Hello Robogig, Yes you are right you need to have certain parts to build a drone, But instead of buying part separately why don't you buy a whole kit that would be much better idea as the different parts price are is higher compared to the combo.
This is the link from the website you recommended but there are other websites too, be sure to check them also.