This reassures the hypothesis that you probably won't catch the virus from a brief contact in a grocery store or similar if you keep your distance.
Infections happen within families, and spread from one family to another by friends/coworkers. The infected people should be easily able to list all exposed out by name.
An exception is of course mass indoors public events that are forbidden now. This is where a contact tracing app would probably prove to be the most useful.