In NMR and mass spectrometry, the same spectrum is often recorded multiple times. Why would that be?

Random errors in peak positions cancel out.
Random errors in peak intensities cancel out: the confidence interval for the spectrum is much smaller than its prediction interval.
One can then pick the best spectrum and throw away the others.
This will make the experiments look complicated and justifies the high costs of the equipment.