The present disclosure relates to a semiconductor structure and a manufacturing process therefor. Provided is a method for manufacturing a bipolar transistor with a trench structure, including providing a semiconductor substrate; fabricating a shallow trench isolation structure to define a device active area; forming an N-type well and a P-type well in the active area to define a first region, a second region and a third region of the bipolar transistor; etching a portion, adjacent to the shallow trench isolation structure, in the first region to form a trench; performing ion implantation to form an emitter, a base and a collector of the bipolar transistor; forming a salicide block structure in the trench; and forming a metal electrode of the bipolar transistor, wherein the emitter is formed in the first region. The present disclosure further provides a bipolar transistor with a trench structure.