I use 5 gallon buckets with a gamma seal lid for my higher volume calibers. I usually keep some desiccant bags in them as well.

For smaller volume calibers, I use some clear plastic jugs from Walmart with screw-on tops. They might be 1-1.5 gallons each, but they store nice in my cabinet.