I was hoping for mouser cause I was going to order from them anyway. I already entered a bunch of stuff. I like buying parts as opposed to scavenging because it's usually easier to get another of the same.
The difference between them is their resonant frequency. Ie, the frequency they're loudest and and reproduce best.
If you plan on playing music, you might want a large one, because music frequencies are very low.
You might even get away with one of the electromechanical ones on that page. The one in Figure I only requires 10mA for example.
Any of these you'll need a current limiting resistor on btw. Don't just hook em up to the pin like in the examples. GumpyMike says piezos act like capactitors and will draw a lot of current all at once. I stuck a 1K resistor on mine to limit it to 5mA, though you could get away with a much smaller resistor than that.
There are only 2 5-volt, pcb piezos in that section. I guess I'll try both of these as they would be the easiest to power. I'll start with the 1k resistor too, though 500 ohms would give 10 mA.