All you need for each bottle lamp is: a bottle, lamp kit, and lamp shade. Some optional tools: a cork, drill with glass bit, harp kit, rubber grommet, and filler for the bottle (i.e. glass beads).
The bottle lamp kits I bought were at Walmart for $8 each. I had the rest of the supplies already.