This study used LiDAR data to identify 57 karst sinkholes in a county in New York that require manure application setbacks according to new guidelines. The study mapped 19,335 acres of crop fields with soil types or shallow bedrock zones that need spring manure application restrictions. However, 4,822 acres were identified as "false positives" that have targeted soil types but evidence of thick glacial till, so may not need the strict application rules. The maps produced can help farmers comply with new manure management guidelines to prevent well contamination from surface water reaching karst features in the study area.