I bought the drives used on Ebay, and the prices weren't that different for the 8TB vs 16TB when I bought them. Like on the order of ~$15 higher, so I figured I'd just eat that cost and future proof it even more.
I am omitting some context. The original incarnation of this had 24 2TB drives and I wanted to upgrade that. I already had the three enclosures, and I incrementally upgraded the disks over the course of a year.