The label maker comes with a cassette, but not a full one. Think similar to the ink cartridges that come with new printers; just enough to get you going.
Search for Brother TZe-### label cassettes. There are different colours, width, etc. Just be careful to grab a 12mm one. The 24mm do not fit...