PropertyGuru Malaysia & Singapore Property Scraper

Extract structured property listing data from PropertyGuru Malaysia and PropertyGuru Singapore at scale. Collect pricing, location details, room counts, tenure, agent profiles, image sets, and listing freshness across both domains for market research, investment screening, and analytics workflows.

Features

• Malaysia and Singapore coverage - Collect listings from propertyguru.com.my and propertyguru.com.sg
• Multi-page collection - Automatically paginates to reach your target result count
• Full listing details - Pricing, specs, recency, tenure codes, agent metadata, project references, and feature blocks
• Residential proxy support - Works with Apify residential proxies for smooth multi-page runs
• Image sets per property - Primary image plus full image_urls arrays with count
• Duplicate filtering - Clean output with stable key-based deduplication
• Flexible input URLs - Root domains, sale pages, or filtered search URLs all work

Use Cases

Market Research

Track asking prices, listing volume, and property mix across Malaysia or Singapore. Build weekly or monthly snapshots to monitor direction and momentum.

Investment Screening

Create comparable datasets to shortlist properties by price, size, and location context. Review listing freshness and agent information for faster lead qualification.

Lead Generation

Collect active listings and source URLs to power outreach workflows. Keep records structured for CRM imports and scoring.

Portfolio Monitoring

Watch listing changes around areas where you own or plan to buy. Use recurring runs to spot shifts in supply and pricing.

Real Estate Analytics

Feed BI dashboards with normalized listing data, image coverage metrics, and pagination-based crawl history for reporting.

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Input Parameters

Parameter	Type	Required	Default	Description
startUrl	String	No	-	PropertyGuru Malaysia or Singapore root URL, sale page, or filtered search URL
results_wanted	Integer	No	20	Maximum properties to collect
max_pages	Integer	No	10	Maximum result pages to process
proxyConfiguration	Object	No	{"useApifyProxy":true,"apifyProxyGroups":["RESIDENTIAL"]}	Proxy settings. Residential proxies reduce blocking on multi-page runs.

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Output Data

Each dataset item can include:

Field	Type	Description
listing_id	Integer	Unique listing identifier
external_id	String	External listing reference
title	String	Listing title
url	String	Listing detail URL
price	String	Formatted price text
price_value	Number	Numeric price value
currency	String	Currency code (MYR, SGD)
price_per_area	String	Price per area text
location	String	Address or area text
bedrooms	String	Bedroom count
bathrooms	String	Bathroom count
size	String	Property size text
property_type	String	Property type label
listing_type_code	String	Listing type code
tenure	String	Tenure type label
tenure_code	String	Raw tenure code
build_year	String	Build year or completion info
listing_type	String	Listing category
listing_status	String	Listing status code
listed_by	String	Listing source label
is_verified	Boolean	Verification status
is_official_listing	Boolean	Official listing flag
is_developer_listing	Boolean	Developer listing flag
is_developer_unit_listing	Boolean	Developer unit flag
is_prioritized	Boolean	Priority placement flag
posted_on	String	Posted date text
recency	String	Listing recency label
availability	String	Availability text
description	String	Listing description or headline
image_url	String	Primary image URL
image_urls	Array	All available image URLs
image_count	Integer	Total image count
agent_name	String	Agent name
agent_company	String	Agency or company name
agent_id	Integer	Agent identifier
agent_agency_id	Integer	Agency identifier
agent_is_verified	Boolean	Agent verification flag
agent_profile_url	String	Agent profile URL
agent_license	String	Agent license text
project_id	Integer	Related project identifier
property_type_group	String	High-level property group
project_type_code	String	Project type code
area_text	String	Area name
area_code	String	Area code
district	String	District name
district_code	String	District code
region	String	Region name
region_code	String	Region code
viewed_label	String	Viewed label text
account_type_code	String	Account type code
cross_listing_type	String	Cross-listing type
listing_features	Array	Structured feature blocks
search_origin	String	Source PropertyGuru domain
search_url	String	Search URL for that record
search_page	Integer	Page number where collected

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Usage Examples

Quick Start

Collect up to 20 properties with defaults. Proxy is enabled automatically.

{
  "results_wanted": 20
}

Higher Volume Collection

Collect larger batches across more pages.

{
  "results_wanted": 300,
  "max_pages": 15
}

Custom Malaysia Search

Start from a specific Kuala Lumpur search URL.

{
  "startUrl": "https://www.propertyguru.com.my/property-for-sale?listingType=sale&freetext=Kuala+Lumpur",
  "results_wanted": 200,
  "max_pages": 10
}

Singapore Root Domain

Start from the Singapore domain. The actor normalizes it to sale listings automatically.

{
  "startUrl": "https://www.propertyguru.com.sg/",
  "results_wanted": 40,
  "max_pages": 2
}

Singapore Filtered Search

Search Jurong East area in Singapore.

{
  "startUrl": "https://www.propertyguru.com.sg/property-for-sale?listingType=sale&market=residential&freetext=Jurong+East",
  "results_wanted": 60,
  "max_pages": 3
}

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Sample Output

{
  "listing_id": 501016902,
  "external_id": "501016902",
  "title": "Hillview Green",
  "url": "https://www.propertyguru.com.sg/listing/for-sale-hillview-green-23177314",
  "price": "S$ 2,580,000",
  "price_value": 2580000,
  "currency": "SGD",
  "price_per_area": "S$ 1,724.60 psf",
  "location": "67 Hume Avenue",
  "bedrooms": "3",
  "bathrooms": "3",
  "size": "1496 sqft",
  "property_type": "Condominium",
  "listing_type_code": "SALE",
  "tenure": "999-year Leasehold",
  "tenure_code": "L999",
  "build_year": "1998",
  "listing_type": "For Sale",
  "listing_status": "ACT",
  "listed_by": "Listed by",
  "is_verified": false,
  "is_official_listing": true,
  "is_developer_listing": false,
  "is_developer_unit_listing": false,
  "is_prioritized": false,
  "posted_on": "7 Jun 2026",
  "recency": "Listed on Jun 07, 2026 (2m ago)",
  "description": "Rare Ground floor unit at Hillview Green, corner",
  "image_url": "https://sg1-cdn.pgimgs.com/listing/23177314/UPHO.150473566.V800/Hillview-Green-Clementi-Park-Upper-Bukit-Timah-Singapore.jpg",
  "image_urls": [
    "https://sg1-cdn.pgimgs.com/listing/23177314/UPHO.150473566.V800/Hillview-Green-Clementi-Park-Upper-Bukit-Timah-Singapore.jpg",
    "https://sg1-cdn.pgimgs.com/listing/23177314/UPHO.124570156.V800/Hillview-Green-Clementi-Park-Upper-Bukit-Timah-Singapore.jpg"
  ],
  "image_count": 17,
  "agent_name": "Heng Heng",
  "agent_id": 6414,
  "agent_agency_id": 4618,
  "agent_is_verified": false,
  "agent_profile_url": "https://www.propertyguru.com.sg/agent/heng-heng-6414",
  "agent_license": "R014221F",
  "project_id": 367,
  "district": "Clementi Park / Upper Bukit Timah",
  "district_code": "D21",
  "region": "Newton / Bt. Timah (D11, 21)",
  "region_code": "C",
  "viewed_label": "Viewed",
  "account_type_code": "NORMAL",
  "cross_listing_type": "ORIGINAL",
  "listing_features": [
    { "id": "listing-card-v2-bedrooms", "text": "3" },
    { "id": "listing-card-v2-bathrooms", "text": "3" }
  ],
  "search_origin": "https://www.propertyguru.com.sg",
  "search_url": "https://www.propertyguru.com.sg/property-for-sale",
  "search_page": 1
}

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Tips for Best Results

Use Working Search URLs

• Use a valid PropertyGuru Malaysia or Singapore URL in startUrl
• Root domains, property-for-sale pages, and filtered search URLs all work
• Focused searches produce cleaner datasets
• Re-run periodically for fresh market snapshots

Tune Volume Controls

• Start with results_wanted: 20 for quick validation
• Increase max_pages for deeper coverage
• Balance speed and volume based on your needs

Keep Proxy Enabled

• Keep useApifyProxy enabled for stable runs
• Use ["RESIDENTIAL"] proxy group to avoid blocking
• Re-run with the same input if a run returns fewer results than expected

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Integrations

Connect your data with:

• Google Sheets - Share and analyze listing data with teams
• Airtable - Build searchable listing databases
• Slack - Send alerts from scheduled runs
• Webhooks - Deliver records to custom systems
• Make - Automate enrichment and routing workflows
• Zapier - Trigger downstream actions from fresh datasets

Export Formats

• JSON - For APIs and custom processing
• CSV - For spreadsheet workflows
• Excel - For reporting and presentations
• XML - For legacy system integrations

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Frequently Asked Questions

How many listings can this scraper collect?

You can collect all available listings up to your results_wanted limit. The actor paginates through result pages automatically until it reaches your target or runs out of pages.

Do I need to provide a start URL?

No. If startUrl is empty, the actor starts from a default PropertyGuru sale listings page. You can also pass a Malaysia or Singapore root domain, a property-for-sale URL, or any PropertyGuru search URL and it normalizes automatically.

Can I collect data from multiple pages?

Yes. The actor handles pagination automatically. Set max_pages to control how many pages to process and results_wanted to limit the total output.

Which proxy setup works best?

Use Apify Proxy with the RESIDENTIAL group. This is the recommended configuration and is the most reliable option for avoiding blocks on PropertyGuru.

Why are some fields missing?

Some listings do not expose every field. The actor saves all available fields and skips empty values. Fields like agent_license or build_year may be absent on certain property types.

Does output include multiple photos?

Yes. Use image_urls for the full photo array and image_count for the total number of images detected.

Is duplicate data filtered?

Yes. Duplicate records are removed using stable listing keys before the final dataset export.

Can I automate daily runs?

Yes. Use Apify schedules and connect outputs to webhooks, Make, or Zapier for automated workflows.

Is this suitable for commercial analytics?

Yes. The output is structured for market analysis, lead generation, reporting, and BI pipelines.

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Support

For issues or feature requests, contact support through the Apify Console.

Resources

• Apify Documentation
• API Reference
• Scheduling Runs

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Legal Notice

This actor is designed for legitimate data collection purposes. Users are responsible for ensuring compliance with PropertyGuru terms of service and applicable laws. Use data responsibly and respect rate limits.