How to Monitor Infrastructure Changes with Government Data Scraping

Infrastructure Data is Public Gold Governments publish massive amounts of infrastructure data: building permits, road projects, zoning changes. This data drives investment decisions worth billions. What to Monitor Building permits signal new construction and growth Zoning changes hint at major developments Transportation projects indicate expansion corridors Federal spending contracts reveal priorities Setup pip install requests beautifulsoup4 pandas schedule Government sites are inconsistent. ScraperAPI handles legacy portal rendering quirks. Scraping Building Permits import requests from bs4 import BeautifulSoup import pandas as pd from datetime import datetime import re SCRAPER_API_KEY = " YOUR_KEY " def scrape_building_permits ( city_portal_url ): url = f " http://api.scraperapi.com?api_key= { SCRAPER_API_KEY } &url= { city_portal_url } &render=true " response = requests . get ( url ) soup = BeautifulSoup ( response . text , " html.parser " ) permits = [] for row in soup . select (