A study on the Spring Boot Pet Clinic application revealed significant memory wastage, with 65% of memory used inefficiently due to duplicate strings and improper collection implementation. This inefficiency can escalate cloud computing costs, as memory saturation often occurs before other resources. Writing memory-efficient code could significantly reduce operational costs and enhance customer experience.