Cardiovascular diseases (CVDs) remain the leading cause of death globally, accounting for approximately 30% of annual fatalities. Addressing this persistent public health challenge requires the development of effective strategies for prevention, early diagnosis, and management. A critical marker of cardiovascular health is arterial stiffness, typically assessed through Pulse Wave Velocity (PWV). Current PWV measurement methods involve acquiring Pulse Wave (PW) signals from two anatomical sites, commonly the carotid and femoral arteries, using tonometers and measuring the pulse arrival time to compute the velocity. While these devices are widely used in clinical practice, they are hindered by several inherent limitations, including an inability to support continuous monitoring and a reliance on operator skill to maintain proper sensor placement over the artery during measurement.