This dataset contains the Multiscale Online Non-hydrostatic AtmospheRe CHemistry (MONARCH) model output used as input to HITRA (Haboob Identification, Tracking and Dust-emission Attribution Algorithm) v1.0, together with output generated by HITRA for haboob leading-edge detection, tracking, and dust-emission attribution. The MONARCH variables include 925 hPa temperature (t925), 850 hPa vertical velocity (w850), surface dust concentration (dustlev60), surface friction velocity (ustar), 925 hPa specific humidity (q925), and topography (a2vk_topographic_height.nc). The HITRA-generated outputs are provided in the HITRA_output folder.