Of course, how many calories are consumed by walking is also related to the speed of walking. Slow walking consumes less calories, while fast walking consumes more calories.
Walking can burn fat. Walking 10000 steps a day generally consumes about 300 calories. Long-term persistence will have an effect. Fast walking or jogging 10000 steps will burn more fat than normal walking.