I think after a critical failure early in Act I, I didn't try stealing until late into Act III during my first playthrough and still wound up rich in Baldur's Gate. At one point I rediscovered over a dozen suits of looted non-magical armour I had stashed away in an Act II camp. Those sold for over 300gp each after the battle of Reithwin.
