Among U.S. states, California has the highest exposure to wildfires, with approximately 2,019,800 properties at risk (Verisk, 2020). The combination of increasing annually burned area (Abatzoglou & Williams, 2016;Westerling, 2016) and large exposure resulted in exceptional economic losses with more than 20US$ bn in 2018 alone (Munich-Re, 2019). Potential causes for the large increase in burned area in California (FIRE, 2020) are manifold (Jin et al., 2014) and include an increase in atmospheric temperature and aridity caused by climate variability and change (Abatzoglou & Williams, 2016;Williams et al., 2019), a decrease of precipitation in recent decades due to fewer winter storms (Prein et al., 2016), an earlier start and later end of the fire season (Jolly et al., 2015), changes in forest management (Parks et al., 2015;Tempel et al., 2014), an increase in population (Radeloff et al., 2018), and its expansion of dwellings and infrastructure into former wildlands (Hammer et al., 2007). Since the early 2000s, sub-daily observations of active fires from satellites have enabled products that estimate daily burned area on local scales (Artés et al., 2019;Davies et al., 2019), revolutionizing our ability to detect fire occurrence and progression. These observations allow us to analyze the impacts of weather on fire growth and confirm that the annual total burned area in California is disproportionately affected by a few large fires and those fires themselves burn most of the total burned area in only a few days.Traditionally, fire weather indexes-for example, Fosberg Fire Weather Index (Fosberg, 1978;Goodrick, 2002) or the Hot/Dry/Windy Index (Srock et al., 2018)-are used to predict days with the potential for rapid-fire-spread. Those indices typically depend on local observations that account for atmospheric static stability and humidity profile in the lower atmosphere (Haines, 1989), fuel condition (Amiro et al., 2005, and low-level wind speed (Amiro et al., 2005). More recent studies also found that upper-level and nocturnal meteorology can lead to rapidfire-spread (