I speak from experience, from actual laboratory tests of high voltage equipment, stressed beyond limits, to eventual failure. After failure, components are dissected, and failure modes determined.
While volts per distance vary with air pressure and other environmental factors, a 2" (about 51 mm) gap requires about 150,000 volts to initiate a spark. I will let it go at that.