The phrase "bolt from the blue" means something that happens suddenly and unexpectedly, often causing shock or surprise. It is used to describe an event or situation that comes out of nowhere and takes people by complete surprise. The expression originated from the image of a bolt of lightning striking seemingly out of clear sky with no warning, leaving people dumbfounded.