I just saw the sign. This is where the Gem store used to be. The space has been empty since that building was redeveloped into affordable housing.
The Brooklyn Harvest Market on Metropolitan and Humboldt is also Foodtown at heart (meaning that's its distributor) so they will probably have the same sales. There's also a Foodtown on North 3rd/Metropolitan/Bedford near Whole Foods.