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Take somebody’s part
Emotional Support
Use it to express moral or emotional backing for someone, especially in tough situations. 
Not Always Agreeing
Taking someone's part doesn't mean you agree with them on everything, just that you support them in that context. 
Personal Loyalty
It often implies a personal loyalty that goes beyond mere agreement or facts. 