Use appropriately-sized containers for ice, dry ice, and liquid nitrogen.
If you only need a small amount of ice, don’t use a large bucket. Or, if you only have a large bucket, just fill it with the amount of ice you need. Choosing appropriately-sized containers will reduce the potential for wasted resources.