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 ...

Here is a detailed guide about the Parched in Minecraft, stating all of its features, attacks, health points and tips to defeat it easily.