Exciting new features have been introduced to enhance understanding of visitor behavior and improve fraud detection, including an event search API, timeline charts, request filtering by IP address, improved virtual machine (VM) detection, and iCloud Private Relay detection. The event search API allows for advanced filtering and analysis of events by various criteria, enabling deeper insights and automation capabilities. Timeline charts provide visual representations of API usage and visitor activity, aiding in traffic trend analysis and fraud detection. Request filtering by IP address offers the ability to block unwanted traffic, thereby reducing false positives and unnecessary charges. Enhanced VM detection improves fraud identification by distinguishing between hardware and virtual machines, while the iCloud Private Relay detection feature helps differentiate privacy-conscious users from those potentially engaging in fraudulent activities. These updates offer more robust insights and control over traffic, significantly bolstering fraud prevention efforts.