This article discusses design considerations for the mechanical structures of tracking systems currently under construction or being planned. The prime challenges are a high stiffness-to-mass ratio and good thermal conductivity between the heat sources (front-end electronics and sensors) and the local heat sink (coolant). These concepts will be illustrated with a few case studies of tracking systems under construction or in planning.