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Hotpads.com Property Search Scraper - Advanced Real Estate Data Extraction Tool

Comprehensive Property Data Mining Solution

The Hotpads.com Property Search Scraper represents a cutting-edge web scraping solution specifically engineered to extract comprehensive real estate data from the Hotpads.com platform. This intelligent data harvesting tool serves as a sophisticated bridge between online property listings and your analytical requirements, transforming raw web data into actionable business intelligence.

Key Features and Capabilities

Automated Data Extraction Technology

• Intelligent web scraping: The tool performs fully automated property data extraction, eliminating manual data collection processes and significantly reducing time investment while maintaining exceptional accuracy standards
• High-precision data capture: Ensures complete and accurate extraction of property information from Hotpads.com listings, including detailed property specifications, pricing data, location information, and comprehensive property descriptions
• Real-time data synchronization: Maintains up-to-date information by continuously monitoring and extracting the latest property listings and market changes

Structured Data Format and Export Options

• JSON data structure: All extracted property information is organized and exported in JSON format, providing a standardized, machine-readable structure that facilitates seamless integration with various applications and systems
• Database-ready formatting: The structured data output is optimized for direct import into databases, spreadsheets, and analytical platforms without requiring additional formatting or conversion steps
• API-compatible output: Generated data follows industry-standard formats that can be easily consumed by APIs, web applications, and third-party integration services

Comprehensive Geographic Coverage

• Multi-region data extraction: Supports property data collection from all geographic regions and markets where Hotpads.com operates, ensuring complete market coverage for your research needs
• Location-specific targeting: Allows precise targeting of specific cities, neighborhoods, or regions to focus your data collection efforts on particular market segments
• Scalable geographic scope: Capable of handling both small-scale local market research and large-scale national property data collection projects

Practical Applications and Use Cases

Business Intelligence and Market Analysis

• Real estate market research: Provides comprehensive data foundation for analyzing property market trends, pricing patterns, and investment opportunities across different geographic regions
• Competitive market analysis: Enables detailed comparison of property offerings, pricing strategies, and market positioning within specific geographic markets
• Investment decision support: Delivers critical data insights that inform strategic real estate investment decisions and portfolio management strategies

Data Integration and System Compatibility

• CRM system integration: Seamlessly integrates with customer relationship management systems to enhance property databases and client service capabilities
• Business application connectivity: Easily connects with existing business applications, property management systems, and analytical tools through standardized data formats
• Third-party platform compatibility: Supports integration with various third-party real estate platforms, analytical tools, and reporting systems

Research and Reporting Capabilities

• Automated report generation: Facilitates the creation of detailed property market reports, trend analyses, and investment summaries using the extracted data
• Spreadsheet-ready data export: Provides data in formats that can be directly imported into Excel, Google Sheets, and other spreadsheet applications for further analysis and visualization
• Custom analytics support: Enables custom analytical processes and business intelligence applications through flexible data structuring and export options

Technical Advantages and Performance Benefits

Efficiency and Scalability

• High-volume data processing: Capable of handling large-scale property data extraction projects without compromising speed or accuracy
• Resource optimization: Designed to minimize system resource usage while maximizing data extraction efficiency and throughput
• Batch processing capabilities: Supports bulk data extraction operations for comprehensive market surveys and large-scale research projects

Data Quality and Reliability

• Error handling and validation: Incorporates robust error handling mechanisms to ensure data integrity and reliability throughout the extraction process
• Duplicate detection and removal: Automatically identifies and eliminates duplicate property listings to maintain clean, accurate datasets
• Data consistency verification: Implements quality control measures to ensure consistency and accuracy across all extracted property information

This advanced scraping solution proves invaluable for real estate professionals, property investors, market researchers, data analysts, and any organization requiring comprehensive, accurate, and up-to-date property information from the Hotpads.com platform. The tool transforms complex web data extraction into a streamlined, efficient process that delivers professional-grade results suitable for critical business applications and strategic decision-making processes.

The information collected is included:

• Active
• Address
• Alias Encoded
• Amenities
• Building
• Created
• Display Name
• Geo
• Icon Type
• Is Apartment Bldg
• Listing Min Max Price Beds
• Is Bonus Listing
• Is Claimed Free Listing
• Is Paid And Not Demoted
• Is Demoted
• Is Paid Multifamily
• Listing Type
• Malone Lot ID Encoded
• Trusted
• Photo Count
• Preview Photo
• Preview Photo Med
• Thumb Photo
• Med Photo URLs
• Priority
• Score
• Property Type
• Recency Time
• Unit Count
• Search Keyword
• Unit
• Updated Time
• URI Building
• URI Malone
• URL Malone Unit
• URI v2
• User Item Types
• Student Housing
• Senior Housing
• Military Housing
• Income Restricted
• Has Special Offers
• Models
• Neighborhood
• Has 3D Tour
• Broker
• Full Description
• Rental Application Status
• Model Type Unit Count

Input & Output

To start collecting Hotpads property data, simply fill out the input form. Hotpads.com Property Search Scraper recognizes the following input parameters:

• URLs - Links to property list by query pages. If you want to scrape from any page, enter the URL of that page, and set the total of pages to scrape. You can paste URLs one at a time or use the Bulk Edit section to add a prepared list.
• Max items per URL - Don't forget to fill in this field, which allows you to choose the total items when scraping from the business information page.
• Limit the number of retries - Maximum number of retries for each URL when collecting data when an unexpected error occurs.
• Proxy configuration - Add a proxy to ensure that during the data collection process, you are not detected as a bot.

Collect property data from property list by query pages

Example url: https://hotpads.com/new-york-ny/apartments-for-rent?lat=40.6975&lon=-73.9797&z=10

Example Screenshot of property list by query page:

Input:

{
  "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://hotpads.com/new-york-ny/apartments-for-rent?lat=40.6975&lon=-73.9797&z=10"
  ]
}

Output:

You get the output from the Hotpads.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
  {
    "active": true,
    "address": {
      "street": "7 Dekalb Ave",
      "city": "Brooklyn",
      "state": "NY",
      "zip": "11201",
      "neighborhood": "Downtown",
      "hide_street": false
    },
    "alias_encoded": "2y2s1uqyhea6h",
    "amenities": {
      "has_available_in_select_units": false,
      "amenities": [],
      "model_amenities": [],
      "highlights": [
        {
          "id": "pets",
          "display": "Pets",
          "types": [
            "Cats and Dogs Allowed"
          ]
        },
        {
          "id": "parking",
          "display": "Parking",
          "types": [
            "No Parking"
          ]
        }
      ],
      "condensed_amenities": {
        "pets": "Cats and Dogs Allowed"
      },
      "pet_policies": null
    },
    "building": false,
    "created": 1739571012460,
    "display_name": "7 Dekalb",
    "geo": {
      "lat": 40.69047,
      "lon": -73.9828402,
      "quad": "032010110310021331210123330"
    },
    "icon_type": "building",
    "is_apartment_bldg": true,
    "listing_min_max_price_beds": {
      "d_a_t_a__m_o_d_e_l": "ModelCollection",
      "min_price": 4396,
      "max_price": 6701,
      "min_beds": 1,
      "max_beds": 2,
      "min_baths": 0,
      "max_baths": 0,
      "min_sqft": 0,
      "max_sqft": 0,
      "bed_display": "1 to 2 beds",
      "bed_display_all_available": "1 and 2 bedrooms",
      "bath_display": "",
      "price_display": "$4,396+",
      "price_display_range": "$4,396 - $6,701",
      "sqft_display": "",
      "bed_display_compact": "1-2 bd",
      "bed_display_semi_compact": "1 - 2 beds",
      "bath_display_compact": "",
      "bath_display_semi_compact": ""
    },
    "is_bonus_listing": false,
    "is_claimed_free_listing": false,
    "is_paid_and_not_demoted": true,
    "is_demoted": false,
    "is_paid_multifamily": true,
    "listing_type": "rental",
    "malone_lot_id_encoded": "248s2tz",
    "trusted": true,
    "photo_count": 38,
    "preview_photo": {
      "url": "https://photos.zillowstatic.com/fp/39cc222b7b0801076c72afe830edaddf-rentals_medium_500_500.webp",
      "caption": ""
    },
    "preview_photo_med": {
      "url": "https://photos.zillowstatic.com/fp/39cc222b7b0801076c72afe830edaddf-rentals_medium_500_500.webp",
      "caption": ""
    },
    "thumb_photo": {
      "url": "https://photos.zillowstatic.com/fp/39cc222b7b0801076c72afe830edaddf-rentals_thumb_180_180.webp",
      "caption": ""
    },
    "med_photo_urls": [
      "https://photos.zillowstatic.com/fp/39cc222b7b0801076c72afe830edaddf-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/633b950750f29339d99ef198bd5b44eb-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/5cf7f3ddd0e6e0c4a2a057647290d5fa-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/03e70bfbccf5df6d449ff2cc72e496d9-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/5fb92f6426bc146bd15f4d2f416bdf8d-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/378eafdc74405251660d7aca603e3be5-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/9a33189121f7ab2fc5727fdb17ec1634-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/d1b7b31abbbcf801bddef9c1674a4778-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/d67ffa8699f07c2b4a8204ac52941314-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/428094ba624752d82c75c9a7b9ee2e2d-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/cf4fa001c57183516f9a66c1acdce451-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/d5d61a740dbd7c6ce5bc5206a91f5d03-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/5515ddd84efc4ee041edd903c593ae96-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/bcad7e777fbc94d69815f0f06d3c1c2a-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/bb9ce4dbc23424228fca92da9c9aee65-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/7f2e7cdcb34a3536d94cf420e12e6cb5-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/e7d5350ee89ce750405197b8b6456020-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/e3b1734cfe497a4612d96b2062306d6c-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/f92d386ca4adb6d2e368d6b65d768f77-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/61d0682858466b1c4afa108f9690eacb-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/e7f5007e78b65f7b4dfc4525d2408a9e-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/e88f2b8c4050638f03042a15bad1baec-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/571fb43d95ca8480fdd6a2212e76b443-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/d12368f39be16872dab29fe9168b2763-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/6b4854c197b7d571979048b34529003e-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/e181fce81c43cb6473d5dad749404307-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/29fe8d868747b686d9887087c7561c11-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/6c5ddc594d70380f419394892dabb392-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/0751bfed1eba06168092ba408cbf9fb6-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/304eeeaa6fa606c4223067e618b7056d-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/51e0c2997ae3a367ba1056ca69beb6a2-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/f6c2b83b8d0e1d82a589fadec476428b-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/842f419c9d18bb76d8c2ed61b5b23891-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/a236b153171faf7931006bf3fe9ef9a7-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/865694ec1afb6e402884b3dcad4ee4bb-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/ef295b2417896bd43b15521dfce862fc-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/16ba59eab61b23de05e5404ee904097b-rentals_medium_500_500.webp",
      "https://photos.zillowstatic.com/fp/339ad421b3ac2878cbc3118bfc1bcb35-rentals_medium_500_500.webp"
    ],
    "priority": 0,
    "score": 20,
    "property_type": "large",
    "recency_time": {
      "display_diff": "5 months",
      "seconds_diff": 12083560,
      "minutes_diff": 201393,
      "hours_diff": 3357,
      "days_diff": 140,
      "weeks_diff": 20,
      "months_diff": 5
    },
    "unit_count": 1,
    "search_keyword": "Apartments for Rent",
    "unit": "",
    "updated_time": {
      "display_diff": "3d",
      "seconds_diff": 242299,
      "minutes_diff": 4039,
      "hours_diff": 68,
      "days_diff": 3,
      "weeks_diff": 1,
      "months_diff": 1
    },
    "uri_building": "/7-dekalb-brooklyn-ny-11201-248s2tz/building",
    "uri_malone": "/7-dekalb-brooklyn-ny-11201-248s2tz/pad",
    "url_malone_unit": "",
    "uri_v2": "/7-dekalb-brooklyn-ny-11201-248s2tz/pad",
    "user_item_types": [
      "undefined"
    ],
    "student_housing": false,
    "senior_housing": false,
    "military_housing": false,
    "income_restricted": false,
    "has_special_offers": true,
    "models": [
      {
        "num_beds": 1,
        "low_price": 4396,
        "high_price": 4397
      },
      {
        "num_beds": 2,
        "low_price": 6688,
        "high_price": 6701
      }
    ],
    "neighborhood": "Downtown",
    "has3d_tour": false,
    "broker": {
      "is_broker_exclusive_listing": false,
      "company_name": "Avanath Realty Inc.",
      "company_phone_number": null,
      "contact_name": null,
      "agent_license_type": null,
      "is_broker_listing": false
    },
    "full_description": "7 Dekalb",
    "rental_application_status": "undecided",
    "model_type_unit_count": 3,
    "from_url": "https://hotpads.com/new-york-ny/apartments-for-rent"
  }, // ... Many other property details
]

How to Use Hotpads.com Property Search Scraper Data

💙 Brand Development and Market Positioning

Transform your property data into strategic brand advantages by analyzing market trends and competitor positioning. The comprehensive dataset helps establish credibility and enhance your brand's visibility within targeted real estate segments.

📈 Market Intelligence and Trend Analysis

Identify emerging market patterns and understand property dynamics across different categories, price ranges, and geographic regions. This analytical approach reveals buyer behavior trends and investment opportunities that drive informed business decisions.

🔬 Research and Development Enhancement

Leverage structured property data for comprehensive market research and strategy validation. The organized information enables data-driven testing of property valuation models, market segmentation approaches, and customer targeting strategies.

⭐ Review Analysis and Sentiment Evaluation

Analyze authentic property reviews to understand buyer satisfaction patterns and market sentiment. This capability provides insights into what drives positive experiences and helps identify areas for improvement in property offerings.

🪧 Targeted Campaign Development

Design highly effective marketing campaigns using data-driven targeting parameters and audience insights. The extracted information enables precise messaging that resonates with specific market segments and maximizes campaign performance.

📚 Streamlined Research Operations

Eliminate manual data collection processes and focus resources on analysis and strategy development. The organized property dataset simplifies research workflows and accelerates marketing strategy implementation.

📋 Lead Generation and Conversion Optimization

Generate high-quality prospects by analyzing property data to identify ideal customer profiles. The comprehensive information enables personalized outreach strategies that significantly improve conversion rates and drive sustainable business growth.

Related Actors

• Hotpads Property Details Scraper: Your comprehensive tool for extracting valuable property information from Hotpads extensive directory platform.

Your feedback

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