The invention provides a thin and shallow layer super heavy oil horizontal well, viscosity reducer, nitrogen and steam assisted huff and puff method, and belongs to the technical field of oil field production. The method includes the steps of firstly, drilling holes in a horizontal well; secondly, filling an oil pipe with oil-soluble viscosity reducers, closing a sleeve valve, and continuing to fill a well shaft with the oil-soluble viscosity reducers; thirdly, filling an oil sleeve with nitrogen in an annulus mode; fourthly, filling the oil pipe with steam through a filling and production integrated pipe column; fifthly, conducting soaking for 2 hours to 4 hours; sixthly, controlling flow opening through an oil nozzle when the pressure of a well opening falls to 0.5 MPa/d; seventhly, starting the pumping when conducting flow opening to the liquid amount of 3t/d. By means of the composite heavy oil development mode integrating the horizontal well, the viscosity reducers, the nitrogen and the steam, by means of the comprehensive effect of all elements, the steam swept volume is remarkably improved, the viscosity of crude oil is reduced, the energy of a stratum is compensated for, the steam filling pressure is reduced, the steam overlapping is avoided, the thermal loss of the stratum is reduced, and the oil driving efficiency and crude oil flowing capacity are improved.