The impacts of improvements in land cover and associated land use, and snow cover initialization fields on the CAP numerical simulation are studied. Simulations are compared using the 1993 United States Geological Survey land cover dataset and an updated version of the more recent 2011 National Land Cover Database that better prescribes the areal extent of the seasonally-varying Great Salt Lake. Improved snow analyses derived from observations were used instead of the snow cover provided by the North American Mesoscale Reanalysis, which over predicted snow depth in the Salt Lake Valley by interpolating mountain snow observations onto lower elevation locations. The model simulations were found to be sensitive to land cover, land use and snow cover initialization, resulting in substantive changes in simulated thermally driven flows (down/up slope/valley and lake/land breezes) and vertical profiles of boundary-layer temperature, wind, and moisture.