Track Available Residential Land
Monitor available residential land listings in India weekly with cleaned, structured data for informed real estate decisions.
Real EstateLand TrackingData ScrapingIndia Market
Real Estate Land Availability Tracker for Registration
This workflow tracks residential land parcels available for registration across India by scraping major listing websites on a scheduled basis. It delivers verified, structured data to help real estate professionals and investors stay informed.
What It Does
- Runs four times weekly at 11:00 UTC on Sunday, Monday, Wednesday, and Saturday.
- Visits leading real estate platforms to find residential land listings.
- Extracts and cleans detailed information from individual listing pages, saving data to a Notion table while avoiding duplicates.
Requirements
- A Needle platform account to run the workflow.
- Access to the Needle ‘Use Browser’ connector.
- India-based proxy access to ensure correct site versions.
- A Notion workspace with a table named "Real Estate Land Availability Tracker – India" configured for the data fields.
How It Works
| Node | Description |
|---|---|
| Scheduled Trigger | Initiates the workflow at 11:00 UTC on Sunday, Monday, Wednesday, and Saturday each week. |
| Use Browser Connector | Opens specified real estate sites using an Indian proxy, searches for residential land listings, visits individual listing pages, |
| extracts clean and mapped fields (Project Name, Registration Status, Price, Location, Plot Size, Approval, Confidence Score, URL), | |
| and inserts the data into the Notion table, deduplicating and filtering listings based on defined inclusion criteria. |
Output
The result is an updated Notion table with clean, structured details including project name, registration status, price, location, plot size, approval status, confidence score, and listing URL. This delivers reliable insights into land availability for registration purposes.
Important Notes
- Listings missing some fields are still included with "Not Mentioned" marked for those fields.
- Strict data cleaning ensures no repeated or merged fields and maintains data quality.
- Using an India proxy is essential to access localized versions of listing sites.
- Ensure the Notion table schema matches the expected fields for seamless data insertion.
- Browsing session screenshots are included for auditing and debugging needs.
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