PagerDuty

In the current scheduling model, an override, an extra shift and an unfilled slot express different staffing decisions. Counting names on a rota is not enough to establish who can act for a service.

PagerDuty entered fiscal Q2 with a familiar software ambition: preserve growth while making the income statement more efficient. The result needs a careful reading. Gross profit was US$11,000 lower than a year earlier, yet GAAP operating income rose US$6.673 million. Almost the entire bridge came from spending less below gross profit. A further 15% workforce reduction announced after the quarter now has to prove that efficiency can become expansion rather than simply a smaller organisation.

PagerDuty's August 2025 Kafka outages show how a reporting feature stressed a shared message backbone, delayed tools customers use to manage their own failures, and exposed the difference between service restoration and causal recovery.