We extract property listings, RERA agent profiles, rental histories, and amenity metadata from Property Finder. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Sale Listings objects from propertyfinder.ae. All fields typed and schema-versioned.
"listing_id": "8472910", "title": "Luxury 3BR in Dubai Marina", "property_type": "Apartment", "price": 3250000.0, "currency": "AED", "location": "Dubai Marina", "bedrooms": 3, "size_sqft": 1850.5
| # | listing_id | title | property_type | price | currency | location |
|---|---|---|---|---|---|---|
| 1 | ||||||
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| 3 |
Complete list of extractable fields for Rental Listings objects from propertyfinder.ae. All fields typed and schema-versioned.
"listing_id": "9281734", "property_type": "Villa", "rent_yearly": 280000.0, "currency": "AED", "location": "Arabian Ranches", "bedrooms": 4, "furnished": false, "available_from": "2026-08-01"
| # | listing_id | title | property_type | rent_yearly | rent_monthly | currency |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Agent Profiles objects from propertyfinder.ae. All fields typed and schema-versioned.
"agent_id": "A-4829", "name": "Sarah Ahmed", "agency": "Betterhomes", "languages": "['English', 'Arabic']", "super_agent_status": true, "active_listings_sale": 14, "rera_brn": "39281"
| # | agent_id | name | agency | languages | experience_years | active_listings_sale |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Agency Data objects from propertyfinder.ae. All fields typed and schema-versioned.
"agency_id": "AG-102", "name": "Haus & Haus", "orn_number": "1928", "active_agents": 84, "total_listings": 492, "location": "Gold & Diamond Park", "website": "hausandhaus.com"
| # | agency_id | name | orn_number | active_agents | total_listings | location |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Off-Plan Projects objects from propertyfinder.ae. All fields typed and schema-versioned.
"project_id": "OP-992", "name": "Emaar Beachfront", "developer": "Emaar Properties", "location": "Dubai Harbour", "completion_date": "2027-Q4", "starting_price": 2100000.0, "status": "Under Construction"
| # | project_id | name | developer | location | completion_date | starting_price |
|---|---|---|---|---|---|---|
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Our scraper handles the entire UAE real estate catalogue: residential listings, commercial spaces, off-plan projects, and RERA-verified agent directories. Built with CAPTCHA circumvention and session management.
Extract size, bedrooms, bathrooms, floor level, parking spaces, and verified status for every listing across the UAE.
Capture current asking price, historical price drops, and rental yields over time to build accurate valuation models.
Execute JavaScript clicks to reveal hidden agent phone numbers and WhatsApp contact links at scale.
Normalise geographic data from emirate down to master community, sub-community, and specific building names.
Monitor new developer launches, payment plans, expected completion dates, and starting prices for unbuilt inventory.
Parse structured amenities like shared pools, maid rooms, balcony access, and central AC for comparative analysis.
Filter listings by Property Finder Verified badges and SuperAgent tiers to isolate high-quality inventory.
Extract data for offices, retail spaces, warehouses, and labour camps with commercial-specific metadata.
Run continuous pipelines at hourly or daily cadences with change-detection diffing to monitor market movement.
Brief in. Clean data out.
Provide target communities, property types, or agent lists. We design the extraction schema together.
We configure Scrapy crawlers, UAE residential proxies, session management, and CAPTCHA handling.
Schema validation, null-rate checks, and data normalisation routines before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Real estate platforms protect their inventory aggressively. Here is how we maintain stable extraction for UAE property data.
Property portals use strict Web Application Firewalls. Our crawlers use Middle Eastern residential ISP proxies with realistic browser fingerprints and full cookie session management to prevent IP bans.
Agent phone numbers and WhatsApp links are hidden behind JavaScript event listeners. We run full Playwright browser sessions to trigger these interactions and capture the underlying contact data.
Property Finder updates its DOM structure frequently. Our selector strategy uses multiple fallback chains per field so a layout change does not break your data pipeline overnight.
Large communities like Dubai Marina have thousands of listings that exceed standard pagination limits. We use multi-axis filtering (price brackets, sub-locations) to ensure 100% inventory capture without truncation.
For large market monitors, we maintain a hash index of last-seen values per listing. Subsequent runs only push diffs, reducing compute cost and downstream processing load.
Investors correlate sales asking prices with rental rates in specific buildings to calculate gross yields and identify undervalued assets.
Real estate agencies monitor competitor listing volume, agent headcount, and time-on-market metrics to optimise their own operations.
Startups build Automated Valuation Models (AVMs) and market dashboards using historical listing data and price adjustments.
Consultancies track supply pipelines, off-plan project status, and geographic density to advise developers on future projects.
Algorithms scan for listings priced below market average or properties with recent significant price drops for immediate acquisition.
Recruiters and brokerages track SuperAgent status and active listing counts to identify top-performing brokers in the market.
"Property Finder holds the most accurate pulse on UAE real estate, but accessing historical pricing and agent performance requires dedicated infrastructure."
Most teams underestimate the complexity of scraping real estate portals. Extracting phone numbers requires JavaScript interaction, while bypassing geo-blocks demands premium Middle Eastern residential proxies. DataFlirt absorbs that complexity so your engineers can focus on yield models, not proxy rotation.
Everything supported by our propertyfinder.ae scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration and deduplication. Playwright manages JavaScript rendering and interaction flows for contact details.
We maintain pools of Middle Eastern residential proxies. Rotation happens per-request to prevent IP bans from property portals.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management. All state is stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About propertyfinder.ae scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available real estate listings is generally permissible. DataFlirt targets only public, non-authenticated property and agent data. We do not extract personal user data or bypass authentication walls. Clients should review local UAE regulations and consult legal counsel for specific commercial use cases.
We use headless browsers via Playwright to simulate human interaction, clicking the 'Call' or 'WhatsApp' buttons on listings to trigger the network requests that return the actual contact numbers.
Yes. We operate pipelines for Bayut, Dubizzle, and specialized developer portals, allowing you to cross-reference inventory across multiple platforms.
Pipelines can be configured to run daily or hourly. For specific high-velocity communities like Downtown Dubai, we can stream updates with sub-60-minute latency.
Yes. By running differential crawls against a known index, we can identify when a listing ID returns a 404 or is marked as 'Rented/Sold', providing accurate time-on-market metrics.
Our minimum engagement covers a daily sync of up to 50,000 listings. For full-market coverage across all emirates, we price based on compute volume and execution frequency.
Where Property Finder displays public Dubai Land Department historical transaction data on a building or listing page, we extract and structure those records alongside the active listing.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off dump of Dubai Marina or a continuous feed of all UAE rental listings. Tell us what you need.
