You are going to need a lot of blocks for this build so you should better get to farming. As for the blocks themselves, you can pretty much use anything. Cobblestone and Wood are the most common ...

The Cherry Blossom biome is fairly hard to find in Minecraft, but players can generate worlds that guarantee this environment using the best seeds.