Scraping Municipal Permit and Zoning Data for Real Estate Analysis

Scraping Municipal Permit and Zoning Data for Real Estate Analysis Building permits and zoning changes are leading indicators in real estate. When a city issues a wave of commercial permits, property values shift. This data is public but buried in municipal websites. Why This Data Matters Predict neighborhood development before it happens Identify upcoming commercial zones Track construction activity as an economic indicator Find undervalued properties near planned developments Setup import requests from bs4 import BeautifulSoup import pandas as pd from datetime import datetime PROXY_URL = " https://api.scraperapi.com " API_KEY = " YOUR_SCRAPERAPI_KEY " Municipal sites vary wildly in structure. ScraperAPI with JavaScript rendering handles even legacy government portals. Scraping Building Permits def scrape_permits ( city_portal_url , pages = 10 ): permits = [] for page in range ( 1 , pages + 1 ): params = { " api_key " : API_KEY , " url " : f " { city_portal_url } ?page= { page } " , "