I have only just started and it has been a case of trying to be stealthy, but failing...
I think some of the challenge was reduced due to Special Edition DLC and pre-order bonuses giving me a silenced sniper (though with only 10 bullets) and a sawn off shotgun, so ammo is not quite as much of an issue, but I don't exactly have much