Camera trapping technology has transformed snow leopard research, enabling non-invasive monitoring of individual animal welfare and population dynamics across remote mountain habitat.
Camera trapping has been transformative for snow leopard conservation not just because it generates population data, but because it enables welfare assessment without the costs of physical capture and handling. Capturing wild large felids for radio-collar attachment involves anesthesia risks, handling stress, and the ongoing burden of carrying equipment — costs that non-invasive monitoring avoids. Individual recognition through camera traps allows longitudinal welfare monitoring, documenting body condition changes, injury status, and breeding success of known individuals. This information enables targeted intervention when specific animals show signs of welfare problems such as injury or resource competition. Non-invasive monitoring represents the highest welfare standard for research on endangered large cats.