@Mud Eagle: Yes it comes off, and within hours they oxidize to a nice shiny dark blue gray (at least when using phosphoric acid; I haven't tried citric or ascorbic.)
Keep them dry? Also the film of lanolin or wax or castor oil leftover from sizing them should help. Wipe them off, but don't degrease them. I have some cases I prepped a month ago in a ziplock bag and they still look like when I put them there.
I do get occasional failures to extract with steel cases, and that's with a clean chamber. I wonder if a small base FL die is in order? Or maybe I need to use them just for lighter loads? (has to do with the yield strength and spring-back of steel vs. brass, which I don't really understand) I'm loading 62 grain bullets for a 16" barrel with 1:9 twist, so I'm loading them hot -- trying to match M855's. Perhaps I need to save the steel cases for when I'm loading 55's and can back off just a little.