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A big cheese
Informal Usage
The phrase is informal and often used in casual or humorous contexts, not usually in formal settings. 
Slightly Humorous
'A big cheese' can suggest a playful or ironic recognition of someone's importance or influence. 
Non-Literal Meaning
It doesn't refer to cheese at all; it's a metaphorical expression for a person's status. 