Future mobiles will be equipped with powerful sensors which are capable of collecting high dimensional data. Increasing number of these smart mobiles will generate so large number of high dimensional data over the 5G M2M network that its traffic amount exceeds the combined network capacity of current sensor networks and cellular networks. We propose the theory of excessive compressive sensing (ECS) for 5G M2M, which is larger than current compressive sensing compression rate.