The performance testing of the Spring Pet Clinic application revealed significant insights. Key findings included an overall response time of up to 9.14 seconds, high CPU utilization at 97.90%, and a concerning 61% memory wastage due to inefficient programming. Other issues observed were lack of disk space and spikes in CPU time.