Sustainable weight loss involves adopting long-term lifestyle changes that promote a healthy balance between calorie intake and expenditure, rather than relying on quick fixes or extreme diets. It emphasizes gradual progress, nutritional balance, and regular physical activity to ensure the weight loss is maintained over time without compromising overall health.