Today many manufacturing plants are getting increasingly digitized to stay competitive. Data from the production machines can be transferred to a central storage/cloud for process/factory surveillance and for optimizing the processes. However, first data must be acquired. Wire drawing machines are seldom equipped with sensors that measure product quality, tool wear or the condition of the lubrication. This work presents concepts, experience and applications, of such sensors for wire drawing machines.