In my experience, we use gravel or sand... rubber is a cool idea...
Or, we made a 300lb sandbag using lead shot/sand mixed to serve as a 'poor mans atlas stone'...
We use sand usually...but it can get messy
Trying to manhandle a sandbag in the middle of a workout can be brutal!