I had a cheap $150 univega bike and my friend had a $3000 cannondale. His broke mine didn't :)
We were amateurs. We hitchhiked to a bike shop near San Francisco to fix it. Had some saddle bags with our tent and sleeping bag, clothes and water.
It's very doable. Hardest part is just showing up.