I’ve worked on performance engineering for ~13 years. Queuing theory has been my go-to framework the entire time -- thinking in terms of arrivals, departures, queues, servers, service rates, latencies, waiting times, and priorities. It’s simple to apply and doesn’t require diving into the math.