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Professional Bayut.com Real Estate Data Extraction Solution

Introduction

Bayut.com stands as the United Arab Emirates' premier real estate platform, hosting thousands of property listings across Dubai, Abu Dhabi, and other emirates. For real estate professionals, market analysts, investors, and researchers, accessing this wealth of property data manually is time-consuming and inefficient. The Bayut.com Property Search Scraper addresses this challenge by automating the extraction of comprehensive property information, enabling users to gather market intelligence, analyze trends, and make data-driven decisions in the dynamic UAE real estate market.

The scraper eliminates the need for manual browsing through countless property pages, transforming hours of research into minutes of automated data collection. Whether you're conducting market analysis, building property databases, or monitoring competition, this tool provides the foundation for informed real estate operations.

Scraper Overview

The Bayut.com Property Search Scraper is a sophisticated data extraction tool designed specifically for real estate professionals and analysts working in the UAE market. Built with advanced web scraping technology, it can process multiple property listing pages simultaneously while respecting the website's structure and maintaining data accuracy.

The scraper excels in handling various property types including apartments, villas, townhouses, and commercial properties across different emirates. It's particularly valuable for real estate agencies building comprehensive databases, investors analyzing market trends, property managers tracking rental rates, and researchers studying UAE real estate patterns.

Key advantages include bulk data processing capabilities, structured output format for easy analysis, proxy support for reliable access, and comprehensive data fields covering all essential property information. The tool is designed for users who need systematic access to Bayut's extensive property database without the manual overhead.

Input Configuration and Requirements

Example url 1: https://www.bayut.com/for-sale/4-bedroom-property/uae/?baths_in=5&completion_status=ready

Example url 2: https://www.bayut.com/to-rent/4-bedroom-property/uae/?baths_in=5

Example url 3: https://www.bayut.com/to-rent/4-bedroom-property/dubai/?baths_in=5

Example Screenshot of property list by query page:

Input Format Specification

The scraper accepts JSON configuration with precise parameters to customize data extraction according to specific requirements. The input structure includes essential settings for proxy configuration, retry mechanisms, and URL specifications.

Example Input Configuration:

{
  "max_retries_per_url": 2, // Maximum waiting time when accessing the links you provided.
  "proxy": { // Add a proxy to ensure that during the data collection process, you are not detected as a bot.
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL" 
    ],
    "apifyProxyCountry": "SG" // You should choose an Country that coincides with the Country you want to collect data from
  },
  "max_items_per_url": 20,
  "urls": [ // Links to property list by query pages.
    "https://www.bayut.com/for-sale/4-bedroom-property/uae/?baths_in=5&completion_status=ready",
    "https://www.bayut.com/to-rent/4-bedroom-property/uae/?baths_in=5",
    "https://www.bayut.com/to-rent/4-bedroom-property/dubai/?baths_in=5"
  ]
}

Input Parameters Explained:

• max_retries_per_url: Controls retry attempts for failed requests, ensuring data reliability
• proxy settings: Essential for avoiding bot detection and maintaining consistent access
• max_items_per_url: Limits extraction volume per URL to manage processing time
• urls array: Contains specific Bayut search result URLs with desired filters

The URLs should be property listing pages from Bayut.com with your preferred search criteria including location, property type, price range, and amenities.

Input Requirements and Limitations

The scraper requires properly formatted OnTheMarket.com URLs from property search result pages. Direct property search page URLs are not supported - only search result pages containing multiple property listings. Users must ensure URLs are accessible and contain active property listings. The tool respects rate limiting to maintain server stability and avoid triggering anti-bot measures.

Comprehensive Output Data Structure

You get the output from the Bayut.com Property Search Scraper stored in a tab. The following is an example of the Information Fields collected after running the Actor.

[ // List of property information
  {
  "id": 9026748,
  "owner_id": null,
  "user_external_id": null,
  "source_id": null,
  "state": "active",
  "geography": {
    "lat": 25.042224393466,
    "lng": 55.265380571922
  },
  "purpose": "for-sale",
  "price": 4750000,
  "product": "superhot",
  "product_label": "default",
  "rent_frequency": null,
  "reference_number": "S-L-023924",
  "permit_number": "6914520800",
  "project_number": null,
  "title": "Open House this Saturday! 2nd Aug | 2pm - 4pm",
  "title_l1": "فیلا في بالميرا 1،بالمیرا،المرابع العربية 2 غرف 4750000 درهم - 12286329",
  "title_l2": "位于阿拉伯牧场社区，帕美拉社区，帕美拉1区 2 卧室的别墅 4750000 AED - 12286329",
  "title_l3": "Вилла в Аравийские Ранчо 2，Палмера，Палмера 1, 2 cпальни, 4750000 AED - 12286329",
  "external_id": null,
  "slug": "details_12286329",
  "location": [
    {
      "id": 1,
      "level": 0,
      "external_i_d": "5001",
      "name": "UAE",
      "name_l1": "الإمارات",
      "name_l2": "阿联酋",
      "name_l3": "ОАЭ",
      "slug": "/uae"
    },
    {
      "id": 2,
      "level": 1,
      "external_i_d": "5002",
      "name": "Dubai",
      "name_l1": "دبي",
      "name_l2": "迪拜",
      "name_l3": "Дубай",
      "slug": "/dubai"
    },
    {
      "id": 168,
      "level": 2,
      "external_i_d": "5223",
      "name": "Arabian Ranches",
      "name_l1": "المرابع العربية",
      "name_l2": "阿拉伯牧场社区",
      "name_l3": "Аравийские Ранчо 2",
      "slug": "/dubai/arabian-ranches",
      "type": "neighbourhood"
    },
    {
      "id": 635,
      "level": 3,
      "external_i_d": "5230",
      "name": "Palmera",
      "name_l1": "بالمیرا",
      "name_l2": "帕美拉社区",
      "name_l3": "Палмера",
      "slug": "/dubai/arabian-ranches/palmera",
      "type": "neighbourhood"
    },
    {
      "id": 1278,
      "level": 4,
      "external_i_d": "10187",
      "name": "Palmera 1",
      "name_l1": "بالميرا 1",
      "name_l2": "帕美拉1区",
      "name_l3": "Палмера 1",
      "slug": "/dubai/arabian-ranches/palmera/palmera-1",
      "type": "neighbourhood"
    }
  ],
  "category": [
    {
      "id": 1,
      "level": 0,
      "external_i_d": "1",
      "name": "Residential",
      "name_l1": "سكني",
      "name_l2": "居住物业",
      "name_l3": "Жилые",
      "slug": "residential",
      "slug_l1": "residential",
      "slug_l2": "residential",
      "slug_l3": "residential",
      "name_singular": "Residential",
      "name_singular_l1": "سكني",
      "name_singular_l2": "居住物业",
      "name_singular_l3": "Жилые"
    },
    {
      "id": 5,
      "level": 1,
      "external_i_d": "3",
      "name": "Villas",
      "name_l1": "فلل",
      "name_l2": "别墅",
      "name_l3": "Виллы",
      "slug": "villas",
      "slug_l1": "villas",
      "slug_l2": "villas",
      "slug_l3": "villas",
      "name_singular": "Villa",
      "name_singular_l1": "فیلا",
      "name_singular_l2": "别墅",
      "name_singular_l3": "Вилла"
    }
  ],
  "project": null,
  "created_at": 1753100219,
  "updated_at": 1753953938,
  "reactivated_at": 1753100219,
  "rooms": 2,
  "baths": 2,
  "area": 206.15184576,
  "cover_photo": {
    "id": 785756265,
    "external_i_d": "227738044",
    "title": "Open House this Saturday! 2nd Aug | 2pm - 4pm",
    "order_index": 0,
    "nima_score": 6.48739865414251,
    "url": "https://bayut-production.s3.eu-central-1.amazonaws.com/image/785756265/daf7fb3a387340c8a87a5deb61c3ca06",
    "main": true
  },
  "photo_count": 14,
  "video_count": 0,
  "panorama_count": 0,
  "phone_number": {
    "mobile": "+971556491924",
    "phone": "+97144522007",
    "whatsapp": "971545695868",
    "proxy_phone": "+97145603211",
    "phone_numbers": [
      "+97144522007"
    ],
    "mobile_numbers": [
      "+971556491924",
      "+97100971"
    ]
  },
  "contact_method_availability": {
    "whatsapp": true,
    "sms": true,
    "email": true,
    "call": true
  },
  "contact_name": "Michelle Bryan",
  "agency": {
    "id": 127,
    "object_i_d": 127,
    "name": "House Hunters Real Estate",
    "name_l1": "هاوس هانترز العقارية",
    "name_l2": "House Hunters Real Estate",
    "name_l3": "House Hunters Real Estate",
    "external_i_d": "6265",
    "product": "premium",
    "product_score": 2,
    "licenses": [
      {
        "number": "545067",
        "authority": "DED"
      },
      {
        "number": "294",
        "authority": "RERA"
      }
    ],
    "logo": {
      "id": 27679944,
      "url": "https://bayut-production.s3.eu-central-1.amazonaws.com/image/27679944/abc60af153f84e928236a8e64c243329"
    },
    "slug": "house-hunters-real-estate-6265",
    "slug_l1": "house-hunters-real-estate-6265",
    "slug_l2": "house-hunters-real-estate-6265",
    "slug_l3": "house-hunters-real-estate-6265",
    "tr": 2,
    "roles": [],
    "active": true,
    "created_at": "2014-10-23T01:50:58+00:00",
    "commercial_number": null,
    "short_number": null,
    "type": "agency",
    "performance_cohort": "overachieving"
  },
  "is_verified": true,
  "verification": {
    "updated_at": 1753953948.346502,
    "eligible": true,
    "status": "verified",
    "verified_at": 1753953938,
    "truchecked_at": 1753953938
  },
  "floor_plan_id": null,
  "furnishing_status": null,
  "extra_fields": {
    "dld_property_s_k": "12286329"
  },
  "type": "property",
  "owner_agent": {
    "external_i_d": "442980",
    "name": "Michelle Bryan",
    "name_l1": "Michelle Bryan",
    "name_l2": "Michelle Bryan",
    "name_l3": "Michelle Bryan",
    "user_image": "https://bayut-production.s3.eu-central-1.amazonaws.com/image/172557323/7ed08188d3b4481289b594bdeb39fe90",
    "user_image_id": 172557323,
    "is_tru_broker": true,
    "slug": "michelle-bryan-442980",
    "state": "active",
    "is_profile_completed": true,
    "is_complete": true
  },
  "completion_status": "completed",
  "completion_details": null,
  "payment_plan_summaries": null,
  "availability_status": null,
  "agent_ad_stories_count": 0,
  "has_matching_floor_plans": false,
  "photo_i_ds": [
    785756265,
    785756600,
    785756601,
    785756602,
    785756603,
    785756604,
    785756605,
    785756606,
    785756607,
    785756608,
    785756609,
    785756610,
    785756611,
    785756612
  ],
  "hide_price": false,
  "location_purpose_tier": 2,
  "plot_area": null,
  "object_id": null,
  "from_url": "https://www.bayut.com/for-sale/property/uae/"
}, // ... Many other property details
]

The scraper provides comprehensive property data in structured format with over 40 data fields:

Core Property Information:

• ID & External ID: Unique identifiers for database management and cross-referencing
• Title (L1, L2, L3): Property headlines in different languages for international markets
• Reference Number: Official property reference for legal documentation
• Price & Rent Frequency: Financial data crucial for investment analysis and market comparison

Location and Geography:

• Geography & Location: Precise area identification for mapping and neighborhood analysis
• Slug: URL-friendly location identifier for web applications
• Project: Development name for new construction tracking

Property Specifications:

• Rooms & Baths: Essential metrics for property categorization and tenant matching
• Area & Plot Area: Size measurements for space analysis and valuation
• Type & Category: Property classification for market segmentation
• Furnishing Status: Important for rental market analysis

Visual and Marketing Data:

• Cover Photo & Photo Count: Visual assets for marketing and presentation
• Video Count & Panorama Count: Rich media availability for virtual tours
• Floor Plan ID: Technical drawings for space planning

Agent and Contact Information:

• Agency & Agent Details: Contact information for lead generation and networking
• Phone Number & Contact Methods: Direct communication channels
• Verified Status: Trust indicators for reliable partnerships

Market Intelligence Fields:

• Completion Status & Details: Development phase information for investment timing
• Payment Plan Summaries: Financial structuring options for buyers
• Availability Status: Current market status for immediate opportunities

Sample output structure ensures each field serves specific business purposes, from initial property screening to detailed investment analysis.

Usage Guide

Step-by-Step Implementation

1. URL Preparation: Navigate to Bayut.com and apply your desired filters (location, price range, property type, amenities). Copy the resulting search page URLs.

2. Configuration Setup: Create your JSON input with appropriate retry settings, proxy configuration (recommended for consistent access), and URL list.

3. Execution: Run the scraper with your configuration. The tool will systematically process each URL, extracting property details from individual listings.

4. Data Processing: Review the structured output for completeness and accuracy. The data can be directly imported into spreadsheets, databases, or analysis tools.

Best Practices

• Proxy Usage: Always enable proxy settings to prevent IP blocking and ensure reliable data collection
• Batch Processing: Limit max_items_per_url to reasonable numbers (10-50) for optimal performance
• URL Validation: Verify that your input URLs are valid Bayut search results before processing
• Data Verification: Cross-check a sample of extracted data with original listings to ensure accuracy

Common Issues and Solutions

• Access Limitations: If encountering access issues, adjust proxy settings or reduce request frequency
• Incomplete Data: Some properties may have limited information; the scraper extracts all available fields
• URL Format: Ensure URLs are from Bayut search results, not individual property pages

Benefits and Applications

The Bayut.com Property Scraper delivers significant time savings and operational efficiency for real estate professionals. Instead of manually collecting property data over days or weeks, users can gather comprehensive market information in hours. This automation enables real-time market monitoring, competitive analysis, and rapid response to market opportunities.

Practical Applications:

• Market Research: Analyze pricing trends, inventory levels, and demand patterns across different emirates
• Lead Generation: Build prospect databases with agent contact information and property details
• Investment Analysis: Compare properties systematically using standardized data fields
• Portfolio Management: Track market changes affecting existing property investments
• Competitive Intelligence: Monitor competitor pricing and inventory strategies

The structured data output integrates seamlessly with CRM systems, analytical tools, and reporting platforms, creating a foundation for data-driven real estate operations in the UAE market.

Conclusion

The Bayut.com Property Search Scraper transforms manual property research into an automated, systematic process, providing UAE real estate professionals with the competitive advantage of comprehensive market data. By extracting detailed property information, contact details, and market intelligence automatically, this tool enables informed decision-making and efficient market operations.

Ready to streamline your real estate data collection? Start leveraging the power of automated property data extraction to stay ahead in the dynamic UAE real estate market.

Related Actors

• Bayut.com Property Details Scraper: A specialized data extraction tool engineered to harvest detailed property information from Bayut's dominant Dutch real estate marketplace.

Your feedback

We are always working to improve Actors' performance. So, if you have any technical feedback about Bayut.com Property Search Scraper or simply found a bug, please create an issue on the Actor's Issues tab in Apify Console.