Ground motion prediction equations (GMPEs) provide simple equations to estimate ground motion levels based on magnitude, distance, site conditions, and other variables. While useful for engineering applications, GMPEs tell us little about ground motion variability near faults as they provide average motions from many recordings. Near-fault recordings of large earthquakes can provide more insight, showing variations in amplitude and polarization due to nonuniform fault slip, site effects, and fault zone effects. The dense network of stations recording the 2004 M6.0 Parkfield earthquake revealed less spatial variability for longer period ground motions compared to higher frequencies.