out of the blue is an adjective and adverb meaning "not anticipated". It carries 2 recorded senses.
not anticipated
“unanticipated and disconcerting lines of development”
“unforeseen circumstances”
“a virtue unlooked-for in people so full of energy”
“like a bolt out of the blue”
“unseen problems”
in a way that was not expected
“her brother showed up at the wedding out of the blue”
Definitions, synonyms and semantic relations for out of the blue come from Princeton University’s WordNet. Commonness is measured against a corpus of everyday English. Full sources and licences.