At the Earth Observation for the Environment Laboratory in The University of Calgary, we have been conducting research in developing remote sensing-based forecasting system for forest fire danger conditions since 2009. In the scope of this presentation, the chronology of such developments at daily, 4-day, and 8-day time scales will be discussed. We believe that these would be critical for managing forest fire regimes in Canada and elsewhere in the world.