Large systems are rarely maintained by just one kind of engineer — database administrators, developers, and system administrators all have a role to play. Fortunately, PagerDuty makes it easy to route problems differently depending on their source.
Each PagerDuty service has an associated escalation policy, which specifies how alerts should be routed to your team. After all, why bother waking up a database administrator for what is clearly an application problem?