I've wondered if part of the problem is that pH is logarithmic, so a drop of, say, 0.2 pH doesn't seem like that big of a deal.
No, because you're a large adult organism. But if you were a tiny crustacean, you wouldn't be able to grow a shell. This affects tiny crustaceans, but also the young of large species such as king crabs.