I use rechargeable LiIon in all my lights that will accept the higher voltage, and Eneloops in the lights that won't.  I have several of each charged and ready to go (beside the ones currently in service in my lights).
Still, I keep about two dozen alkaline AA's and two dozen alkaline AAA's available as backups.  Alkalines have got a fairly decent shelf life these days.  Several years.  A bit short of lithiums, but still not bad.  And they are a whole lot cheaper than lithiums.  Primary lithiums are good for things like emergency car kits.