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Cut somebody some slack
Emotional Empathy
The phrase often expresses understanding and sympathy for someone's situation. 
Casual Conversations
Primarily used in informal settings among friends, family, or colleagues. 
Apology Softener
Adding this phrase may soften a critique or a negative feedback. 