Distributed estimation plays an essential role in many networked applications, such as communication, networked control, monitoring and surveillance. Motivated by this, the chapter provides an overview on some of the fundamental aspects of distributed estimation over networks. A phenomenon being observed by a number of sensors in networks having a star and a general topology are considered. Und...