Decorations are earned by completing mission sets, core sets, event sets but are also available from the shop as premium decorations or in event packs!
The decorations page has facts and scientific names for each unlocked decoration you have in your forest. When you unlock a decoration, check out the Flutterpedia page to learn more about the decoration you have unlocked.