This paper proposes a non-obtrusive system that measures upper extremity velocity during post-stroke rehabilitation exercises within a home environment using a Distance2Go Doppler radar sensing solution. Experimental results are compared with that of an accelerometer in instances of flexion, extension, abduction and adduction. The results demonstrated the added advantages of using a non-obtrusive sensing solution for upper extremity velocity measurement.