The present invention provides a method for producing a swine pseudorabies live vaccine by using a passage cell source, and a swine pseudorabies live vaccine product thereof. The method comprises: adopting passage cells to culture a swine pseudorabies virus attenuated strain; harvesting to obtain a cell culture virus solution; and adding a stabilizer, and carrying out freezing vacuum drying to obtain the passage cell derived swine pseudorabies live vaccine. During the use, the diluent of the prepared vaccine of the present invention can further be used. According to the present invention, the method has advantages of simple and stable production process, easy operation, high virus content, low difference between batches, controllable quality, significant vaccine yield and quality improving, and the like, the obtained product can be stored for a long time at the room temperature, especially at the temperature of 2-8 DEG C, the shelf life can be 36 months, and the diluted vaccine obtained by diluting the vaccine with the diluent of the present invention can be stored for a long time at the room temperature and can maintain the stability.