Sand blasting will make a SS surface more susceptible to oil absorption. If some sandblasting was done before the oil contamination, the harder it will be to get out. Try solvent, using the appropriate safety measures.
__________________
"Reason is not automatic. Those who deny it cannot be conquered by it. Do not count on them. Leave them alone." - Ayn Rand
There is (walnut) shell blasting, glass bead blasting, powder blasting. Be very aware of silicosis, which comes from inhaling the dust. Check that your compressor is not spitting oil on the job, a trap or filter is needed.