Memory leaks and memory corruption are two major forms of software bugs that severely threaten system availability and security. According to the US-CERT Vulnerability Notes Database, 68% of all reported vulnerabilities in 2003 were caused by memory leaks or memory corruption. Dynamic monitoring tools, such as the state-of-the-art Purify, are commonly used to detect memory leaks and memory corruption. However, most of these tools suffer from high overhead, with up to a 20 times slowdown, making them infeasible to be used for production-runs. This paper proposes a tool called SafeMem to detect memory leaks and memory corruption on-the-fly during production-runs. This tool does not rely on any new hardware support. Instead, it makes a novel use of existing ECC memory technology and exploits intelligent dynamic memory usage behavior analysis to detect memory leaks and corruption. We have evaluated SafeMem with seven real-world applications that contain memory leak or memory corruption bu...