This document discusses how advanced persistent bots pose a threat to real estate portals by scraping listing data and spamming contact forms. Traditional homegrown solutions are ineffective against sophisticated bots. Lamudi, a global property portal, was experiencing performance issues and data scraping due to bot traffic 15x higher than human traffic. Lamudi implemented Distil's bot detection and mitigation solution, which uses techniques like device fingerprinting and browser validation to accurately identify and block bots without impacting users. This resulted in the elimination of data scraping, reduced form spam, improved performance, and saved engineering resources.