🏠 Rental Listing Scraper - Rental Property Data

Extract comprehensive rental property listings with advanced filtering and sorting options. Perfect for real estate professionals, property managers, investors, and market researchers.

✨ Key Features

• 🚀 Lightning Fast - Concurrent scraping of multiple locations simultaneously
• 🎯 Advanced Filtering - Filter by property type, price, pet policies, and special offers
• 📊 Rich Data - Get detailed property information including photos, virtual tours, and unit details
• 🌍 Multi-Location Support - Scrape multiple cities or states in a single run
• 💎 High Quality - Clean, structured data ready for analysis or integration
• 🔄 Pagination Support - Extract up to 100 pages per location (4,200 properties)

🎯 Perfect For

• Real Estate Investors - Find investment opportunities and analyze market trends
• Property Managers - Monitor competitor pricing and availability
• Market Researchers - Gather comprehensive rental market data
• Data Analysts - Build datasets for rental price analysis and forecasting
• Relocation Services - Help clients find suitable rental properties
• Real Estate Agencies - Keep track of market inventory

📋 What Data You'll Get

Each property listing includes:

🏘️ Property Details

• Property ID and Listing ID
• Property name and type (apartment, condo, townhome, single family)
• Bedrooms and bathrooms (min/max)
• Square footage (min/max)
• Price range (min/max)

📍 Location Information

• Complete address (street, city, state, ZIP)
• GPS coordinates (latitude/longitude)
• County name

💰 Pricing & Availability

• List price or price range
• Price reduction information
• Special offers and promotions
• Available date

🖼️ Media

• Primary photo URL
• Additional property photos (up to 3)
• Virtual tour links
• Matterport 3D tours

🐾 Amenities & Policies

• Pet policy (cats, dogs, size restrictions)
• Special features and amenities
• Application eligibility status

🏢 Management Info

• Property management company
• Advertiser information
• Contact details

📦 Unit Information

• Individual unit details
• Availability dates per unit
• Pricing per unit
• Specifications per unit

🚀 Quick Start

Basic Usage

{
  "locations": ["Miami", "Orlando"],
  "property_type": "apartment",
  "page_count": 2
}

Advanced Filtering

{
  "locations": ["Florida", "Georgia", "Texas"],
  "property_type": "single family",
  "sort_by": "lowest price",
  "page_count": 5,
  "pet_friendly": true,
  "rent_specials": true
}

📝 Input Parameters

Parameter	Type	Required	Description	Options
locations	Array	✅ Yes	List of locations to search	Any city, state, or region
property_type	String	No	Type of property	any, apartment, townhome, condo, single family
sort_by	String	No	How to sort results	best match, recently added, highest price, lowest price
page_count	Integer	No	Number of pages to scrape	1-100 (default: 1)
rent_specials	Boolean	No	Filter for special offers	true / false
apply_now	Boolean	No	Filter for online applications	true / false
pet_friendly	Boolean	No	Filter for pet-friendly properties	true / false

📌 Notes

• Each page contains up to 42 property listings
• Maximum 100 pages per location (4,200 properties)
• Filters can be combined for precise results

💡 Usage Examples

Example 1: Budget-Friendly Apartments

Find affordable apartments with special offers:

{
  "locations": ["Phoenix", "Las Vegas"],
  "property_type": "apartment",
  "sort_by": "lowest price",
  "page_count": 3,
  "rent_specials": true
}

Example 2: Pet-Friendly Homes

Search for pet-friendly single-family homes:

{
  "locations": ["Austin", "Denver", "Portland"],
  "property_type": "single family",
  "sort_by": "recently added",
  "page_count": 5,
  "pet_friendly": true
}

Example 3: Market Research

Comprehensive data collection for market analysis:

{
  "locations": ["New York", "Los Angeles", "Chicago", "Houston", "Miami"],
  "property_type": "any",
  "sort_by": "best match",
  "page_count": 10
}

Example 4: Luxury Rentals

Find high-end rental properties:

{
  "locations": ["Manhattan", "Beverly Hills", "Miami Beach"],
  "property_type": "condo",
  "sort_by": "highest price",
  "page_count": 5,
  "apply_now": true
}

📊 Output Format

The scraper outputs clean, structured JSON data:

{
  "property_id": "9816250601",
  "listing_id": "2977153881",
  "list_price_min": 1070,
  "list_price_max": 1350,
  "permalink": "121-NW-7th-Ave_Miami_FL_33128_M98162-50601",
  "has_specials": true,
  "status": "for_rent",
  "list_date": "2025-01-03T15:16:41.000000Z",
  "primary_photo": "https://...",
  "photos": ["https://...", "https://..."],
  "pet_policy": {
    "cats": false,
    "dogs": false
  },
  "description": {
    "name": "AERIE Apartments",
    "type": "apartment",
    "beds_min": 1,
    "beds_max": 1,
    "baths_min": 1,
    "baths_max": 1,
    "sqft_min": 650,
    "sqft_max": 740
  },
  "location": {
    "address": "121 NW 7th Ave",
    "city": "Miami",
    "state_code": "FL",
    "postal_code": "33128",
    "coordinate": {
      "lat": 25.774916,
      "lon": -80.205933
    },
    "county": "Miami-Dade"
  },
  "units": [
    {
      "availability": {"date": "2025-08-25"},
      "description": {"beds": 1, "baths": 1, "sqft": 650},
      "list_price": 1150
    }
  ],
  "search_location": "Miami",
  "search_page": 1
}

⚡ Performance

• Speed: Processes multiple locations concurrently
• Efficiency: ~42 properties per page
• Scalability: Handle hundreds of locations in one run
• Reliability: Automatic error handling and retry logic

🔧 Best Practices

1. Start Small: Test with 1-2 locations and few pages first
2. Use Specific Locations: City names work better than broad regions
3. Combine Filters: Use multiple filters for precise targeting
4. Monitor Costs: More pages = more compute units
5. Export Options: Download results as JSON, CSV, or Excel

📈 Use Cases

Real Estate Investment

• Identify undervalued properties
• Analyze rental yields by location
• Track market trends over time
• Compare pricing across neighborhoods

Property Management

• Competitive analysis
• Market rate research
• Vacancy monitoring
• Amenity benchmarking

Market Research

• Rental price analysis
• Supply and demand studies
• Geographic market comparison
• Trend forecasting

Relocation Services

• Client property matching
• Budget-appropriate options
• Pet-friendly searches
• Amenity-based filtering

🛡️ Data Quality

• ✅ Real-time data extraction
• ✅ Verified property information
• ✅ Complete address details
• ✅ High-resolution photos
• ✅ Accurate pricing data
• ✅ Up-to-date availability

🌟 Why Choose This Scraper?

✅ Reliable - Built with robust error handling
✅ Fast - Concurrent processing for maximum speed
✅ Complete - Comprehensive property data
✅ Easy - Simple input, structured output
✅ Scalable - Handle any volume of data
✅ Maintained - Regular updates and improvements

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Ready to extract rental property data? Start scraping now and gain valuable insights into the rental market! 🚀