Fint is correct, it will only use what it is rated for. The rating on the transformer is the MAXIMUM load.
That voltage is the same as a door bell transformer. And those are available at home depot.
$15
https://www.homedepot.com/p/Newhouse-Hardware-Wired-Tri-Volt-Doorbell-Transformer-3TRAN/308470453