Three crypto exchange volume bugs that were hiding in plain sight

I built a cross-exchange funding rate dashboard that aggregates 16 venues. Three of them were silently lying about volume — and the bugs only surfaced when I started ranking coins by total liquidity. Here is what I found, how, and the one-line sanity check that catches all of them.