Update: A very nice JavaWorld podcast interview with Google engineer Max Ross on Hibernate Shards. Max defines Hibernate Shards (horizontal partitioning), how it works (pretty well), virtual shards (don't ask), what they need to do in the future (query, replication, operational tools), and how it relates to Google AppEngine (not much). To scale you are supposed to partition your data. Sounds good,