Usually the states give the incentives, the local towns usually get their tax revenue doubled or tripled, hence why these boards sprint to approval
I cannot fathom what kind of road improvements a datacenter would need that wouldn't be easily offset. Or what demolition costs for a square box would be that would eclipse that, nevermind the value of the underlying land.