Ask HN: How do you manage seed data for test where you work?

Was chatting to a friend about this. Curious how other people deal with seed data when you've got thousands or even millions of tests testing all sorts of scenarios.

At one stage we had a separate sql file for each test file but now we're trying to generate all the seed data using java instead. How does your company manage seed data?