Sheriff's spokesman Steve Whitmore says Bieber is at the home and is being cooperative with detectives.
The singer is under investigation for allegedly throwing eggs at a neighbour's home on Thursday evening. Whitmore says the search warrant is for a possible felony case because the damage to the neighbour's home exceeded USD 400.
An email message sent to Bieber's publicist Melissa Victor was not immediately returned.