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Beat somebody at their own game
Competition Context
The phrase is often used in competitive scenarios, such as sports, business, or games. 
Not Literal
It's usually not about actual games, but metaphorically overcoming someone in their specialty area. 
Expertise Challenge
It implies that the person being beaten is usually the expert or perceived as better. 