I must be the only person that didn't have ammo problems. I'm hitting the final boss now, and for the first time I'm running seriously low on everything. Part of that has to do with me being too damn chicken to pop over a barrier and run over to where I killed a few guys.
You'll find yourself running low on sniper and maybe pistol ammo, sure, but there's always "thermal clips" laying around to pick up.