Digital Trail and Forensic Recreations Unravel High-Stakes Lohagad Fort Murder Conspiracy

IR SUMMARY — KEY POINTS

• Pune authorities are investigating whether Siya Goyal, the fiancée of victim Ketan Agarwal, intentionally deleted incriminating digital data from his mobile device after his death.
• Police have officially accused Siya Goyal and her alleged lover Chetan Chaudhary of conspiring to murder the real estate businessman at Lohagad Fort.
• Investigators are employing advanced forensic gait analysis to link Chetan Chaudhary to CCTV footage captured near the crime scene on June 18.
• The ongoing probe involves comprehensive crime scene reconstructions using a fibre dummy to simulate the fatal fall into the 300-foot deep gorge.
• Legal experts note that while circumstantial evidence is mounting, police are seeking polygraph tests to potentially extract undisclosed information from the primary suspects.

The murder investigation surrounding Ketan Agarwal has entered a critical phase as police shift their focus toward potential digital evidence tampering. Authorities allege that his fiancée, Siya Goyal, held possession of the victim’s mobile phone following his fatal fall from the Lohagad Fort cliff. Investigators are now scrutinizing the handset for evidence of deleted messages, logs, or location data that could solidify the prosecution's case. This digital forensic effort is seen as a pivotal step in proving premeditation and conspiracy between the accused and her alleged lover, Chetan Chaudhary.

Digital Forensic Probes Intensify

Evidence Collection and Forensic Analysis

To build a robust case that withstands intense legal scrutiny, the Pune Rural Police have adopted scientific methodologies beyond traditional witness testimony. One such technique involves the gait analysis of Chetan Chaudhary, comparing his specific walking patterns to figures captured on CCTV near the fort. By focusing on skeletal structure and biomechanics, forensic teams aim to overcome the limitations of partially obscured faces in surveillance footage. This data-driven approach is designed to place the suspects at the crime scene during the exact window when the fatal incident occurred.

Evidence Collection and Forensic Analysis

The prosecution is currently navigating the complexities of circumstantial evidence, which they fear may not be enough to secure a conviction without further breakthroughs. Seeking a polygraph test for the accused has become a central strategy, as officials worry that traditional investigative gaps could lead to bail for the suspects, as seen in previous high-profile cases. The police remain highly sensitive to legal technicalities, as even minor procedural errors can jeopardize an entire trial. Consequently, the team is working with forensic experts to ensure all evidence remains admissible under strict evidentiary standards.

Scene Reconstruction and Tactical Investigations

Scene Reconstruction and Tactical Investigations

A major turning point in the probe involved the physical reconstruction of the crime scene at the historic Lohagad Fort. Using a fibre dummy that matched the height and weight of Ketan Agarwal, officers simulated the descent into the 300-foot gorge to verify the feasibility of the accident theory initially presented by the suspects. This exercise, conducted separately for both accused, provided investigators with critical spatial data. These observations help correlate the suspects' stated movements with the physical reality of the terrain, effectively challenging the narrative of a simple, tragic slip or fall.

Beyond the immediate scene, the investigation has expanded to include the alleged destruction of personal documents. Police suspect that Siya Goyal may have targeted the victim’s passport to disrupt travel plans, further suggesting a calculated attempt to isolate the victim prior to the fatal trek. This pattern of alleged interference, combined with the suspicious handling of the victim's smartphone, paints a picture of a carefully orchestrated plan. As the investigation progresses, authorities are working to link these discrete actions into a cohesive timeline of events that points directly toward deliberate, cold-blooded homicide.

Legal Hurdles and Prosecution Strategy

Legal Hurdles and Prosecution Strategy

The defense team has begun questioning the strength of the evidence provided against Chetan Chaudhary, particularly regarding the reliance on gait analysis and circumstantial markers. With the accused currently remanded in custody, the police are using every available moment to gather corroborative data that can withstand a court battle. The high-profile nature of this case, involving a prominent real estate figure and a planned wedding, has drawn significant public attention. Ensuring that the judicial process remains focused on verified facts rather than social perception is currently the primary objective of the lead investigative team.

As the case moves toward trial, the recovery of deleted digital data remains the holy grail for investigators seeking to connect the suspects' private communications to the crime. If forensic teams successfully retrieve erased browser history or hidden messages, it would provide the direct evidence needed to bypass current legal ambiguities. While the road ahead remains complex, the determination of the police to leave no stone unturned demonstrates a firm commitment to justice. The coming weeks will be decisive as court filings are expected to incorporate these new findings into the ongoing judicial proceedings.