Should I store data "In Memory" or "On Disk"?

We're building Facebook. Which features should store data in memory, and which features should store data on disk?

[@mfaathirarsa]

Hey, have you looked it into redis, it looks like a good option for in memory but you can also reconstruct from disk in case of restart or failure