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Keep a/the lid on something
Secrecy Importance
Used when hiding information is crucial, often to avoid panic or gossip. 
Not for Gossip
This phrase is used in serious contexts, not just casual conversations. 
Protect Reputation
Often involves withholding negative information to maintain a good public image. 