Surface reflectance represents the spectral characteristics of a surface and can indicate land cover type. Daily satellite imagery is processed to create surface reflectance maps, which show seasonal changes over time. Surface reflectance data has applications in vegetation mapping, land characterization, aerosol retrieval, and studying radiative balance and climate. The DataFed infrastructure integrates distributed fire-related data sources and builds analysis tools to compare these datasets to provide new insights into fire characteristics and air pollutant emissions.