8 scanner benchmarks covering allowlist fast path (7.6ns), model path (172-445ns), and feature extraction (248ns). Python converter script transforms CSIC 2010 raw HTTP dataset into Sunbeam audit-log JSONL with realistic scanner feature adaptation. Signed-off-by: Sienna Meridian Satterwhite <sienna@sunbeam.pt>