🏠 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 json { "locations": ["Miami", "Orlando"], "property_type": "apartment", "page_count": 2 } ### Advanced Filtering json { "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: json { "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: json { "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: json { "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: json { "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: json { "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 --- Ready to extract rental property data? Start scraping now and gain valuable insights into the rental market! 🚀