A popular SaaS application encountering intermittent slowdowns was analyzed, revealing that a specific thread blocked 134 application threads due to an issue with the Log4j framework. This known bug necessitated an upgrade to Log4j2 to resolve the problem, emphasizing the importance of migrating from unsupported software for improved performance and stability.