Yes, it does depend on how much you're trying to hide.
But then no one cares if you're hiding 600, 900, or even 1,500 gold. Try seeing how much it would cost you to hide 20,000+ gold, on an ongoing basis. Don't forget to include the initial cost of building/expanding all those safehouses.