Due to the limitation of actual teaching conditions, limited resources, and unsatisfactory teaching effect, a hybrid teaching system of college English news listening course based on improved SPOC is proposed. The hardware environment is made up of 5 servers and 3 switches, and the hardware service resource is optimized by SPOC cloud deployment. The cough relieving mechanism based on evaluation level is built inside the system. The objective of this study designs and implements a research on the application of the improved SPOC hybrid teaching system in college English listening teaching. The test results show that the design system can effectively improve students’ learning performance and enthusiasm and initiative and, to some extent, improve students’ listening learning habits.