If you do use commercial clay, I have some very rough figures...
A 27" oven, not counting base structure, 9" thick, would run somewhere around 10 cubic feet, plus say 6 cubic feet for the insulated floor, around 2/3 of which will be bottles, so 12 cubic feet of
cob mix total. As pure as commercial clay will be, I suspect a 4:1 or 5:1 sand mix for the thermal layer would be plenty strong. For the insulating layer, having that at least half, maybe 2/3 straw sounds good, and maybe half to 2/3 sawdust for the floor layer. So I would guesstimate you will want 2 to 4 cubic feet of clay. Wet boxed clay is around 100 pounds per cubic foot, and dry bagged clay will be in the same ballpark once prepared for use. So it looks like 4 to 8 50-pound bags of clay.
A half ton of sand would be around 10 cubic feet (1000 lb @ 100 lb/cu.ft.), so that is probably more than you need for this
project, but unless it is expensive I would get it anyway, as it can always be used for something.
Two regular square bales of straw would probably be enough, or again, three bales will be plenty and leave you with some mulch material.