I have some motors similar to the one in the link and they work fine with A4988 drivers. I power them with a laptop power supply that produces 19v IIRC.
You can get shields that the A4988 drivers plug into which may be more convenient than arranging your own wiring. I have a RAMPS shield that fits on a Mega.
You realize a high impedance stepper like that has much reduced performance compared to the commoner,
cheaper, low-impedance motors? Their only benefit is being able to be driven from a dual motor shield,
which is not a benefit these days (no microstepping possible, larger board, probably more expensive than a DRV8825 or A4988 module).
Using an A4988 or DRV8825 with a supply of at least 18V is your best bet - the higher the voltage
the better the performance (so long as you don't exceed the driver's maximum, of course).