ProductJune 2026

Pakistan Real Estate Intelligence

Name: Pakistan Real Estate Intelligence
Brand: DataLayer
Availability: InStock

Structured property, pricing, agency, location, and market movement data for valuation models, investment analytics, and real estate AI. Market-validated against 10 independent sources with zero contradictions.

126,320

Properties

907K

Total DB Rows

2,969

Agencies

1,144

Market Indices

9,476

Sub-Locations

Property Categories

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Key Findings

Market-Validated Analytics

Every metric uses medians and trimmed means. Cross-referenced against published property indices, lahorerealestate.com, and 8 other market sources.

Karachi Houses: PKR 58.93L/Marla

35% more expensive per marla than Lahore (PKR 43.50L). Based on 11,990 Karachi and 22,568 Lahore house listings. Validated against published property indices and market reports.

Lahore Flats: 9.9% Rental Yield

The highest rental yield in the dataset — driven by affordable sale prices (PKR 1.33 Cr median) in newer developments. Exceeds bank deposit rates (7-8%). Gross yield before maintenance.

Clifton Block 1: +71% in 12 Months

Confirmed by published property indices. High-confidence signal based on consistent 3m/6m/12m upward trends with index depth > 300 data points.

Res. Plots = Most Liquid Segment

38,681 listings (40% of all sales) with a median of PKR 1.40 Cr for 10 Marla. The entry point for Pakistani real estate investors — highest trading volume.

Verified Listings: 13.5% Cheaper

Counter-intuitive finding: verified listings have a 13.5% lower median price. Verified skews mid-market; unverified includes luxury, commercial, and industrial land.

10/12 Metrics Validated

Cross-referenced against published property indices, lahorerealestate.com, elegantdha.com, eproperty.pk, and ur-property.com. Zero contradictions across all tested price points.

Market Overview

Karachi vs Lahore — Sale Prices

Median-based comparison with percentile distributions. All prices in Pakistani Rupees.

Metric	Karachi (36,208)	Lahore (61,154)	Δ
Median Price	PKR 3.00 Cr	PKR 2.35 Cr	+28%
P25 (Budget)	PKR 1.35 Cr	PKR 1.10 Cr
P75 (Premium)	PKR 7.10 Cr	PKR 4.65 Cr
P90 (Luxury)	PKR 15.90 Cr	PKR 9.35 Cr	+70%

Price per Marla (Houses, Sale)

Karachi (11,990 houses)

PKR 58.93 Lakh/marla

PKR 26,191/sqft · PKR 11.79 Cr/kanal

Lahore (22,568 houses)

PKR 43.50 Lakh/marla

PKR 19,333/sqft · PKR 8.70 Cr/kanal

Karachi houses command a 35% premium per marla over Lahore. Lahore flats are 8% more expensive per sqft — driven by newer DHA apartment developments.

16 Property Categories

Category	Listings	Median Price	Per Marla
Res. Plots	38,681	PKR 1.40 Cr	PKR 15.00L
Houses	34,558	PKR 4.25 Cr	PKR 46.87L
Flats	13,744	PKR 2.00 Cr	PKR 34.87L
Comm. Plots	4,882	PKR 4.40 Cr	PKR 65.00L
Buildings	1,182	PKR 15.00 Cr	PKR 1.63 Cr
Offices	960	PKR 2.42 Cr	PKR 60.52L

Schema

What's in the Dataset

Property Core

External ID, Title, Description
Price (PKR), Area (sqm), Rooms, Baths
Latitude, Longitude (GPS)
Category (16 types), Purpose (sale/rent)
Added Date, Completion Status
Verification Status (is_verified)

Enrichment

Amenities (JSONB — parking, CCTV, garden, etc.)
Keywords (JSONB — furnished, corner, new, etc.)
Photo URLs (up to 25 per listing)
Location Hierarchy (city → area → sub-location)
Agency Name, Agency ID

Market Intelligence

Area Index Values (3m, 6m, 12m, 24m changes)
Average Price by Area/Type
Top Gaining/Declining Areas
Confidence Scores (1-5 scale)
Sub-Location Listing Counts

Quality

ML-Ready Data Quality

GPS, area, amenities, and keywords have perfect 100% coverage — no imputation needed for core features.

Feature	Coverage	ML Ready
GPS Coordinates	100.0%
Area (sqm)	100.0%
Amenities (JSONB)	100.0%
Keywords (JSONB)	100.0%
Photos	84.2%
Rooms	56.3%
Verified Status	26.1%

Sample API Response — Property Valuation

{
  "query": {
    "city": "Karachi",
    "category": "Houses_Property"
  },
  "valuation": {
    "median_price": 66000000,
    "per_marla": 5892805,
    "per_sqft": 26191,
    "per_kanal": 117857233,
    "sample_size": 11990,
    "rental_yield_pct": 7.27,
    "confidence": "high"
  }
}

What You Can Build

Property Valuation API

Input location + area + rooms → estimated fair price with confidence range. Per-marla rates by area enable instant comparable-based valuation.

Investor Dashboard

Top gaining areas, rental yields, undervalued locations, liquidity scores. Market indices with confidence scoring and 3/6/12/24-month trends.

Agency Intelligence

Rank agencies by listing volume, verification rate, median price, and market focus. Identify high-trust and high-volume operators.

Fraud Detection

Flag unrealistic prices, area/price mismatches, zero-price listings, and duplicate detection using GPS + title + area fingerprints.

Access Pakistan's Largest Property Dataset

126,320 properties. 907,499 database rows. Market-validated analytics. Enterprise-grade data infrastructure for PropTech, banking, and investment firms.

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Enterprise pricing · Custom integrations · SLA included