The new search by location and improved mapping system make finding stores even easier. If you are looking for stores outside of your current location simply type in the city and state in the location search box. Predictive text will appear as you search, select the desired city and all nearby stores will appear in order or distance from that location
Additionally you can use the improved map view to pinpoint an exact location. Tap on the map icon and tap update my location.
You'll also notice the filtering options can be adjusted right within the map view.