You don't have a trigger signal for digitizing the waveform?
e.g. you can use the pulser (or PRF signal ) as a trigger, after each trigger, collect a waveform? If so, you have a consistent zero point.
Also, if you don't have real-time requirement, you can use "averaging function" of the oscilloscope to digitize.