MP2731 Capacitors

If you want to look at MLCC characteristics, check out Murata ‘simsurfing’.
I also tend to add a resistor position in series with MLCC’s in sensitive circuits…allows you to ‘trim’ impedance for stability purposes. Also watch out for piezo noise. Some digital control ic’s cannot use X7R MLCC’s as audible white noise can be VERY loud.