As a DS you want to get as much def, evade, and HP as you can. Evade alone /sometimes/ will save you, but you still need to be able to tank the hits you do end up taking. This goes for PVE and PVP.
Before def though, you're going to want to get your evade and HP up as high as possible. Def is more like the icing on the cake.