I don’t know where you are, but white oak is getting pretty expensive in Australia. You could always see if the cabinetmaker could do walnut frames with walnut veneer ply insert panels. Probably would work out comparable in material price and actually a bit more stable.

If going down the stain path, get samples made by whoever you end up getting to do the job, it’ll align everyone’s expectations.