Livabl Property Search Scraper: Extract Real Estate Data from Map Listings

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What Is Livabl.com?

Livabl.com is a comprehensive real estate search platform specializing in property listings, community information, and market intelligence. It features interactive maps allowing users to filter properties by price, location, building type, and sale/rental status. For professionals needing bulk property data, manually extracting information from map-based listings is inefficient — the Livabl Property Search Scraper automates this process, delivering structured property records at scale.

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Overview

The Livabl Property Search Scraper extracts detailed property information from Livabl.com's map interface and property listings. It captures comprehensive data across sales and rental markets, making it ideal for:

• Real estate investors tracking market trends and property availability
• Market researchers analyzing housing inventory and pricing patterns
• Property aggregators building comprehensive real estate databases
• Real estate agents monitoring competitor listings and market competition

Key advantages include high-volume extraction (up to 200+ items per URL), robust handling of failed URLs, and access to 50+ property fields spanning pricing, location, construction status, and developer information.

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Input Format

The scraper accepts a JSON configuration object:

{
  "urls": [
    "https://www.livabl.com/map#MTB8NDAuODA2NTM4OHwtNzQuMjcwMjk4fGZlYXR8U2VsbGluZyxSZWdpc3RyYXRpb24sUGVuZGluZ3xGb3IgU2FsZXx8fHx8fHx8MSt8QW55fEFsbCxDb25kbyxDb25kb3AsQ28tb3AsRmVlIFNpbXBsZXx8NHw1MjV8fGZhbHNlfGZhbHNl"
  ],
  "max_items_per_url": 200,
  "ignore_url_failures": true
}

Field	Description
urls	Array of Livabl map URLs (copy directly from browser after applying filters)
max_items_per_url	Maximum properties to extract per URL (recommended: 50–200)
ignore_url_failures	If true, continues scraping if a URL fails; if false, stops the entire run

Tip: Livabl map URLs encode filter parameters (price range, property type, status) in the hash fragment. Copy the full URL from your browser after filtering to capture only relevant properties.

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Output Format

Sample output

{
  "desc_price_rn": 9973,
  "is_quick_move_in": false,
  "desc_size_rn": 4564,
  "featured_rn": 3,
  "coordinates_top_right": null,
  "community_developer_name": null,
  "selling_sqft_range": null,
  "community_image_url": null,
  "buy_now": false,
  "community_name": null,
  "display_con_status": "Complete",
  "is_featured": false,
  "viewbox_width": null,
  "is_virtual_tour": false,
  "asc_rental_price_rn": 1,
  "dba_ids": [
    "FC048BE6-E000-4F2D-BA0D-14C54695A7AF"
  ],
  "asc_price_rn": 9970,
  "community_url": null,
  "desc_rental_price_rn": 1,
  "pre_launch_rn": 2,
  "show_pre_launch": false,
  "dev_name": "114 15th Street Condos",
  "con_status": "Complete",
  "asc_size_rn": 3870,
  "sales_price_range": "Pending",
  "desc_rental_size_rn": 2,
  "viewbox_height": null,
  "selling_bd_range": null,
  "is_home_for_sale": true,
  "sold_bd_range": null,
  "is_verified": false,
  "asc_rental_size_rn": 2,
  "community_sales_price_range": null,
  "sales_bldng_type": "Condos",
  "converted_siteplan_image_name": null,
  "community_address": null,
  "siteplan_masked_image_path": null,
  "community_id": null,
  "img_type": null,
  "address": "114 15th Street, Brooklyn, NY",
  "doc_type": "dev",
  "state_id": 36,
  "rotation": null,
  "svg_mask": null,
  "rental_bldng_type": null,
  "dba_name": null,
  "dev_url": "brooklyn-ny/114-15th-street-condos",
  "img_url": null,
  "selling_status": "Pending",
  "coordinates_bottom_left": null,
  "location": " 40.66714590,-73.99314630",
  "sold_sqft_range": null,
  "from_url": "https://www.livabl.com/map#MTB8NDAuODA2NTM4OHwtNzQuMjcwMjk4fGZlYXR8U2VsbGluZyxSZWdpc3RyYXRpb24sUGVuZGluZ3xGb3IgU2FsZXx8fHx8fHx8MSt8QW55fEFsbCxDb25kbyxDb25kb3AsQ28tb3AsRmVlIFNpbXBsZXx8NHw1MjV8fGZhbHNlfGZhbHNl"
}

Each property returns a comprehensive record with 50+ fields covering identification, pricing, location, construction details, and developer information:

Pricing & Rental Information

Field	Meaning
Asc Price RN	Ascending sales price range (lowest to highest)
Desc Price RN	Descending sales price range (highest to lowest)
Sales Price Range	Full price range for sale properties
Community Sales Price Range	Developer community price range for sales
Asc Rental Price RN	Ascending rental price range
Desc Rental Price RN	Descending rental price range

Property Specifications

Field	Meaning
Desc Size RN	Descending square footage range
Asc Size RN	Ascending square footage range
Selling Sqft Range	Square footage range for sale properties
Asc Rental Size RN	Ascending rental square footage
Desc Rental Size RN	Descending rental square footage
Selling Bedroom Range	Bedroom count range for sale properties
Sold Bedroom Range	Bedroom count for sold properties

Location & Address

Field	Meaning
Address	Full street address of the property
Community Address	Developer community address
Displayed Location	Location label shown to end-users
Location	Geographic location identifier
Coordinates Top Right	GPS coordinates (top-right boundary of property)
Coordinates Bottom Left	GPS coordinates (bottom-left boundary of property)
State ID	State or province identifier

Building & Property Type

Field	Meaning
Sales Building Type	Building category for sale (condo, co-op, townhouse, etc.)
Rental Building Type	Building category for rental
Selling Status	Current listing status (for sale, pending, sold)
Construction Status	Build stage (pre-launch, under construction, completed)
Display Con Status	Formatted construction status for display

Developer & Community Information

Field	Meaning
Developer Name	Primary developer name
Community Developer Name	Developer name within community
Community Name	Official community/project name
Community ID	Unique identifier for the community
Community URL	Developer's community landing page
Developer URL	Primary developer website
DBA Name	Doing Business As name
DBA IDs	Array of business identifiers

Listing Features & Flags

Field	Meaning
Featured RN	Prominence ranking if featured
Is Featured	Whether listing has premium placement
Is Quick Move In	Whether property offers immediate occupancy
Is Virtual Tour	Whether 3D/virtual tour is available
Is Home For Sale	Indicates active sales listing
Is Verified	Whether data is verified by Livabl
Pre Launch RN	Pre-launch ranking/status
Show Pre Launch	Whether to display pre-launch status
Buy Now	Call-to-action availability flag

Visual & Media Assets

Field	Meaning
Community Image URL	URL of community photo
Image URL	Property image URL
Siteplan Masked Image Path	Site plan image path with overlays
Converted Siteplan Image Name	Processed site plan filename
Image Type	File type/format (jpg, png, etc.)
SVG Mask	SVG overlay mask for highlighting areas
Rotation	Image rotation angle (0, 90, 180, 270)

Map Visualization

Field	Meaning
Viewbox Width	Map viewport width in pixels
Viewbox Height	Map viewport height in pixels

Classification & Administration

Field	Meaning
Document Type	Record classification (property, community, etc.)

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How to Use

1. Navigate to Livabl.com — Visit https://www.livabl.com/map and apply filters (price range, location, property type, sale/rental status).
2. Copy the map URL — After filtering, copy the full browser URL (including the hash fragment with parameters).
3. Prepare your input — Paste the URL into the urls array. Add multiple URLs for different markets or filters.
4. Set extraction limits — Adjust max_items_per_url based on your needs (50 for quick scans, 200 for comprehensive data).
5. Enable failure tolerance — Keep ignore_url_failures: true for bulk operations to prevent interruptions.
6. Run and download — Start the scraper, monitor progress, and export results as JSON, CSV, or Excel.

Troubleshooting:

• Ensure URLs are map view URLs (containing the #MTB hash fragment), not search result pages.
• If few properties extract, adjust filters in Livabl directly, then re-copy the URL.
• For very large datasets, split into multiple URLs with tighter geographic or price filters.

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Use Cases & Business Value

• Market analysis: Track inventory, pricing trends, and construction status across regions
• Investment research: Identify emerging communities, developer activity, and market timing
• Competitive intelligence: Monitor competitor listings, feature offerings, and positioning
• Data aggregation: Feed property data into MLS alternatives, real estate platforms, or BI dashboards
• Lead generation: Extract community information for direct outreach to developers

The Livabl Property Search Scraper eliminates hours of manual map browsing, delivering ready-to-analyze property datasets that drive faster, smarter real estate decisions.

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Conclusion

The Livabl Property Search Scraper empowers real estate professionals to unlock market insights at scale. With 50+ data fields spanning pricing, location, construction status, and developer information, this tool transforms Livabl's map interface into a structured, actionable database. Start scraping today and stay ahead in competitive real estate markets.