Public health depends upon accurate and timely information about air quality. Integrating real-time air quality monitoring systems allows us to effectively protect public health by providing prompt data on pollutant concentrations. These systems harness a variety of sensors to quantify key air pollutants such as particulate matter, ozone, and nitro