A modern economy is an intricately linked web of specialized production units, each relying on the flow of inputs from their suppliers to produce their own output which, in turn, is routed towards other downstream units. In this essay, I argue that this network perpective on production linkages can offer novel insights on the sources of aggregate fluctuations. To do this, I show (i) how production networks can be mapped to a standard general equilibrium setup; (ii) how to approach input-output from this networked perspective and (iii) how theory and data on production networks can be usefully combined to shed light on comovement and aggregate fluctuations.