PropertyGuru Singapore Listings & Agent Leads Scraper

Collect sale and rental listings from PropertyGuru Singapore as structured JSON, CSV, or Excel.

The Actor searches public propertyguru.com.sg result pages or enriches individual listing URLs. It returns asking prices, PSF, property facts, dates, Singapore location fields, images, floor plans, and public professional agent and agency details.

Use it for daily inventory monitoring, valuation inputs, property research, and brokerage lead workflows. V1 is intentionally Singapore-only.

What this Actor does

• Searches PropertyGuru Singapore sale listings.
• Searches PropertyGuru Singapore rental listings.
• Accepts complete PropertyGuru search URLs with your existing filters.
• Accepts individual listing detail URLs.
• Generates searches from keywords, projects, addresses, neighborhoods, or MRT names.
• Paginates result pages up to a configurable safety limit.
• Optionally opens each detail page for richer records.
• Deduplicates listings by PropertyGuru listing ID.
• Filters by price, bedrooms, district, property type, and latest posted date.
• Saves one typed property record per accepted listing.
• Detects anti-bot and upstream payload changes instead of returning misleading empty success.

Who is it for

Property agents and brokerages

Refresh competing inventory, asking prices, and public professional contact details for prospecting or territory analysis.

PropTech and AVM teams

Feed current asking-price, PSF, size, tenure, location, and property attributes into market models.

Investors and acquisition teams

Monitor new sale or rental inventory in selected projects and districts.

Market researchers

Create repeatable snapshots of Singapore inventory without manually copying listing pages.

Data and automation teams

Schedule runs, send dataset items to a webhook, or connect the Actor to an ETL or CRM workflow.

Why use this scraper

PropertyGuru serves normal datacenter requests a Cloudflare challenge. This Actor uses lightweight HTTP with a browser-like TLS fingerprint and a coherent Singapore proxy session. It parses PropertyGuru's server-rendered structured state rather than running a full browser for every page.

That design provides:

• lower compute and memory than browser-heavy extraction;
• complete typed records instead of raw HTML;
• optional detail enrichment when card-level data is enough;
• explicit challenge and payload-shape errors;
• conservative sequential traffic and bounded retries;
• an incremental since mode for scheduled monitoring.

Data extracted

Field group	Example fields
Identity	listingId, url, listingType, status
Marketing	title, headline, description
Pricing	currency, price, priceText, pricePerSqft
Unit facts	bedrooms, bathrooms, floorAreaSqft, landAreaSqft
Property	propertyType, propertyTypeCode, propertyName, tenure, developer
Flags	isNewProject, isVerified
Dates	firstPostedAt, lastPostedAt, updatedAt, availableAt
Location	address, streetName, districtCode, district, region, postcode
Coordinates	latitude, longitude
Transport	mrt station context when present
Media	imageUrls, floorPlanUrls
Agent	public id, name, jobTitle, ceaLicense, profileUrl, mobile, phone
Agency	id, name, ceaLicense
Provenance	sourceUrl, scrapedAt

Some fields are optional because publishers can mask addresses, omit floor plans, or leave attributes blank. The Actor does not invent missing values.

Getting started

1. Open the Actor input page.
2. Keep the prefilled Tampines search or enter keywords.
3. Choose sale, rent, or both.
4. Set maxItems to a small number for the first run.
5. Leave Enrich listing details enabled for descriptions, coordinates, media, and agent contacts.
6. Leave the default Singapore residential proxy configuration enabled.
7. Start the Actor.
8. Open the default dataset to export JSON, CSV, Excel, XML, or RSS.

A small enriched search:

{
  "keywords": ["Tampines"],
  "searchType": "sale",
  "scrapeDetails": true,
  "maxItems": 10
}

Input parameters

Parameter	Type	Default	Purpose
startUrls	array	prefilled search	Sale/rent search URLs or listing detail URLs on propertyguru.com.sg
searchType	string	sale	Generated keyword mode: sale, rent, or both
keywords	string array	[]	Locations, projects, addresses, MRT names, or free-text terms
districts	string array	[]	Post-filter by district code or name, such as D09
propertyTypes	string array	[]	Post-filter by type name/code, such as Condominium or CONDO
minPrice	integer	unset	Minimum accepted asking price in SGD
maxPrice	integer	unset	Maximum accepted asking price in SGD
minBedrooms	integer	unset	Minimum accepted bedrooms
since	ISO date/time	unset	Keep listings posted at or after this timestamp
scrapeDetails	boolean	true	Fetch enriched listing detail pages
maxItems	integer	100	Maximum accepted, deduplicated records
maxPages	integer	10	Maximum pages per search
requestDelayMs	integer	500	Delay between HTTP requests
maxRequestRetries	integer	2	Retry limit for transient failures
proxyConfiguration	object	SG residential	Apify proxy settings

URL behavior

Only HTTPS URLs on propertyguru.com.sg are accepted. Supported paths are:

• /property-for-sale
• /property-for-rent
• /listing/for-sale-...-<listing ID>
• /listing/for-rent-...-<listing ID>

All Actor filters also apply to records discovered from explicit URLs. Unsupported countries and sister domains fail validation.

Incremental monitoring

Use since with a scheduled run to collect recently posted inventory:

{
  "keywords": ["Orchard", "River Valley"],
  "searchType": "rent",
  "since": "2026-07-01T00:00:00+08:00",
  "scrapeDetails": true,
  "maxItems": 100
}

The filter uses each listing's latest posted timestamp. Set the value from your workflow state or scheduling window. The Actor does not keep a hidden cross-run global dataset, so each run remains isolated and predictable.

Output example

The following abbreviated record reflects current live extraction behavior:

{
  "listingId": "500156685",
  "url": "https://www.propertyguru.com.sg/listing/for-sale-citylife-tampines-500156685",
  "listingType": "SALE",
  "status": "ACT",
  "title": "CityLife @ Tampines",
  "currency": "SGD",
  "price": 2108888,
  "pricePerSqft": 1675.05,
  "bedrooms": 3,
  "bathrooms": 3,
  "floorAreaSqft": 1259,
  "propertyType": "Executive Condominium",
  "propertyTypeCode": "EXCON",
  "districtCode": "D18",
  "district": "Pasir Ris / Tampines",
  "latitude": 1.36083,
  "longitude": 103.94371,
  "imageUrls": ["https://sg1-cdn.pgimgs.com/listing/...jpg"],
  "agent": {
    "name": "Example agent",
    "ceaLicense": "R000000A",
    "mobile": "+65..."
  },
  "agency": {
    "name": "Example agency",
    "ceaLicense": "L0000000A"
  },
  "sourceUrl": "https://www.propertyguru.com.sg/property-for-sale?freetext=Tampines&page=1",
  "scrapedAt": "2026-07-25T03:11:53.688Z"
}

The example redacts professional contact identity while preserving the output shape. Real dataset rows contain public source values when PropertyGuru exposes them.

Pricing

This Actor uses pay-per-event pricing:

• $0.005 start fee per run;
• $0.0010432 per saved listing on the Free tier;
• $0.00090714 per saved listing on Bronze;
• lower tier prices apply on Silver and above.

You are charged for accepted records saved to the dataset, not challenge pages, duplicates, rejected records, or failed detail parses. Platform compute and proxy use follow your Apify plan.

Illustrative Actor event charges on the Free tier:

Saved listings	Event charge
10	about 0.0154 USD
100	about 0.1093 USD
1,000	about 1.0482 USD

Actual totals shown by Apify can also include platform usage according to your plan.

Performance and cost tips

• Set scrapeDetails: false for a fast listing-card feed.
• Enable details when you need descriptions, precise coordinates, media, or contact fields.
• Start with maxItems: 10 before scaling a new search.
• Use narrow PropertyGuru search URLs to avoid filtering many irrelevant cards.
• Use since for frequent scheduled refreshes.
• Keep the Singapore residential proxy enabled; ordinary datacenter access is challenged.
• Avoid setting retry counts above the default unless logs show transient failures.

Failure behavior and limitations

PropertyGuru can change its anti-bot controls or server-rendered payload. The Actor treats a Cloudflare challenge, missing __NEXT_DATA__, or missing listing payload as an error. It does not silently report those conditions as zero results.

A valid search with a recognized empty listingsData array succeeds with zero items. An invalid URL, malformed date, inconsistent price range, or unsupported domain fails before scraping.

Other limitations:

• Singapore propertyguru.com.sg only;
• no Malaysia, Thailand, or Vietnam claims;
• no login-only or private data;
• no guarantee that publishers expose exact addresses or contact numbers;
• result ordering follows PropertyGuru;
• media URLs can expire or change after extraction;
• upstream listing availability can change between search and detail requests.

Automation workflows

Daily inventory alert

Schedule a keyword search with since, then send dataset items to Slack, email, or a webhook.

Agent CRM enrichment

Run specific listing URLs, map agent.ceaLicense as a stable professional identifier, and deduplicate before CRM insertion.

Asking-price dataset

Run district searches periodically and store price, pricePerSqft, areas, tenure, and timestamps in a warehouse.

Competing-agent monitor

Group records by agency or public CEA license to observe active public inventory in a chosen project.

AVM feature feed

Use price, size, beds/baths, district, property type, coordinates, and posted dates as current listing-side model features.

API with cURL

Replace YOUR_APIFY_TOKEN with your token:

curl -X POST \
  "https://api.apify.com/v2/acts/automation-lab~propertyguru-singapore-listings-agent-leads-scraper/runs?token=YOUR_APIFY_TOKEN&waitForFinish=120" \
  -H "Content-Type: application/json" \
  -d '{"keywords":["Tampines"],"searchType":"sale","maxItems":10}'

To receive dataset items directly:

curl -X POST \
  "https://api.apify.com/v2/acts/automation-lab~propertyguru-singapore-listings-agent-leads-scraper/run-sync-get-dataset-items?token=YOUR_APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{"startUrls":[{"url":"https://www.propertyguru.com.sg/property-for-sale?freetext=Tampines"}],"maxItems":5}'

API with JavaScript

import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: process.env.APIFY_TOKEN });
const run = await client.actor('automation-lab/propertyguru-singapore-listings-agent-leads-scraper').call({
  keywords: ['Tampines'],
  searchType: 'sale',
  scrapeDetails: true,
  maxItems: 10,
});

const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.log(items);

API with Python

import os
from apify_client import ApifyClient

client = ApifyClient(os.environ['APIFY_TOKEN'])
run = client.actor(
    'automation-lab/propertyguru-singapore-listings-agent-leads-scraper'
).call(run_input={
    'keywords': ['Tampines'],
    'searchType': 'sale',
    'scrapeDetails': True,
    'maxItems': 10,
})

items = client.dataset(run['defaultDatasetId']).list_items().items
print(items)

Use with Apify MCP

Add the Actor to Claude Code:

claude mcp add --transport http apify \
  "https://mcp.apify.com?tools=automation-lab/propertyguru-singapore-listings-agent-leads-scraper"

Claude Desktop, Cursor, and VS Code

Use this same MCP server configuration in Claude Desktop, Cursor, or VS Code. Add it to the client’s MCP settings file or MCP server UI:

{
  "mcpServers": {
    "apify": {
      "url": "https://mcp.apify.com?tools=automation-lab/propertyguru-singapore-listings-agent-leads-scraper"
    }
  }
}

Example prompts:

• “Find up to 10 current Tampines sale listings and show price, PSF, bedrooms, and agent CEA license.”
• “Extract this PropertyGuru Singapore listing URL and summarize its location, floor area, images, and public agency details.”
• “Collect rental listings posted since my last monitoring timestamp.”

Legality and responsible use

PropertyGuru pages and listing information may be protected by copyright, database rights, contract terms, and privacy laws. You are responsible for your inputs, purpose, retention, and downstream use.

Collect only public data you have a lawful reason to process. Respect applicable terms, robots guidance, rate limits, PDPA obligations, direct-marketing rules, and professional-contact preferences. Do not use public phone fields for spam, harassment, discrimination, or unlawful profiling. Avoid republishing copyrighted descriptions or images without permission.

This Actor is an extraction tool, not legal advice.

Troubleshooting

The run reports a Cloudflare challenge

Keep the default SG residential proxy enabled. Do not switch to a generic datacenter group. If failures are temporary, retry later with the default coherent session behavior rather than extreme concurrency.

A valid search returns zero records

Open the same public search URL and confirm it currently has results. Check districts, propertyTypes, price, bedroom, and since filters. A listing missing a field required by a filter is rejected rather than guessed.

A listing has no address or phone

The publisher or PropertyGuru may mask or omit it. The Actor emits only values present in public server-rendered data.

A URL is rejected

Use the Singapore HTTPS host and one of the supported search/detail paths. Sister-country domains are deliberately out of scope.

The run stops after an upstream change

Inspect the error and run log. Missing structured payloads fail explicitly so you can distinguish a source change from a genuine empty result.

FAQ

Can I scrape both sale and rental listings?

Yes. Set searchType to both for generated keyword searches, or provide both kinds of search URL.

Can I scrape a single listing?

Yes. Put the full public detail URL in startUrls.

Does it return agent phone numbers?

It returns public professional mobile/phone fields when PropertyGuru includes them in the listing payload.

Is a browser launched?

No. The Actor uses browser-fingerprinted HTTP and structured SSR data, reducing compute compared with a full browser.

Can I turn off enrichment?

Yes. Set scrapeDetails to false for card-level output.

Does maxItems count filtered or duplicate records?

It counts accepted, deduplicated dataset records.

Does it retain data between runs?

No hidden global dataset is used. Every run writes to its own default dataset.

Is PropertyGuru Malaysia supported?

No. This version is Singapore-only.

Related Automation Lab Actors

For equivalent property workflows in other markets:

• Realtor.com Scraper — United States listings.
• Rightmove Scraper — United Kingdom listings.
• PropertyFinder Scraper — Middle East property listings.
• Redfin Scraper — United States sale-market research.

Choose this Actor when your target source is specifically PropertyGuru Singapore and you need Singapore district, CEA, MRT, and SGD-oriented fields.

Support

If the target changes or a valid input fails, open an Actor issue with:

• the input with sensitive values removed;
• the run URL or run ID;
• whether card-only or detail enrichment was enabled;
• the expected listing or search behavior;
• the first relevant error from the log.

That evidence makes anti-bot and payload changes faster to diagnose.