I have seen two things cause this fequently.
One is if you have aftermarket wheels or lug bolts. The lug bolts can come into contact with the parking brake springs.
Two is when the axle shaft starts to wear it will make noise.
ASE CERTIFIED MASTER AUTO TECHNICIAN
MERCEDES SPECIALIST 11 YRS