With the rising use of the Internet by businesses and individuals for their regular activities and transactions, there has been increased attention to user privacy and data security on the web. While the adoption of dark web networks has ensured that users' privacy and anonymity concerns are being addressed, there has also been a consequential increase in illicit activities on the internet. The dark web remains a critical area for law enforcement investigations, providing a platform for criminal activities to thrive unchecked. This study evaluates the digital traces deposited by dark web browsers on the client side of user devices, providing a deep insight into the security features of Tor and I2P and outlining the potential areas where digital artifacts can be retrieved on a Windows 11 computer. By detailing the forensic acquisition process and subsequent artifact analysis, this research aims to enhance the capabilities of digital forensic examiners in tracking and prosecuting cybercriminals, thereby contributing to the broader field of digital forensics and cybersecurity.