You bet!! There are quite a few people who use it, including myself.
You need some media, typically stainless steel pins or stainless shot
Here's what I do ... De-prime all brass after shooting, throw ~200 .40 (or 180 .45 or 220 9mm) into the rock tumbler (this will depend on the size of yours I guess) with 5 lbs of SS pins, a couple of teaspoons of TSP (tri sodium phosphate, available at Canadian Tire), fill with hot water and turn it on, then go to work. After work, I rinse everything all off (the water is black and nasty), then put in about 1/2 teaspoon of Lemi Shine, fill with hot water, turn it on for an hour or 2. Rinse again, use my media separator to get pins out of brass, let brass dry overnight on towel.
Is it extra work? Yup, more than some people want. Is the finished result worth it? IMHO, you bet! The brass looks better than new when done. And, not having to reload with cruddy brass is a benefit, everything is nice and clean ...
Here are a couple threads showing the results ....
http://www.canadiangunnutz.com/forum/showthread.php?t=576635&page=2
http://www.canadiangunnutz.com/forum/showthread.php?t=455717