ComputerSlang - It means that a computer has been processing data for a long time. This dates back to Windows 98, where Microsoft used a drum and two drum stick animation to indicate the procession of data.
Similar to air guitar, air drumming is when one pretends to play the drums as if they are holding sticks and have a drum kit in front of them when in fact, they do not.