A device (25) is configured to monitor a cardiovascular property of a subject. The device (25) obtains measurement data from a primary pressure wave sensor (4a-4c) arranged to detect pressure waves in an extracorporeal fluid circuit (20) in fluid communication with the cardiovascular system of the subject. The device has a signal processor (29) configured to generate a time-dependent monitoring signal based on the measurement data, such that the monitoring signal comprises a sequence of heart pulses, wherein each heart pulse represents a pressure wave originating from a heart beat in the subject； determine beat classification data for each heart pulse in the monitoring signal； and calculate, based at least partly on the beat classification data, a parameter value indicative of the cardiovascular property. The beat classification data may distinguish between heart pulses originating from normal heart beats and heart pulses originating from ectopic heart beats. The cardiovascular property may be an arterial status of the cardiovascular system, a degree of calcification in the cardiovascular system, a status of a blood vessel access used for connecting the extracorporeal fluid circuit (20) to the cardiovascular system, a heart rate variability, a heart rate, a heart rate turbulence, an ectopic beat count, or an origin of ectopic beats. The device (25) may be attached to or part of a dialysis machine.
