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Disappear, vanish, etc. into thin air
Figurative Use
Usually not a literal disappearance; implies bewilderment or mystery over how something or someone could go missing. 
Mysterious Circumstances
Emphasizes a lack of clues or reasons behind the disappearance, sparking curiosity or concern. 
Sudden and Complete
Indicates something has disappeared all at once, leaving no sign behind. 