A property analytics company needed structured data on rental listings (price, location, amenities) from regional real estate portals.

Listings are loaded via AJAX and require geolocation parameters. Images and floor‑plan URLs had to be captured, too.

✦ Scrape listing metadata and media URLs

✦ Geocode addresses

✦ Export to CSV and Postgres

𝐀𝐉𝐀𝐗 𝐂𝐫𝐚𝐰𝐥𝐢𝐧𝐠: Intercepted XHR calls; hit JSON endpoints directly to retrieve listing batches

𝐌𝐞𝐝𝐢𝐚 𝐄𝐱𝐭𝐫𝐚𝐜𝐭𝐢𝐨𝐧: Captured image and floor‑plan URLs via BeautifulSoup

𝐆𝐞𝐨𝐜𝐨𝐝𝐢𝐧𝐠: Used a paid API (e.g., Google Maps) to convert addresses to lat/long

𝐃𝐚𝐭𝐚𝐛𝐚𝐬𝐞 𝐈𝐧𝐠𝐞𝐬𝐭𝐢𝐨𝐧: Steam-cleansed data into PostgreSQL

✦ Collected 15K+ listings per region per week

✦ Reduced data latency from 48 hours to near‑real time

✦ Enabled new heat‑map visualizations for clients

Python, Requests, BeautifulSoup, SQLAlchemy, Google Maps API

“Exceptional delivery—our analytics dashboard now updates hourly with fresh listings data.”