Common evening-primrose originated from eastern and central North America, but it is naturalized in temperate and subtropical regions around the world such as Europe and Japan. One of its alternative names is 'Weedy evening primrose', which should tell us something about its spreading habits. A mature plant produces many tiny seeds that spread easily in the environment. Common evening-primrose prefers sunny locations and loamy soils with sufficient nitrogen levels, and it can spread invasively in such locations, although it rarely outcompetes native vegetation.
Although common evening-primrose spreads easily, when you mechanically remove an undesired plant, it doesn't come back in the same spot.