PropertyGuru Malaysia Scraper: Sale & Rent Listings with Price, Coordinates & Agent Data

PropertyGuru Malaysia Scraper turns propertyguru.com.my into structured data. Get sale and rent listings with price in MYR, built up and land area, tenure, nearest transit, agent and agency details, and GPS coordinates. Search by state or free text location, filter by property type, price and bedrooms, or paste a search URL you already built in the browser, then export to JSON, CSV or Excel, or pull the results straight into your app through the API.

Why This Scraper?

• Two ways to search. Pick a state or federal territory from the dropdown, or type a free text location like "Mont Kiara" or "Bukit Bintang". Paste your own propertyguru.com.my search URL instead if you need filters the built in fields don't cover.
• Condo, landed, commercial and land. Filter by property type on top of listing type (sale or rent), price range and bedroom count. "Landed" narrows to terrace houses only; for bungalows, semi-D or cluster homes, use URL mode instead.
• Detail page enrichment on demand. Turn on detail pages to add coordinates, full description, project name, total units, facilities, floor plans and nearby schools to every listing.
• Project level caching. For condos, the actor fetches one unit's detail page per project and reuses the shared project fields (facilities, coordinates, developer, total units) across every other unit in the same development, cutting the cost of condo heavy runs.
• All 13 states plus the 3 federal territories. A single dropdown covers every Malaysian state and federal territory, so state wide monitoring needs no manual URL building.
• Built for schedules. Incremental mode returns only new and changed listings on recurring runs, and a resume option continues one interrupted crawl without re paying for listings you already collected.
• Bounded access retries. If access is refused, the actor retries through its configured connections and reports a clear retryable failure when access remains blocked.

Use Cases

• Property portals and listing aggregators: pull structured MYR pricing, area and location data to power a search or comparison site.
• Investment and market research: track price per square foot, tenure and bedroom mix across states to spot undervalued areas.
• Lead generation for agents and agencies: collect agent names, licenses and contact details alongside the listings they represent.
• Recurring monitoring: schedule the actor on a saved search (a state, a project, a price band) and get only new, updated or reappeared listings on each run.
• Mapping and location apps: feed latitude and longitude, nearest transit and nearby schools into a map based property tool.

Data You Get

Sample shape: values are illustrative placeholders, not from a live record.

Field	Example
id	36124001
title	"Mont Kiara Pelangi"
address	"Jalan Kiara, Mont Kiara, Kuala Lumpur"
url	"https://www.propertyguru.com.my/property-listing/mont-kiara-pelangi-36124001"
status	"active"
listing_type	"sale" (also "rent")
property_type	"Condo" (also "Landed", "Commercial")
price / price_formatted	680000 / "RM 680,000"
currency	"MYR"
price_psf	"RM 680 psf"
bedrooms / bathrooms	3 / 2
floor_area	1000
land_area	1800 (landed listings)
tenure	"Freehold"
state / region / city	"Kuala Lumpur" / "Mont Kiara" / "Kuala Lumpur"
nearby_mrt	"5 min (450 m) to Sri Hartamas MRT"
agent_name / agent_license	"Kevin Chai" / "PEA1234"
agency_name	"ABC Realty Sdn Bhd"
developer / is_developer_listing	"Sample Developer Bhd" / false
posted_date / recency	"30 Jul 2026" / "Listed 8m ago"
images / image_count	array of photo URLs / 8
latitude / longitude	3.1698 / 101.6509 (with detail pages on)
project_name / total_units	"Mont Kiara Pelangi" / 545 (with detail pages on)

When detail pages are switched on, listings also carry description, headline, facilities, nearby_schools, floor_plans, unit_features, furnishing, unit_floor, virtual_tour_url, top_year, postal_code, reference_number, agent_mobile, agent_job_title and agency_license, all folded straight into the same listing record rather than a separate object. Fields the site does not expose for a given listing are simply left out of that record rather than filled with a placeholder.

A new-launch/project collection URL (see the URL mode table below) returns one row per development rather than per unit, so bedrooms/bathrooms on those rows are the project's full configuration range as text (e.g. "2, 3") rather than a single number, and price_formatted is often prose like "Price on ask" when the developer hasn't published a fixed price.

How to Use

1. Choose Search mode (build a URL from state and filters) or URL mode (paste your own propertyguru.com.my search URLs).
2. In search mode, pick listing type, property type, a state or a free text location, and any of price, bedrooms and sort.
3. Turn on Fetch Detail Pages if you want coordinates, description, project facts and schools added to every listing.
4. Set Max Properties and Max Pages to control run size and cost, then click Start.

All condos for sale in Kuala Lumpur:

{
  "mode": "search",
  "listing_type": "sale",
  "property_type": "condo",
  "state": "kuala-lumpur",
  "max_properties": 20,
  "max_pages": 5
}

Rentals near a specific neighbourhood:

{
  "mode": "search",
  "listing_type": "rent",
  "search": "Mont Kiara",
  "bedrooms": 3,
  "enable_detail_pages": true
}

Terrace houses in Selangor under a price ceiling:

{
  "mode": "search",
  "listing_type": "sale",
  "property_type": "landed",
  "state": "selangor",
  "max_price": 1500000,
  "sort": "price",
  "sort_order": "asc"
}

A pre built search URL:

{
  "mode": "url",
  "urls": ["https://www.propertyguru.com.my/condo-for-sale?freetext=Bangsar&bedrooms=3"],
  "max_pages": 10
}

URL mode: every supported link shape

Paste any of these propertyguru.com.my URL shapes into urls. An unrecognized shape (for example, there is no public per-agency profile page on this site) logs a loud warning in the run log instead of silently returning 0 items.

Shape	Example	What you get
Search results	/property-for-sale?freetext=Kuala+Lumpur	Every listing on the search, paginated
Category path	/condo-for-sale, /bungalow-for-rent, /shops-for-sale, /residential-land-for-sale	Same as search, scoped to that property type
Location path	/condo-for-sale/in-kuala-lumpur-58jok	Same as search, scoped to that city/region slug
Paginated start	/property-for-sale/2?freetext=Kuala+Lumpur	Resumes from page 2 onward (page 1 is never walked, so this scope can't confirm EXPIRED listings in incremental mode)
New launch / project collection	/new-property-launch?region_code=58jok	Every project card on the collection (project name, developer, price range, tenure)
Single listing detail	/property-listing/<slug>-<id>	That one listing, matched on its stable id
Project detail	/property-listing/project/<slug>-<id>	That one project, matched on its stable id
Agent profile	/agent/<slug>-<id>	Resolved to that agent's own active sale + rent listings

Run it from your code

Python:

from apify_client import ApifyClient

client = ApifyClient("<YOUR_APIFY_TOKEN>")
run = client.actor("abotapi/propertyguru-my-scraper").call(run_input={
    "mode": "search",
    "listing_type": "sale",
    "state": "kuala-lumpur",
    "max_properties": 20,
})
for listing in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(listing["title"], listing["price_formatted"])

JavaScript:

import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: '<YOUR_APIFY_TOKEN>' });
const run = await client.actor('abotapi/propertyguru-my-scraper').call({
  mode: 'search',
  listing_type: 'sale',
  state: 'kuala-lumpur',
  max_properties: 20,
});
const { items } = await client.dataset(run.defaultDatasetId).listItems();

Or connect it to Make, Zapier, n8n, Google Sheets or webhooks from the Integrations tab.

Resume and recurring updates

• Resume (resumeFromRunId) continues one interrupted crawl. Paste its run or dataset ID and this run skips every listing ID already collected there, so you don't pay twice.
• Incremental mode (incrementalMode) is for scheduling the same search or URL setup repeatedly, for example daily. State is kept separately per search (mode, state, listing type, property type, bedrooms, price range, sort, or your own URLs), or share it deliberately with your own stateKey. Each listing is classified NEW, UPDATED (with changedFields), UNCHANGED (suppressed and not billed unless emitUnchanged is on), REAPPEARED (a listing that was previously marked gone and is now found again) or EXPIRED. EXPIRED rows, gated behind emitExpired, are only produced once a run reaches the natural end of the tracked search, meaning it was not cut short by Max Properties, Max Pages, a blocked page, or a resumed run. If a run was capped or blocked before reaching the end, the previous state for those listings is left as is and no EXPIRED rows are emitted that run. With incremental mode off, output is exactly as a normal run.

Send results into your apps (MCP connectors)

Optionally pipe the scraped results into the apps you already use, via Model Context Protocol (MCP) connectors. This is an extra delivery step after the scrape, the Apify dataset is never changed.

What gets written to the connector: a condensed, human readable summary of each listing, not the full JSON. Each item becomes one entry with a title and its key fields flattened to plain text. The complete record always stays in the Apify dataset.

1. Authorize a connector once under Apify → Settings → Integrations (Notion, Linear, Airtable, or Apify).
2. Select it in the "Pipe results into your apps" input field. (If the picker is empty, you haven't authorized a connector yet.)
3. For Notion, also set notionParentPageUrl to the page where items should be created.

The connection is mediated by Apify's MCP proxy, so this actor never sees your third party credentials. Leave the field empty to skip.

Input Parameters

Parameter	Type	Default	Description
mode	string	search	search (build a URL from the filters below) or url (use provided URLs).
urls	array	none (prefill: one sample Kuala Lumpur search URL)	Search or listing URLs to scrape. URL mode only; ignored in search mode.
listing_type	string	sale	sale or rent. Search mode only.
property_type	string	none	condo (condos and apartments), landed (terrace houses only), commercial (shop, office, factory), or land (residential land). For bungalows, semi-D or cluster homes, use URL mode.
state	string	none	Malaysian state or federal territory. Use this or search, not both.
search	string	none	Free text location, for example "Mont Kiara" or "Bangsar". Use this or state, not both.
min_price	integer	none	Minimum price in MYR.
max_price	integer	none	Maximum price in MYR.
bedrooms	integer	none	Number of bedrooms (0 = studio).
sort	string	date	Sort by date, price, or psf.
sort_order	string	desc	asc or desc.
enable_detail_pages	boolean	true	Fetch each listing's detail page for coordinates, description, project name, total units, facilities, floor plans and nearby schools.
max_properties	integer	10	Maximum number of listings to scrape (0 = unlimited).
max_pages	integer	20	Maximum number of search result pages to walk (20 listings per page).
proxy	object	Apify Residential, Malaysia	Connection settings. Residential proxy in Malaysia is required because the site is geo restricted to Malaysian IPs.
detail_concurrency	integer	1	Number of parallel detail page fetches. 1 to 3 is recommended.
session_ttl_seconds	integer	600	How often the scraper refreshes its connection state.
reuse_project_cache	boolean	true	Reuse cached project level fields (project name, total units, facilities, schools, coordinates, developer, tenure) across listings in the same condo project instead of fetching each one's detail page.
dataset_name	string	none	Custom dataset name. Leave empty for the default dataset.
clear_dataset	boolean	false	Clear the dataset before scraping.
resumeFromRunId	string	none	Continue one interrupted run without re-collecting or re-charging listings already in it.
incrementalMode	boolean	false	Track this same search, filter or URL setup run to run and return only NEW, UPDATED and REAPPEARED listings by default.
stateKey	string	none	Name or share an incremental mode monitoring campaign. Left empty, the actor derives a key automatically from your search and filter settings.
emitUnchanged	boolean	false	Incremental mode only. Also return, and bill, listings unchanged since the last run.
emitExpired	boolean	false	Incremental mode only. Also return, and bill, listings no longer found, once a run fully scans the tracked search.
mcpConnectors	array	none	Optional: send a summary of each listing to apps you authorized under Integrations.
notionParentPageUrl	string	none	Notion connector only: page under which listings are created.
maxNotifyListings	integer	50	Cap on items written to each connector per run.

Output Example

Sample shape: values are illustrative placeholders, not from a live record.

{
  "id": 36124001,
  "title": "Mont Kiara Pelangi",
  "address": "Jalan Kiara, Mont Kiara, Kuala Lumpur",
  "listing_type": "sale",
  "property_type": "Condo",
  "price": 680000,
  "price_formatted": "RM 680,000",
  "currency": "MYR",
  "price_psf": "RM 680 psf",
  "bedrooms": 3,
  "bathrooms": 2,
  "floor_area": 1000,
  "tenure": "Freehold",
  "state": "Kuala Lumpur",
  "city": "Kuala Lumpur",
  "nearby_mrt": "5 min (450 m) to Sri Hartamas MRT",
  "agent_name": "Kevin Chai",
  "agent_license": "PEA1234",
  "agency_name": "ABC Realty Sdn Bhd",
  "posted_date": "30 Jul 2026",
  "images": ["https://my1-cdn.pgimgs.com/listing/36124001/UPHO.157827896.V800/a.jpg"],
  "image_count": 8,
  "url": "https://www.propertyguru.com.my/property-listing/mont-kiara-pelangi-36124001",
  "status": "active",
  "latitude": 3.1698,
  "longitude": 101.6509,
  "project_name": "Mont Kiara Pelangi",
  "total_units": 545,
  "facilities": ["Swimming Pool", "Gymnasium", "24-hour Security"]
}

Plan Requirement

The default proxy setting (Apify Residential, Malaysia) works out of the box, since propertyguru.com.my is geo restricted to Malaysian IPs and needs a Malaysian residential connection either way. The actor uses bounded access retries. If all configured connection attempts are blocked, the run fails with a retry message and preserves any results already collected. Check the Pricing tab for the current rates.

FAQ

How much does it cost?

You pay per listing returned, with detail page enrichment billed only for listings whose detail page was actually fetched. The Pricing tab shows the current rates. Use Max Properties and Max Pages to cap the cost of any run.

Is it legal to scrape PropertyGuru?

This actor collects only publicly available property listing data. You are responsible for how you use it: follow PropertyGuru's terms and the laws that apply to you, and get legal advice if you plan commercial redistribution. Listing facts such as price and area are generally not protected, but photos and some descriptive text may be subject to third party rights.

Can I get only new or changed listings on a schedule?

Yes. Schedule the actor from the Schedules tab and turn on Incremental mode. Each run then returns only new, updated and reappeared listings, and unchanged ones are not billed unless you turn on Emit unchanged listings.

Why does incremental mode sometimes return nothing?

If nothing changed since the last run, that is the expected result: incremental mode suppresses UNCHANGED listings by default, so a quiet run legitimately returns zero rows while still recording that it scanned everything.

Why did my run fail or return nothing?

If the site refuses access, the actor uses its bounded access retries and then stops with a clear "please retry" message if access remains blocked. Run it again in a few minutes. A resumeFromRunId value that does not point to a valid run or dataset in your account also fails the run immediately, before anything is scraped or charged.

Can I use it with AI agents or MCP?

Yes. Call it from any Apify integration or MCP client, and use the connector field to push results into Notion, Linear or Airtable.

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