How do your databases perform when their CPUs are near capacity? Or disks? Or I/O? I've seen Postgres do some "weird s%$#": where query times don't go exponential but they go hockey stick.
* Fan-out and fan-in
These can peg CPU, RAM, I/O. Peg any one of these and you're in trouble. Even run close to capacity for any one of these and you're liable to experience heisenbugs. Troublesome fan-out and fan-in can sometimes be a result of...
* Unintended consequences
The engineering decision made months or years ago may have been perfectly legitimate for the knowledge available at the time. However, we live in a volatile, uncertain, complex, and ambiguous (VUCA) world; conditions change. If your inputs deviate qualitatively or quantitatively significantly, you risk resource utilization issues or, possibly, good ol' fashioned application errors.
"No battle plan survives contact with the enemy." -- Stormin' Norman
Same with software systems. They're living entities that can only maintain homeostasis so long as their environment remains predictable within norms. Deviate far enough from that and boom.
* Power outages and general acts of God
* Resource utilization
How do your databases perform when their CPUs are near capacity? Or disks? Or I/O? I've seen Postgres do some "weird s%$#": where query times don't go exponential but they go hockey stick.
* Fan-out and fan-in
These can peg CPU, RAM, I/O. Peg any one of these and you're in trouble. Even run close to capacity for any one of these and you're liable to experience heisenbugs. Troublesome fan-out and fan-in can sometimes be a result of...
* Unintended consequences
The engineering decision made months or years ago may have been perfectly legitimate for the knowledge available at the time. However, we live in a volatile, uncertain, complex, and ambiguous (VUCA) world; conditions change. If your inputs deviate qualitatively or quantitatively significantly, you risk resource utilization issues or, possibly, good ol' fashioned application errors.
"No battle plan survives contact with the enemy." -- Stormin' Norman
Same with software systems. They're living entities that can only maintain homeostasis so long as their environment remains predictable within norms. Deviate far enough from that and boom.