I know this is the third "me too comment" for this, but you cannot overstate how awesome McMaster Carr is for this sort of thing - they have everything. Massive amounts of information on the site, super fast shipping, reasonable prices. If you build stuff in your spare time and haven't tried McMaster-Carr, you're missing out.
