Analytics - loading historical data

We're getting ready to set up Analytics and would appreciate suggestions about loading data. Do you recommend loading all data or, how did you decide on how many years of data to load? There must be trade-offs but I don't know how to assess them. We're grateful for any best tips and lessons you can share. Thank you!