The invention relates to a novel integrated apparatus for conditioning and desulphurizing flue gas by a dry method. The apparatus comprises the following components: a glass melting cellar, a first cooling device, an adsorption and dust collection device, a first desulphurization apparatus, a centrifugal dust collector, a denitration apparatus, a second desulphurization apparatus, an atomizer, a waste residue processing apparatus, a chimney, a first liquid storage tank, a second liquid storage tank, a third liquid storage tank, an air tank and a heat exchange device, wherein the heat exchange device is internally provided with a high temperature heat exchange apparatus, a middle temperature heat exchange apparatus, and a low temperature heat exchange apparatus from up to bottom in order; and the glass melting cellar is connected to the adsorption and dust collection device by the first cooling device, the adsorption and dust collection device is connected to the centrifugal dust collector by the first desulphurization apparatus, the centrifugal dust collector is connected to the second desulphurization apparatus by the atomizer, and the second desulphurization apparatus is connected to the chimney by the denitration apparatus. Waste heat of flue gas is absorbed, and the absorbed heat is stored and supplied for the devices, so that resource is effectively saved, loss of heat is avoided, and production cost is effectively reduced.