Before you take that next sip of coffee, consider this: Some of the beans in your cup of joe might have been picked during the Bush administration.

Arabica coffee that had been stored away as markets cratered in 2013 is now pouring out of warehouses, flooding the market with beans as old as nine years.

Those beans, which are considered higher...