We give a second look at stationary stable processes by interpreting the
self-similar property at the level of the L\'evy measure as characteristic of a
Maharam system. This allows us to derive structural results and their ergodic
consequences.Comment: Published in at http://dx.doi.org/10.1214/11-AOP671 the Annals of
Probability (http://www.imstat.org/aop/) by the Institute of Mathematical
Statistics (http://www.imstat.org