Some common challenges in network forensics include dealing with encrypted traffic, handling large volumes of network data, and preserving the integrity of digital evidence. Additionally, the dynamic nature of network environments and the sophistication of cyber threats require network forensic analysts to stay updated with the latest tools and techniques.