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Tip the scales at something
Literal Weight
The phrase is taken literally when discussing the actual weight of objects or persons. 
Exaggeration Avoidance
Avoid exaggeration; use it for actual weights, not to express that something is heavy or light metaphorically. 
Impressive Quantities
It's often used to highlight when something weighs a lot or more than expected. 