Rattling Sound RAV4 2005

Hey all,

I have a 2005 RAV44 with about 260 km down. I started hearing this rattling sounds recently certainly coming from the engine compartment. It occurs during idle and while driving and occasionally stops. When I turn off the engine for a while it was gone before coming back again. Any help would be much appreciated!