We study probability inequalities leading to tail estimates in a general semigroup G with a translation-invariant metric dG . Using recent work [Ann. Prob., to appear] that extends the Hoffmann-Jørgensen inequality to all metric semigroups, we obtain tail estimates and approximate bounds for sums of independent semigroup-valued random variables, their moments, and decreasing rearrangements. In ...