OVER EASTERN AFGHANISTAN—Parachuting a barrel of fuel to a remote Afghan base takes sharp flying skills, steady nerves and flawless timing.

It also costs a lot of money—up to $400 a gallon, by military estimates.

But the Pentagon is stuck with the expense for the foreseeable future, especially...