In the highly dynamic and asset-intensive oil and gas industry, rotating equipment plays a pivotal role in maintaining continuous operations. From upstream drilling rigs to downstream refining plants, equipment such as pumps, compressors, turbines, and motors are the mechanical heartbeat of any facility. Their performance directly affects production efficiency, operational