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Preach to the converted
Common Usage
Often used when someone insists on a point that everyone already agrees with or understands. 
Conversational Tone
Mainly used in casual or informal conversations, not in formal writing. 
Slight Frustration
Can express mild irritation or frustration at having to hear something already accepted. 