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Know somebody by sight
Visual Recognition
This phrase implies you can visually recognize someone but lack personal connection or interaction. 
Acquaintance Level
Use this phrase to describe a low level of acquaintance, mainly through frequent visual encounters. 
Not for Introductions
Avoid using this phrase when introducing someone, as it indicates you're not personally acquainted. 