It's Almost Always the Queries, Part I: Why Metal Doesn't Help

TL;DR
Infrastructure alerts on a relational database almost always trace to query and schema choices, not capacity. Scaling the box rents the bug. The exceptions are real but smaller than most teams assume.

What unites replication lag, CPU at 100%, dashboard timeouts, disk filling, and the server that crashes ever...