Those ceramic high value capacitors can reduce to as little as 1/10th their rated capacitance when you come close to their rated max voltage.
Looking at the datasheet, a 10uF MLCC capacitor's impedance reaches resonance at about 1.5MHz and goes up from there. So I'd never use that without something like a 1nF for higher frequencies.