Realtor Rental Explorer

Real-Time Rental Market Data Extraction

Realtor Rental Explorer is your gateway to the US rental market. Bypass manual searching and instantly collect high-fidelity data on thousands of apartments, houses, and condos for rent across the country.

Designed for speed and scale, this tool powers market analysis, investment research, and competitive benchmarking with structured, reliable data from Realtor.com.

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🔑 Key Benefits

• ⚡ Rapid Data Collection: Scrape entire cities or specific neighborhoods in minutes.
• 🧠 Intelligent Filters: Zoom in on exactly what you need—pet-friendly units, rent specials, or specific property types.
• 📷 Media Extraction: Automatically grab high-resolution photo URLs and 3D tour links.
• 🗺️ Nationwide Coverage: Works effectively across all 50 states and major US metro areas.

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📊 Data Payload

We don't just give you a price and an address. We deliver the full picture.

Category	Details Included
Listing	Price, Move-in Date, Rent Specials, Listing ID
Asset	Property Type (Apt, House, Condo), Beds, Baths, Sqft
Location	Street Address, Lat/Lon Coordinates, County, Neighborhood
Policies	Pet Policies (Dogs/Cats allowed), Application Fees
Contact	Property Manager Name, Leasing Office Phone/Email
Media	Primary Photo, Additional Gallery Images, Matterport Links

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🛠️ How to Use

Configure your search with a simple JSON object.

Parameters

Name	Type	Description
locations	array	List of cities/states to target (e.g., ["Miami, FL"]).
property_type	string	Filter by apartment, single_family, condo, etc.
sort_by	string	lowest_price, newest, highest_price.
pet_friendly	boolean	Set to true to require pet-friendly status.
rent_specials	boolean	Set to true to only find deals/promotions.
page_count	integer	Depth of scrape per location (default: 1).

Example Configuration

Finding Deals in Student Markets:

{
  "locations": ["Gainesville, FL", "Austin, TX"],
  "property_type": "apartment",
  "sort_by": "lowest_price",
  "rent_specials": true,
  "page_count": 3
}

Luxury Home Rental Scrape:

{
  "locations": ["Los Angeles, CA"],
  "property_type": "single_family",
  "sort_by": "highest_price",
  "pet_friendly": true,
  "page_count": 5
}

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🧾 Output Schema

Data is returned in a standardized JSON format, ready for your pipeline.

{
  "search_location": "Miami",
  "total_results": 45,
  "listings": [
    {
      "listing_id": "2977153881",
      "address": "121 NW 7th Ave, Miami, FL 33128",
      "price": {
        "min": 1070,
        "max": 1350,
        "specials": true
      },
      "specs": {
        "beds": 2,
        "baths": 2,
        "sqft": 950,
        "type": "apartment"
      },
      "policies": {
        "pets": { "dogs": false, "cats": true },
        "application_online": true
      },
      "media": {
        "primary_photo": "https://ar.rdcpix.com/...",
        "virtual_tour": "https://matterport.com/..."
      },
      "coordinates": {
        "lat": 25.7749,
        "lon": -80.2059
      }
    }
  ]
}

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🎯 Strategic Applications

• Investment Analysis: calculate cap rates and gross yield by comparing rental income against sale prices.
• Competitive Intelligence: Property managers can monitor local competitors' pricing and concessions in real-time.
• Lead Generation: Identify private landlords and property management companies for service outreach.
• Market Trends: Track the velocity of the rental market by monitoring "days on market" and price adjustments.

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💡 Pro Tips

• Location Precision: Including the state (e.g., "Paris, TX" vs "Paris, TN") ensures you get the right data.
• Concurrency: The actor processes multiple locations in parallel, so feel free to add 5-10 cities in a single run.
• Sort Order: Use newest to build a real-time monitor for fresh inventory.

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