge-f",
      "text": "Verified",
      "color": "#008549",
      "modal_title": "Verified Agent",
      "modal_size": "sm",
      "explanation": {
        "title": "Who's Verified?",
        "description": "Real estate agents and negotiators whose credentials are verified by PropertyGuru.",
        "sub_title": "What's verified?",
        "details": [
          {
            "description": "<span class=\"pg-font-label-s\">myKAD</span> verified",
            "icon_name": "postcard-o"
          },
          {
            "description": "<span class=\"pg-font-label-s\">REN/REA/PEA</span> is active on LPPEH",
            "icon_name": "document-with-lines-o"
          },
          {
            "description": "<span class=\"pg-font-label-s\">Mobile number</span> registered with LPPEH is OTP-verified (REN only)",
            "icon_name": "call-o"
          }
        ]
      },
      "note": "Note: If you believe that you have been scammed by a verified agent/negotiator please <a href=\"https://forms.gle/7rMbvfRiTN6tXqDB9\" target=\"_blank\">report it here</a>",
      "popover": {
        "description": "Credentials are verified by PropertyGuru",
        "button_label": "Learn more",
        "button_url": "#"
      },
      "tracking_data": {
        "segment_data": {
          "agent_id": 2079713,
          "listing_id": 60011614
        }
      }
    }
  },
  "agency": null,
  "badge_text": "Verified",
  "availability_info": "",
  "psf_text": "฿978.26 / sqm",
  "listing_features": [
    [
      {
        "icon_name": "bed-o",
        "text": "2",
        "data_automation_id": "listing-card-v2-bedrooms"
      },
      {
        "icon_name": "bath-o",
        "text": "2",
        "data_automation_id": "listing-card-v2-bathrooms"
      }
    ],
    {
      "text": "92 sqm",
      "data_automation_id": "listing-card-v2-area"
    },
    {
      "text": "Condo",
      "data_automation_id": "listing-card-v2-unit-type"
    },
    {
      "text": "Built: 2019",
      "data_automation_id": "listing-card-v2-build-year"
    }
  ],
  "property": {
    "new_project": false,
    "type_code": "RENT",
    "type_text": "For Rent",
    "type_group": "N",
    "is_premium_project_listing": false,
    "id": 4946
  },
  "full_address": "18 Soi Sukhumvit 39, Sukhumvit Road, Khlong Tan Nua, Watthana, Bangkok",
  "localized_title": "The Diplomat 39, Bangkok",
  "media_items": [
    {
      "icon": "images",
      "icon_name": "images-1-o",
      "text": "35",
      "media_type": "images",
      "tooltip_text": "35 Photos"
    }
  ],
  "mrt": {
    "nearby_text": "4 min (300 m) from E5 Phrom Phong BTS",
    "colors": [
      "#77CC00"
    ]
  },
  "media_controls": {
    "hide_button_title": "Hide Property",
    "shortlist_button_title": "Shortlist Property"
  },
  "media_carousel": {
    "next_button_title": "Next",
    "previous_button_title": "Previous",
    "preview_media": {
      "images": {
        "icon": "images",
        "items": [
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://th1-cdn.pgimgs.com/listing/60011614/UPHO.131277150.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://th1-cdn.pgimgs.com/listing/60011614/UPHO.131276743.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://th1-cdn.pgimgs.com/listing/60011614/UPHO.131276742.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://th1-cdn.pgimgs.com/listing/60011614/UPHO.131276759.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://th1-cdn.pgimgs.com/listing/60011614/UPHO.131276746.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://th1-cdn.pgimgs.com/listing/60011614/UPHO.131276744.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://th1-cdn.pgimgs.com/listing/60011614/UPHO.131276741.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://th1-cdn.pgimgs.com/listing/60011614/UPHO.131276780.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://th1-cdn.pgimgs.com/listing/60011614/UPHO.131276745.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://th1-cdn.pgimgs.com/listing/60011614/UPHO.131276758.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://th1-cdn.pgimgs.com/listing/60011614/UPHO.131276767.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://th1-cdn.pgimgs.com/listing/60011614/UPHO.131276756.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://th1-cdn.pgimgs.com/listing/60011614/UPHO.131276738.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.102018707.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.102018708.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.102018709.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.102018710.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.102018711.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.102018713.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.102018714.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.102018715.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.103739073.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.103739074.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.103739076.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.103739078.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.103739079.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.103739080.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.103739081.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.103739082.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.103739083.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.103739085.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.103739087.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.103739088.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.103739089.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          },
          {
            "caption": "For Rent - The Diplomat 39, Bangkok",
            "src": "https://sg1-cdn.pgimgs.com/projectnet-project/59969/ZPPHO.103739091.V800/The-Diplomat-39-Watthana-Thailand.jpg"
          }
        ],
        "name": {
          "singular": "Photo",
          "plural": "Photos"
        }
      },
      "floor_plans": {
        "icon": "pgicon-floorplan",
        "items": [],
        "name": {
          "singular": "Floor Plan",
          "plural": "Floor Plans"
        }
      },
      "site_plans": {
        "icon": "",
        "items": [],
        "name": {
          "singular": "",
          "plural": ""
        }
      },
      "videos": {
        "icon": "video-camera-o",
        "items": [],
        "name": {
          "singular": "Live Tour",
          "plural": "Live Tours"
        }
      },
      "virtual_tours": {
        "icon": "video-clip-o",
        "items": [],
        "name": {
          "singular": "Virtual Tour",
          "plural": "Virtual Tours"
        }
      },
      "hero_videos": {
        "icon": "",
        "items": [],
        "name": {
          "singular": "",
          "plural": ""
        }
      }
    }
  },
  "price": {
    "value": 90000,
    "pretty": "฿90,000 /mo",
    "currency": "THB",
    "locale_string_value": "90000"
  },
  "badges": [
    {
      "name": "launch",
      "variant": "secondary",
      "bg": "neutral",
      "type": "small",
      "text": "Built: 2019",
      "should_show_icon": false
    },
    {
      "name": "unit_type",
      "variant": "secondary",
      "bg": "neutral",
      "type": "small",
      "text": "Condo",
      "should_show_icon": false
    }
  ],
  "url": "https://www.ddproperty.com/en/property/the-diplomat-39-for-rent-60011614",
  "recency": {
    "icon": "clock-o",
    "icon_name": "clock-circle-o",
    "text": "Listed on Dec 04, 2025 (6d ago)"
  },
  "thumbnail": "https://th1-cdn.pgimgs.com/listing/60011614/UPHO.131277150.V550/The-Diplomat-39-Watthana-Thailand.jpg",
  "type_text": "For Rent",
  "listed_by_text": "Listed by",
  "contact_agent_text": "Contact Agent",
  "is_official_listing": true,
  "is_fdl_cta_placement_experiment_enabled": false,
  "is_prioritized": true,
  "view_profile_text": "View Agent Profile",
  "tracking": {
    "ref_type": "generic-specialist"
  },
  "developer": "Smartlivingbankok",
  "posted_on": {
    "text": "4 Dec 2025",
    "unix": 1764834454
  },
  "area": {
    "locale_string_value": "92 sqm"
  },
  "price_per_area": {
    "locale_string_value": "฿978.26 / sqm"
  },
  "developer_promoted_text": "",
  "is_developer_listing": false,
  "products": {
    "is_ranked_spotlight": false,
    "is_auto_repost": false,
    "is_boosted": false,
    "is_downgraded": false,
    "is_featured_listing": false,
    "is_gallery_featured": false,
    "is_main_featured": false,
    "is_non_paid": false,
    "is_premium": false,
    "is_premium_plus": false,
    "is_premium_project_listing": false,
    "is_promoted_listing": false,
    "is_property_specialist_listing": true,
    "is_showcase": false,
    "is_spotlight": false,
    "is_turbo": true,
    "is_turbo_pro": false,
    "is_standard": false,
    "is_primary_basic": false,
    "is_primary_gold": false,
    "is_primary_platinum": false,
    "tier": 0,
    "featured_by": [
      "Generic-Specialist"
    ],
    "request_type": "agent-top_2",
    "tracking": {
      "ref_type": "generic-specialist"
    }
  },
  "account_type_code": "CORPORATE",
  "bedrooms": 2,
  "bathrooms": 2,
  "floor_area": 92,
  "additional_data": {
    "tenure": "F",
    "area_text": "Khlong Tan Nua",
    "area_code": "TH103902",
    "district_code": "TH1039",
    "district_text": "Watthana",
    "region_text": "Bangkok",
    "region_code": "TH10"
  },
  "external_id": null,
  "cross_listing_type": "ORIGINAL",
  "from_url": "https://www.ddproperty.com/en/property-for-rent?gad_source=1&gad_campaignid=21223871023&gbraid=0AAAAADwXfX9OLqKV6DL0dwGDqrGCDaH3R&gclid=CjwKCAiA0eTJBhBaEiwA-Pa-hWpBpVIz3hWUni9L8I02tx0kNp6VSRLkX1B7GemXB52k6GrFNwsEWhoCYhwQAvD_BwE"
}
]

Usage Guide

Setup:

1. Create an Apify account
2. Access the PropertyGuru & DDProperty Scraper
3. Configure proxy settings (residential proxies recommended)

Preparing URLs:

• Navigate to PropertyGuru or DDProperty
• Use search filters to find target properties
• Copy the search result page URLs (not individual property pages)
• Each URL can contain filters for location, price range, property type, etc.

Configuration Best Practices:

• Set max_items_per_url based on needs: 20 for quick sampling, 100+ for comprehensive data
• Use ignore_url_failures: true when processing many URLs
• Batch similar searches together (e.g., all rental properties, all sale listings)

Running the Scraper:

• Input your URLs and parameters
• Start the scraper and monitor progress
• Typical processing: 50-100 listings in 5-10 minutes
• Review data quality in the dataset preview

Data Export:

• Download as JSON for programmatic use
• Export to CSV for Excel analysis
• Set up scheduled runs for regular market monitoring

Error Handling:

• Check activity log for failed URLs
• Verify URLs are search pages, not individual listings
• Ensure URLs are from supported domains (.sg, .my, .com for DDProperty)

Business Applications

Real Estate Agencies: Generate leads by tracking new listings and price changes. Build databases of properties matching client criteria. Monitor competitor pricing strategies and listing volumes.

Property Investors: Identify undervalued properties by comparing price-per-square-foot across similar areas. Track market trends through historical price data. Analyze rental yields by comparing sale prices with rental listings.

Market Research: Study supply patterns by property type and location. Analyze pricing trends across different districts. Understand developer activity and new project launches. Track how quickly properties sell or rent based on recency data.

Proptech Companies: Build property recommendation engines using comprehensive listing data. Create price prediction models with historical datasets. Develop market analytics dashboards showing real-time trends.

Property Developers: Monitor competing developments and pricing. Analyze market demand by tracking listing volumes and view counts. Research optimal pricing strategies based on comparable properties.

Data Strategy Tips

Regular Collection: Schedule daily or weekly scrapes to build time-series data. Track individual properties over time using ID fields to observe price changes and status updates.

Geographic Analysis: Use MRT and area data to analyze location premiums. Calculate price-per-square-foot variations across districts. Map property density and pricing heat maps.

Quality Filtering: Prioritize verified and official listings for accurate market data. Flag developer listings separately for new project analysis. Use badges and features to identify premium properties.

Cross-Platform Insights: Compare Singapore, Malaysia, and Thailand markets. Analyze cross-border investment opportunities. Understand regional pricing and yield differences.

Data Enrichment: Combine with external data sources (demographics, infrastructure projects, economic indicators). Validate agent information against regulatory databases. Geocode addresses for precise mapping.

Conclusion

The PropertyGuru & DDProperty Scraper provides essential market intelligence across Southeast Asia's most dynamic property markets. Whether analyzing investment opportunities, monitoring competition, or building proptech solutions, this tool delivers the structured data needed for informed real estate decisions across Singapore, Malaysia, and Thailand.