PropertyGuru Listings Scraper

Extract structured property listing data from PropertyGuru Malaysia and PropertyGuru Singapore in a fast, reliable format. Use Malaysia or Singapore PropertyGuru URLs to collect pricing, address context, room counts, tenure, agent metadata, image sets, and listing freshness at scale for research, monitoring, and analytics workflows.

Features

• Malaysia and Singapore coverage — Collect listings from propertyguru.com.my and propertyguru.com.sg
• Fast listing collection — Collect hundreds of records quickly with stable pagination support
• Full listing coverage — Get pricing, specs, recency, codes, agent details, and project references
• Residential proxy ready — Uses Apify residential proxies for smoother multi-page extraction and fewer block events
• Multiple images per property — Export both a primary image and full image_urls arrays
• Clean output quality — Duplicate and empty records are filtered before dataset export
• Flexible start URLs — Use a root domain, a standard results page, or a filtered search URL

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.

---

Input Parameters

Parameter	Type	Required	Default	Description
startUrl	String	No	—	PropertyGuru Malaysia or PropertyGuru Singapore root URL, sale listings URL, property URL, or filtered search URL to start from
results_wanted	Integer	No	20	Maximum number of properties to collect
max_pages	Integer	No	10	Maximum number of result pages to process
proxyConfiguration	Object	No	{"useApifyProxy":true,"apifyProxyGroups":["RESIDENTIAL"]}	Recommended proxy settings. Residential proxies are strongly recommended to reduce blocking and improve multi-page reliability.

---

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
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
listing_type_code	String	Listing type code from the source
tenure	String	Tenure type
tenure_code	String	Raw tenure code from the source
build_year	String	Build year
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 when provided
description	String	Listing description
image_url	String	Primary image URL
image_urls	Array	All available image URLs
image_count	Integer	Total image count detected
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 text
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 from the listing card
search_origin	String	Source PropertyGuru domain
search_url	String	Search URL used for that record
search_page	Integer	Result page number where record was collected

---

Usage Examples

Quick Start

Use defaults and collect up to 20 properties. The schema already defaults the proxy to Apify residential proxies, which is the recommended setup for smooth runs.

{
  "results_wanted": 20
}

Higher Volume Collection

Collect larger batches across more pages.

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

Custom Search URL

Start from a specific PropertyGuru Malaysia results page.

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

Singapore Root Domain Start

Start from a root PropertyGuru domain and let the actor normalize it to sale listings automatically.

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

Singapore Filtered Search URL

Start from a filtered PropertyGuru Singapore sale results URL.

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

---

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",
  "property_type_group": "Residential",
  "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
}

---

Tips for Best Results

Use Working Search URLs

• Use a valid PropertyGuru Malaysia or PropertyGuru Singapore URL in startUrl
• Root domains, property-for-sale pages, and filtered listing URLs are all supported
• Prefer focused searches for 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 workflow

Keep Proxy Enabled

• Keep useApifyProxy enabled for stable runs
• Keep apifyProxyGroups set to ["RESIDENTIAL"] to reduce blocking on PropertyGuru
• Use repeated scheduled runs for consistency
• If a run returns fewer records than expected, rerun with the same input

---

Proxy Configuration

Recommended default:

{
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"]
  }
}

Residential proxies are the recommended default for this actor. PropertyGuru can block or throttle non-residential traffic, especially on longer or multi-page runs.

---

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

---

Frequently Asked Questions

How many listings can this scraper collect?

It can collect large batches depending on available pages and your input limits. Use results_wanted and max_pages to control output size.

Do I need to provide startUrl?

No. If startUrl is not provided, 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 another PropertyGuru listing/search URL and the actor will normalize it automatically.

Can I collect data from multiple pages?

Yes. The actor automatically processes multiple pages up to max_pages.

Which proxy setup should I use?

Use Apify Proxy with the RESIDENTIAL group. That is the recommended configuration in the input schema and is the most reliable option for avoiding blocking on PropertyGuru.

Why are some fields missing on certain records?

Some listings do not expose every field publicly. The actor saves all available fields and skips empty values.

Does output include multiple photos per property?

Yes. Use image_urls for full photo sets and image_count for total image volume.

Is duplicate data filtered?

Yes. Duplicate records are filtered by stable listing keys before export.

Can I automate daily runs?

Yes. Use Apify schedules and connect outputs to integrations such as webhooks, Make, or Zapier.

Is this suitable for commercial analytics?

Yes. Output is structured for market analysis, reporting, lead workflows, and BI pipelines.

---

Support

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

Resources

• Apify Documentation
• API Reference
• Scheduling Runs

---

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.