This document presents a comparative analysis of different visualization techniques for achieving cyber situational awareness (CySA) in the military. It discusses a 3D operational picture and a Cyber Common Operational Picture (CyCOP) that were modeled using a fictional scenario of physical nodes and cyber elements. The analysis looks at the complementarity, multi-format representations, reporting capabilities, data feeds, granularity, decision support, and mission orientation of each technique. Future work is proposed to validate the techniques using experiments, develop objective CySA measures, and improve the visualizations using data classification and artificial intelligence.