No snow in taiga when generated?

When I opened the game, I started in a Taiga (without realizing it!). I thought I was in a newer biome from the more recent updates, but on pressing f3 and looking, I was in a Taiga, but the snow wasn't generated at the start. This has happened twice now, is it a bug, or is this a new feature?