Prosecutors say the couple was caught when they began bragging about the scheme on Twitter.
Kohl's cash is assigned to customers at the store after they spend a certain amount.
Authorities say last year, Robert Gordon, an Army recruiter, sold the cash on Twitter for a profit.
If convicted, Gordon and his wife could face 45 years in prison.