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Put the pedal to the metal
Informal Usage
The phrase is casual and best used in informal conversations or storytelling. 
Figurative Speech
It's a metaphor, meaning it should not be taken literally. It's just expressing urgency or speed. 
Action Intensity
It emphasizes the intensity of the action, suggesting maximum effort is being applied. 