Supernovae are not always seen...
...due to attenuation of light by dust in the galactic plane. Unless they're relatively nearby, or situated outside the plane, we're likely to not see them, or miss them because they appear too faint to attract attention. In fact, it is easier to see supernovae in other galaxies than in our own.