How to pick voltage rating for capacitors
Depending on the dielectric, ceramic capacitors derate based on the DC voltage applied.  The higher the voltage rating compared to the applied DC voltage, the less they derate.  So you will have more effective capacitance with the 20V rated part than the 6.3V rated part.

This does not apply to (polymer) tantalums, film caps, or electrolytics.