Alternatively, you can use a battery powered switch cover on the switches themselves, and then the voltage doesn’t matter.
See the following discussion (The topic title is a clickable link)
You might have to switch out the existing dumb switches for a different style of dumb switch so you get something that the actuator can physically move, but it’s a decent approach for some similar use cases.