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Pinch pennies
Informal Use
The phrase 'pinch pennies' is casual and best used in informal settings like conversations among friends. 
Non-literal Phrase
'Pinch pennies' means to be frugal—it doesn't mean literally pinching coins with your fingers. 
Money-Saving Context
Use 'pinch pennies' when talking about saving money or cutting down on expenses. 