Cases with light brown tarnish can be saved with immersion for about 15 minutes in plain white vinegar. Then rinse in hot water to remove the vinegar.
Stuff like Rondog has in his picture I save by mixing a solution of vinegar, Dawn soap and water in a bucket, pour in the brass, and put it in the back of my truck while I drive to work and back. (Free agitation). Then dump, soak in white vinegar for 15 minutes, then rinse, dry in the sun, then tumble in walnut and NuFinish.
Although for common stuff like 9mm and 40 S&W I just often scrap it unless I really need it.
One thing to know-
A process called "Selective leaching" happens when alloys containing brass are in contact with water. The brass alloy looses zinc (Brass is Zinc and Copper alloyed). The resultant brass is spongy and brittle. An inidicator of this is a color change to pink or reddish tint. If it looks pinkish or the tarnish is a plum color it is not worth saving it no matter how nice it is otherwise. Simple brown tarnish, can be saved, but any pink staining or spots is zinc leaching and it is not safe to save ten cents on a case and have it fail. Rifle cases, especially, are under enough pressure that I won't try to save them. Handgun brass, sure, but I only do it with 38 Special or 45 acp.