In an oligopoly, prior to competing in the market, firms have an opportunity to pick up externalities from other firms by setting links. The link formation decisions by firms define an industrial network. We study the incentives for firms to form links and the effect of this link formation on the architecture of the resulting networks. Our analysis shows in particular that equilibrium networks differ dramatically depending on the nature of market competition (Cournot or Bertrand).