Your whole system is a queue. Requests come in, are processed, and some output is given.

Algorithmic complexity affects the processing time of each request / task. Knowing the latency distribution is crucial in understanding the queueing characteristics of the system, and the algorithmic complexity will greatly affect that distribution.