I never used Power over Ethernet before, so I was unsure of this and decided to just try it out. A run-of-the-mill Cat5e cable does the job.
You may want higher-graded cables for better shielding and thicker wires for heat protection at higher wattages. So just to be safe I ordered some Cat8 cables. It should, however, not be necessary at the low power levels that I need.