Zameen Scraper — Pakistan Property Listings & Agent Contacts

Zameen.com is Pakistan's largest property portal, and a single city section on it holds tens of thousands of live listings — 25,000+ homes for sale in Karachi, 37,000+ plots in Lahore, 13,000+ rentals in Lahore alone. This Actor walks any of those result lists and turns them into a clean, typed table: price, property type, bedrooms, bathrooms, area in marla / kanal / m² / sq ft, exact latitude and longitude, city and locality, and the listing agency with its contact name and phone number.

Nothing here is guessed from the visible card. Zameen ships the full search result set inside the page it serves, so every listing comes back with the same fields the site itself renders from — including the coordinates and the phone numbers that the card only exposes after a click.

What you get

One row per listing, 48 columns:

Group	Fields
Identity	listingId, url, title, titleUrdu, description, listingState, source, country
Commercial	purpose (for-sale / for-rent), price, currency, priceLabel, pricePerSqm
Property	propertyType, propertySection, bedrooms, bathrooms, areaSqm, areaMarla, areaKanal, areaSqft
Location	city, locality, subLocality, province, locationPath, latitude, longitude, hasExactLocation
Seller / lead	agencyName, agencyId, agencyTier, agencyProduct, agencySince, agencyLogo, contactName, phone, allPhones, whatsapp
Quality signals	isVerified, listingTier, hasVideo, hasVirtualTour, photoCount, coverPhoto
Timestamps	createdAt, updatedAt, scrapedAt

Measured on a 500-listing run over Lahore: phone 100%, price 100%, latitude/longitude 100%, areaMarla 100%, agencyName 98%, whatsapp 98%, contactName 83%.

Sample row

{
  "listingId": "51483576",
  "url": "https://www.zameen.com/Property/dha_defence_dha_phase_6_ultra_luxury_1_kanal...html",
  "title": "ULTRA LUXURY 1 KANAL BRAND NEW BUNGALOW | DHA PHASE 6 | 100% ORIGINAL DEAL",
  "purpose": "for-sale",
  "price": 91500000,
  "currency": "PKR",
  "priceLabel": "PKR 91,500,000",
  "propertyType": "Houses",
  "bedrooms": 5,
  "bathrooms": 6,
  "areaSqm": 418.06,
  "areaMarla": 16.53,
  "areaKanal": 0.826,
  "areaSqft": 4500,
  "pricePerSqm": 218866,
  "city": "Lahore",
  "locality": "DHA Defence",
  "subLocality": "DHA Phase 6",
  "province": "Punjab",
  "latitude": 31.471571,
  "longitude": 74.445906,
  "agencyName": "Aslam Real Estate",
  "agencyTier": 4,
  "contactName": "Mohsin Ali (CEO)",
  "phone": "+923213260605",
  "whatsapp": "923213260605",
  "isVerified": false,
  "listingTier": "superhot",
  "photoCount": 47,
  "createdAt": "2026-08-11T09:37:55.000Z"
}

Input

Field	What it does
Property section	Homes (houses + flats for sale), Houses_Property, Apartments_Flats, Plots, Commercial, or Rentals for everything offered to rent.
City	25 cities from Lahore and Karachi down to Mirpur and Wah Cantt. Zameen identifies a city by name and numeric ID, which is why the values read Lahore-1.
Listing URL	Optional. Paste any Zameen result URL and it overrides the two fields above — every filter you set on the site (price range, bed count, sort order, area unit) is kept while the Actor pages through.
Maximum listings	Stop after this many rows. 25 listings arrive per page.
Proxy	Residential, pinned to Pakistan by default.

{
  "section": "Homes",
  "city": "Lahore-1",
  "maxResults": 500,
  "proxyConfiguration": { "useApifyProxy": true, "apifyProxyGroups": ["RESIDENTIAL"], "apifyProxyCountry": "PK" }
}

To reuse a filtered search instead, paste the URL from your browser:

{
  "listingUrl": "https://www.zameen.com/Homes/Lahore-1-1.html?price_min=10000000&beds_in=3",
  "maxResults": 2000
}

What it is good for

Agent and agency lead lists. Every row carries the agency, the named contact and a dialable phone number, so a run over a city section is a ready-made prospect list for CRM vendors, mortgage brokers, interior firms and portal competitors. agencyTier and agencyProduct tell you how much that agency already spends on the portal — the cheapest qualifier there is.

Price and yield research. pricePerSqm is computed for every listing, and area is given in all four units Pakistani buyers actually use. Pull the same city weekly and you have a price index by locality; pull Rentals and Homes for the same locality and you have a gross-yield estimate per neighbourhood.

Mapping and site selection. latitude / longitude are exact for the vast majority of listings and hasExactLocation tells you when they are not, so listings drop straight into a GIS layer or a heat map without geocoding.

Supply monitoring. createdAt and updatedAt let you separate genuinely new stock from re-posted stock, and listingTier (superhot, hot, basic) shows which sellers are paying for visibility this week.

Training and enrichment data. Urdu and English titles come as separate columns, which makes the output usable for bilingual model training or for matching against Urdu-language sources.

How it works

Zameen renders its search results server-side and embeds the full result set — the same one its own front end reads — inside the page. The Actor requests each result page through a Pakistani residential IP, lifts that embedded result set, and maps every listing to a flat row. Because the data comes from the embedded set rather than from HTML selectors, a cosmetic redesign of the card does not break the output.

Pagination follows Zameen's own -<page>.html scheme and is verified page by page: pages 1, 15 and 40 of the same search return entirely distinct listings, so deep runs genuinely reach deep stock rather than re-serving page one.

Robustness details that matter on long runs:

• Fresh IP per retry. A single 403 from one residential exit node says nothing about the next, so failed requests are retried on a new IP rather than on the same session.
• A failed page is skipped, not fatal. One unreachable page costs one page, not the run; three consecutive failures stop it.
• Three stop conditions. Target reached, list exhausted, or time budget spent — rows already collected are always pushed.
• De-duplication by listing ID across the whole run, so a listing promoted onto two pages is saved once.

Cost and limits

Billing is per result, so cost scales with rows saved and not with pages fetched or retries burned. Store discounts apply on paid Apify plans.

• Zameen's own search caps out around 950 pages (~23,000 listings) per query. To go past that, split by city, by section, or by price band using the Listing URL field.
• Rental prices on Zameen are monthly.
• contactName is filled by roughly 8 listings in 10; agency-posted ads without a named person leave it blank rather than inventing one.

Legal

This Actor collects publicly available listing data. It does not log in, does not bypass access control, and does not touch anything behind a login. Contact details published on the listings are personal data in many jurisdictions — if you process them, make sure you have a lawful basis (GDPR and Pakistan's PECA both apply depending on your position) and honour opt-outs.

Not affiliated with, endorsed by, or connected to Zameen.com or Empire Holdings. "Zameen" is used here only to describe the public source of the data.