Pumps for conveying fluid at a wellsite, such as fracturing or other stimulation pumps, are instrumented with sensors to measure or estimate pump parameters. In some instances, pump sensors are used to detect wear or failure or assess remaining useful life of pump components. The sensors can also or instead be used to assess, and in some cases optimize, pump performance.