It is not terribly common (logically it can't be if each suicide usually spawned an additional one or two - the math just doesn't work, as the population would all go extinct), but it does happen.
Grief is a major factor, as is loss of social support/companionship or loss of financial support. I'm sure in some cultures shame may also play a role.