There are a couple databases available -
- about 1GB of game data in the online-go/goratings repo: https://github.com/online-go/goratings/tree/master/data
- 27 million game SGF dump: Can we get an SGF database dump?
Of course, game and rating information is generally available via the API too, but it’s pretty inefficient and rate limits can be cumbersome