Ketan Agarwal died on June 18 at Lohagad Fort near Lonavala during a trek. Police initially registered an accidental death report based on statements from fiancée Siya Goyal before arresting her and Chetan Chaudhary on suspicion of murder. The investigation includes CCTV evidence and planned gait analysis of Chaudhary.