Looks like it uses a 2.1mm barrel plug (but I can’t be sure from that product listing, there’s a chance it’s a less common 2.5mm barrel plug).

If so you can easily use any 12v battery pack with a 2.1mm connector. Here’s one that uses AA batteries.

Alternatively you can use a rechargeable one with a 2.1mm male to male cable.