Landslides along highways pose safety risks and disrupt travel. Many warning systems use rainfall data, but this alone may miss key factors. Using satellite-derived soil moisture, precipitation records, and landslide observations from Alabama, we found that wetter-than-average soil conditions increase landslide risk. We developed a framework that combines rainfall and soil moisture to improve prediction and reduce false alarms.