Operating networks depends on collecting and analyzing measurement data. Current technologies do not make it easy to do so, typically because they separate data collection (e.g., packet capture or flow monitoring) from analysis, producing either too much data to answer a general question, or too little data to answer a detailed question. In this paper, we present Sonata, a network telemetry sys...