It depends to the power supply type, for example if you use a ldo linear regulator like LM2931 for 3.3V you certainly need a capacitor greater than 100uF. It depends also to the load type (low/high frequency, resitive - inductive ecc) and to the load regulation perfomance you need. Be more specific pelase.