This document discusses ensuring security of property portal listing data from web scraping. It begins by defining web scraping as the automated copying of large amounts of data from websites. While some scraping is acceptable, malicious scraping can result in the theft of intellectual property like pricing, content, images and proprietary data from real estate portals. This damages brands through inaccurate data presentation and SEO impacts. The document notes that the cost of scraping has decreased while bot sophistication has increased, posing a growing problem for portals. However, most portals rely on outdated tools like IP blocking to address scraping that modern bots easily evade. Effective defenses require techniques like device fingerprinting and behavioral analysis. The session aims to help portals avoid expensive litigation by securing