Call stacks enhance malware detection by providing detailed insights into who is executing specific activities on Windows systems. By utilizing execution tracing features and enriching call stack data, Elastic's approach improves the ability to identify and respond to malicious behavior more effectively. The article emphasizes the importance of accurately analyzing call stacks to expose the lies malware authors use to conceal their actions.