NYC Rental Market Scanner

## Overview The NYC Rental Market Scanner is an automated pipeline that collects and analyzes rental listing data across New York City on a daily basis. It provides structured intelligence on pricing trends, inventory levels, and neighborhood dynamics. ## How It Works 1. **Data Collection**: Daily scraping of major listing platforms for rental inventory 2. **Cleaning & Deduplication**: Standardization of listing data, removal of duplicates and stale listings 3. **Analysis**: Automated computation of market metrics — median rents, days on market, inventory levels, price changes 4. **Reporting**: Daily and weekly summary reports delivered via automated channels ## Key Features - Covers all five NYC boroughs - Tracks 2BR/2BA condo rentals as a benchmark segment - Identifies emerging pricing trends before they appear in official reports - Generates formatted market intelligence reports ## Technical Stack Built with Python, scheduled via cron jobs, with data stored in structured formats for analysis. Reports are generated and distributed automatically.