Revenue depended on queues and workers the team could not observe.
The legacy PHP platform had accumulated background workers and queues without enough metrics to explain their behavior. When a worker failed or fell behind, the business saw a disrupted purchase or ticket flow before the team understood the cause.
Ticketing demand arrived in spikes. The engineering task was to identify the actual bottlenecks and improve the critical path while the platform continued supporting events.


