if you throw someone off the scent, you give them false or confusing information to try to stop them discovering something
Usage notes: A scent is a smell produced by an animal which can act as a signal to other animals trying to find or follow it.
The police were thrown off the scent for a while by false evidence given by two of the witnesses.