Ask HN: How do you version your data?

I'm working at a company that processes data through multiple distinct stages, and struggling to figure out what tooling to use for versioning and maintaining an auditable history of changes.

I'd be interested to hear about first hand experiences with how you version production data, use it safely during testing or experimentation, and maintain audit trails.