For something truly humongous you need a Las Vegas, but as a participant I'd much prefer the conference just book a hotel somewhere in the woods, or in a relatively small town.
The usual counterargument is airport connectivity etc.
But in most cases you can simply drive for X amount of time away from the urban center the airport is serving, instead of towards it, and find a perfectly serviceable venue that could host a conference of the same size.