Land and Farm Property Scraper: Extract Real Estate Data at Scale

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Understanding Land and Farm

Land and Farm is a specialized real estate marketplace focusing on agricultural land, rural properties, homesite listings, and farm investments across the United States. The platform aggregates thousands of active and auctioned properties, making it invaluable for investors seeking land opportunities. However, manually extracting property details is tedious — the Land and Farm Property Scraper automates this process, transforming property pages into structured, analysis-ready data.

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About the Scraper

The Land and Farm Property Scraper extracts comprehensive property detail pages from Land and Farm, capturing 70+ structured data fields per listing. It serves:

• Real estate investors conducting market analysis and due diligence
• Property aggregators building multi-source land listing databases
• Market researchers analyzing rural real estate trends by region
• Appraisers and brokers benchmarking comparable properties
• Agricultural data analysts tracking farmland availability and pricing

Key features include batch URL processing, error resilience via ignore_url_failures, and configurable item limits for controlled data collection.

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Input Format

The scraper accepts a JSON configuration specifying target properties and collection parameters:

{
  "urls": [
    "https://www.landandfarm.com/property/2-16-acre-homesite-on-hemingway-highway-in-williamsburg-county-sc-lot-6-42152377/",
    "https://www.landandfarm.com/property/single-family-gray-court-sc-41593652/"
  ],
  "max_items_per_url": 200,
  "ignore_url_failures": true
}

Field	Type	Description
urls	Array	Individual property detail page URLs from landandfarm.com. Paste single URLs or bulk-add multiple listings.
max_items_per_url	Number	Maximum records extracted per URL (default: 200). Controls collection volume per property.
ignore_url_failures	Boolean	If true, the scraper continues when URLs fail or become unavailable, ensuring robust batch runs.

Best practice: Use ignore_url_failures: true for bulk scraping to avoid interruptions if a property page is removed or temporarily unavailable.

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Output Format

Sample output

{
  "account_id": 1340108,
  "account_maps_id": null,
  "account_type": 8,
  "acres": 2.11,
  "address": {
    "address1": "199 Ora Rd.",
    "address2": "",
    "city": "Gray Court",
    "state": 45,
    "state_abbreviation": "SC",
    "state_name": "South Carolina",
    "zip": "29645"
  },
  "ad_targeting_pta": "residential",
  "area_label": "2.11 acres",
  "attachments": [],
  "auction_address": null,
  "auction_bidding_url": null,
  "auction_city": null,
  "auction_end_date": null,
  "auction_id": null,
  "auction_info_url": null,
  "auction_is_online_only": false,
  "auction_start_date": null,
  "auction_state": null,
  "auction_timezone": null,
  "auction_title": null,
  "baths": 3,
  "beds": 4,
  "can_display": false,
  "canonical_url": "/property/single-family-gray-court-sc-41593652/",
  "city": {
    "id": 10729,
    "county_id": 5592,
    "county_label_plural": null,
    "county_name": null,
    "latitude": 34.60782,
    "longitude": -82.11395,
    "google_place_id": null,
    "name": "Gray Court",
    "region_id": 0,
    "region_name": null,
    "state_id": 45,
    "state_abbreviation": "SC",
    "state_name": "South Carolina"
  },
  "city_url": "/search/south-carolina/gray-court-land-for-sale/",
  "county": {
    "id": 5592,
    "fips": 45059,
    "laf_county_id": 1611,
    "latitude": 0,
    "longitude": 0,
    "name": "Laurens County",
    "google_place_id": null,
    "state_id": 45,
    "state_name": null,
    "region_id": 0,
    "region_name": null,
    "encoded_polylines": null
  },
  "county_url": "/search/south-carolina/laurens-county-land-for-sale/",
  "description": [
    "Check out this incredible new construction build in the sprawling countryside of Gray Court SC, less than 30 minutes to Greenville SC! From start to finish this 2100+ sq ft 4 bedroom 3.5 bath beauty on a 2.11 acre lot is set up perfectly for you and a peaceful life away from the chaos. Outside and in, this property has all the details you'd expect in a luxury home - hardiboard siding, covered front and rear porches, a stone fireplace, gas appliances and tankless water heater (propane), an extra large pantry with custom wooden shelving - and the kitchen and master bath are just stunners. Downstairs has 3 bedrooms and 2.5 bathrooms, and the bonus room includes a load of storage plus another full bath. On top of all this, the huge lot gives you space for a shop, gardening, a mini-farm, whatever else you need. Do not miss your chance at this amazing property!",
    "",
    "Copyright © 2026 Greenwood Association of REALTORS. All rights reserved. All information provided by the listing agent/broker is deemed reliable but is not guaranteed and should be independently verified."
  ],
  "directions": [
    ""
  ],
  "disclaimer": "Copyright © 2026 Greenwood Association of REALTORS. All rights reserved. All information provided by the listing agent/broker is deemed reliable but is not guaranteed and should be independently verified.",
  "executive_summary": null,
  "external_link": "https://www.realtor.com/realestateandhomes-detail/199-Ora-Rd_Gray-Court_SC_29645_M99172-01691?f=listhub&s=GRWDSC&m=139950&c=secondspace",
  "external_source_id": "3yd-GRWDSC-139950",
  "feed_last_checked": "July 22, 2026 at 4:30 AM",
  "formatted_description": null,
  "geocode_accuracy": 9,
  "half_baths": 1,
  "hide_first_street_factors": false,
  "highlight1": null,
  "highlight2": null,
  "highlight3": null,
  "highlight4": null,
  "homesqft": 2154,
  "homes_user_id": null,
  "image_document_ids": [
    6241720430,
    6241720434,
    6241720437,
    6241720440,
    6241720443,
    6241720446,
    6241720448,
    6241720451,
    6241720460,
    6241720473,
    6241720478,
    6241720481,
    6241720483,
    6241720489,
    6241720492,
    6241720495,
    6241720504,
    6241720506,
    6241720508,
    6241720509,
    6241720510,
    6241720511,
    6241720512,
    6241720514,
    6241720517,
    6241720520,
    6241720523,
    6241720526,
    6241720528,
    6241720531,
    6241720534,
    6241720538,
    6241720545,
    6241720548,
    6241720551,
    6241720553,
    6241720555,
    6241720558,
    6241720560
  ],
  "image_info": [
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720430,
      "image_id": 1714839219
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720434,
      "image_id": 1714839222
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720437,
      "image_id": 1714839225
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720440,
      "image_id": 1714839228
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720443,
      "image_id": 1714839231
    },
    {
      "height": 1024,
      "label": "",
      "width": 768,
      "document_id": 6241720446,
      "image_id": 1714839234
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720448,
      "image_id": 1714839236
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720451,
      "image_id": 1714839244
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720460,
      "image_id": 1714839256
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720473,
      "image_id": 1714839261
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720478,
      "image_id": 1714839265
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720481,
      "image_id": 1714839268
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720483,
      "image_id": 1714839272
    },
    {
      "height": 1024,
      "label": "",
      "width": 768,
      "document_id": 6241720489,
      "image_id": 1714839277
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720492,
      "image_id": 1714839280
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720495,
      "image_id": 1714839287
    },
    {
      "height": 1024,
      "label": "",
      "width": 768,
      "document_id": 6241720504,
      "image_id": 1714839291
    },
    {
      "height": 1024,
      "label": "",
      "width": 768,
      "document_id": 6241720506,
      "image_id": 1714839294
    },
    {
      "height": 1024,
      "label": "",
      "width": 768,
      "document_id": 6241720508,
      "image_id": 1714839296
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720509,
      "image_id": 1714839297
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720510,
      "image_id": 1714839298
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720511,
      "image_id": 1714839299
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720512,
      "image_id": 1714839300
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720514,
      "image_id": 1714839302
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720517,
      "image_id": 1714839305
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720520,
      "image_id": 1714839308
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720523,
      "image_id": 1714839310
    },
    {
      "height": 1024,
      "label": "",
      "width": 768,
      "document_id": 6241720526,
      "image_id": 1714839313
    },
    {
      "height": 1024,
      "label": "",
      "width": 768,
      "document_id": 6241720528,
      "image_id": 1714839316
    },
    {
      "height": 1024,
      "label": "",
      "width": 768,
      "document_id": 6241720531,
      "image_id": 1714839319
    },
    {
      "height": 1024,
      "label": "",
      "width": 768,
      "document_id": 6241720534,
      "image_id": 1714839322
    },
    {
      "height": 1024,
      "label": "",
      "width": 768,
      "document_id": 6241720538,
      "image_id": 1714839327
    },
    {
      "height": 1024,
      "label": "",
      "width": 768,
      "document_id": 6241720545,
      "image_id": 1714839333
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720548,
      "image_id": 1714839336
    },
    {
      "height": 1024,
      "label": "",
      "width": 768,
      "document_id": 6241720551,
      "image_id": 1714839339
    },
    {
      "height": 1024,
      "label": "",
      "width": 768,
      "document_id": 6241720553,
      "image_id": 1714839341
    },
    {
      "height": 1024,
      "label": "",
      "width": 768,
      "document_id": 6241720555,
      "image_id": 1714839344
    },
    {
      "height": 768,
      "label": "",
      "width": 1024,
      "document_id": 6241720558,
      "image_id": 1714839346
    },
    {
      "height": 749,
      "label": "",
      "width": 1024,
      "document_id": 6241720560,
      "image_id": 1714839347
    }
  ],
  "is_diamond": false,
  "is_gold": false,
  "is_platinum": false,
  "is_private": false,
  "is_showcase": false,
  "is_list_hub_listing": true,
  "is_irrigated": false,
  "is_liked": false,
  "is_free": true,
  "is_residence": true,
  "latitude": 34.629321,
  "last_updated": "June 8, 2026 at 5:38 PM",
  "lead_routing_email": null,
  "link_infos": [
    {
      "label_text": "Residential Land",
      "url": "/search/south-carolina/laurens-county/residential-land-for-sale/"
    }
  ],
  "listhub_listing_status": "Active",
  "listing_date": "2026-06-05",
  "listing_id": 27559276,
  "listing_level": 3,
  "longitude": -82.02713,
  "main_photo_document_id": "6241720430",
  "mls_id": "139950",
  "mls_name": "Greenwood Association of REALTORS",
  "parcel_id": "0|2349|3450000040|1",
  "parent_account_id": null,
  "participant_key": null,
  "partner_id": 20004,
  "partner_name": "ListHub",
  "price": 715000,
  "pricing_plan": null,
  "region": {
    "county_ids": null,
    "id": 197,
    "name": "Upstate South Carolina",
    "state_id": 0,
    "state_name": null
  },
  "reference_name": null,
  "should_redirect_ldp": null,
  "site_listing_id": 41593652,
  "small_map_url": "https://maps.googleapis.com/maps/api/staticmap?key=AIzaSyCvtvmtxTW9V3N4SW7-QvFPV5k1O6pmkds&channel=land&size=100x100&maptype=roadmap¢er=34.629321%2c-82.02713&markers=color:blue%7C34.629321%2c-82.02713&zoom=10&signature=B-9rz4jrnPNqFwYw5nCk8IzXzkk=",
  "site_id": 1080,
  "state": {
    "county_label": "County",
    "county_label_plural": "Counties",
    "state_id": 45,
    "state_abbreviation": "SC",
    "state_name": "South Carolina",
    "tax_rate": 0.57
  },
  "market_status": 1,
  "third_party_map_url": null,
  "title": "SINGLE_FAMILY - Gray Court, SC",
  "types": [
    "Residential Land"
  ],
  "type_ids": [
    8
  ],
  "upgrade_level_id": 0,
  "xml_data": null,
  "youtube_video_id": null,
  "virtual_tour_link": null
}

Each property returns 70+ structured fields organized by category:

Core Listing Information

Field	Description	Purpose
listing_id	Unique Land and Farm listing identifier	Deduplication and tracking
title	Property title as displayed	Quick identification
site_listing_id	Internal site listing ID	Cross-reference in databases
canonical_url	Official property page URL	Source verification
listing_date	When the property was listed	Age and recency analysis
last_updated	Most recent data update timestamp	Freshness indicator
market_status	Current listing status (Active, Pending, Sold)	Availability tracking

Property Specifications

Field	Description	Purpose
acres	Total acreage	Size and valuation basis
beds	Number of bedrooms	Residential capacity
baths	Number of bathrooms	Amenity specification
half_baths	Number of half-baths	Complete facility inventory
homesqft	Square footage of structures	Building size comparison
types	Property type (Farm, Land, Homesite, etc.)	Category filtering
is_irrigated	Whether property has irrigation	Agricultural productivity indicator
is_residence	Whether occupied as a residence	Use classification
highlight1, highlight2, highlight3, highlight4	Key property features	Marketing highlights and differentiators

Location & Geographic Data

Field	Description	Purpose
address	Full property street address	Physical location
city	City name	Regional context
county	County name	Jurisdiction identification
state	State abbreviation	Geographic filtering
region	Broader geographic region	Market segmentation
latitude, longitude	GPS coordinates	Precise mapping and spatial analysis
geocode_accuracy	Accuracy level of coordinates	Geolocation confidence
small_map_url	Thumbnail map image URL	Quick location visualization
third_party_map_url	External map service link	Detailed mapping integration
city_url, county_url	Links to city/county pages	Regional data navigation

Pricing & Financial

Field	Description	Purpose
price	Listed asking price	Investment valuation
pricing_plan	Price tier or plan level	Listing premium status
upgrade_level_id	Listing upgrade tier	Feature promotion level

Auction Information (if applicable)

Field	Description	Purpose
auction_id	Unique auction identifier	Auction tracking
auction_title	Auction name or title	Auction identification
auction_start_date	Auction commencement date	Timeline reference
auction_end_date	Auction closure date	Bidding deadline
auction_is_online_only	Whether auction is digital-only	Participation method
auction_bidding_url	Direct link to bidding platform	Auction participation
auction_info_url	Auction details page URL	Full auction specifications
auction_address	Auction event physical location	In-person attendance info
auction_city, auction_state	Auction event location	Geographic reference
auction_timezone	Timezone of auction times	Time zone clarity

Descriptions & Content

Field	Description	Purpose
description	Raw HTML property description	Full marketing content
formatted_description	Clean, formatted text description	Readable property summary
executive_summary	Brief property overview	Quick reference
directions	Directions to the property	Navigation assistance
disclaimer	Legal disclaimers or caveats	Compliance and risk disclosure

Media & Multimedia

Field	Description	Purpose
image_document_ids	IDs of all property images	Photo inventory
image_info	Detailed image metadata	Photo specifications
main_photo_document_id	ID of primary/featured photo	Hero image reference
youtube_video_id	Embedded YouTube video ID	Video content reference
virtual_tour_link	Link to 3D virtual tour	Immersive property viewing
attachments	Supporting documents (surveys, deeds, etc.)	Legal and technical documents

Account & Administrative

Field	Description	Purpose
account_id	Seller/lister account ID	Account tracking
account_maps_id	Account mapping identifier	Cross-system reference
account_type	Account classification (Broker, Individual, etc.)	Seller profile type
parent_account_id	Parent brokerage or company ID	Organizational hierarchy
homes_user_id	Homes platform user ID	Multi-platform tracking
lead_routing_email	Email for inquiry routing	Lead management
partner_id, partner_name	Listing partner information	Data source attribution
external_source_id	External feed or source identifier	Multi-source tracking
mls_id, mls_name	MLS (Multiple Listing Service) reference	MLS integration

Classification & Flags

Field	Description	Purpose
is_diamond, is_gold, is_platinum	Premium listing badges	Listing tier distinction
is_showcase	Featured showcase listing	Promotion status
is_private	Private/unlisted flag	Visibility control
is_liked	User favoriting indicator	Engagement tracking
is_free	Free vs. paid listing distinction	Cost classification
can_display	Whether listing is displayable	Publishing eligibility
listhub_listing_status	ListHub syndication status	Third-party distribution
is_list_hub_listing	Whether synced to ListHub	Distribution channel

Parcel & Tax Information

Field	Description	Purpose
parcel_id	County/assessor parcel number	Legal property identification
area_label	Zoning or area designation	Land-use classification
ad_targeting_pta	Ad targeting parameter	Marketing segmentation

Metadata

Field	Description	Purpose
reference_name	Internal reference identifier	System tracking
participant_key	Participant or user key	User association
site_id	Site-specific identifier	Platform reference
should_redirect_ldp	Redirect flag for landing pages	URL routing control
feed_last_checked	Last data feed sync timestamp	Feed freshness
xml_data	Raw XML feed data (if applicable)	Source data preservation

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How to Use

1. Collect URLs — Navigate to Land and Farm, find properties of interest, and copy their detail page URLs. Ensure URLs point to individual property pages (e.g., /property/...).
2. Configure input — Add URLs to the urls array. Set max_items_per_url based on expected data volume.
3. Enable error resilience — Set ignore_url_failures: true for uninterrupted batch processing.
4. Execute the scraper — Start the run and monitor progress via the execution logs.
5. Export and analyze — Download results as JSON, CSV, or Excel. Pipe data into GIS tools, spreadsheets, or databases.

Common troubleshooting:

• Verify URLs are property detail pages, not search results or category pages.
• If a URL fails, confirm the property page is publicly accessible and not behind a login wall.
• Use last_updated and feed_last_checked fields to validate data freshness.

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Real-World Applications

• Investment analysis: Compare acreage, pricing, and location across multiple listings to identify market opportunities
• Market research: Track price trends, available acreage, and auction activity by county or state
• Competitive analysis: Monitor competitor properties and pricing strategies in target regions
• Portfolio management: Maintain structured records of watched properties with automated price and status tracking
• Data enrichment: Combine Land and Farm data with external datasets (weather, soil, zoning) for advanced analytics

The Land and Farm Property Scraper reduces research time from hours to minutes, delivering clean, actionable data that powers smarter investment decisions.

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Conclusion

For real estate professionals, investors, and researchers, the Land and Farm Property Scraper unlocks the full value of the platform's property database. With 70+ comprehensive fields covering specifications, location, auction details, and multimedia, you gain instant, machine-readable access to the data you need. Extract once, analyze infinitely — start scraping today.