I've found with planting anything next to the foundation on every side of the house except the northwest side is the lack of water. I've got a story and a half craftsman home and the overhang of the roof line prevents rainfall from reaching those plants.
If there's bare ground along the side of the house, take a look at the moisture pattern after a rainfall.