Both the scarlet and blue pimpernel are indeed very common in Central Coast California. They seem to prefer dry, heavy soils, but they don't seem to be easily daunted by much. I've seen it grow out of sidewalks in the beach neighborhood but never on the beach proper.
The scarlet is more common than the blue, and as far as I can tell, there is no difference in their requirements.