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A little bird told me
Informal Use
This phrase is used in casual conversations, not in formal writing or speech. 
Indirect Source
The 'little bird' is not a real bird, but a metaphor for an unnamed or secretive information source. 
Amused Tone
The expression often implies a playful or teasing tone when sharing information. 