The discovery of high-risk vulnerabilities in the widely used Apache Log4j library, known as CVE-2021-44228 (Log4Shell) and CVE-2021-45046, has prompted an urgent response from developers and security teams to assess their software's exposure. JFrog Security Research highlighted that traditional dependency scanning is insufficient for detecting all instances of Log4j, prompting the release of specialized scanning tools to identify its presence in both source code and binaries. Their research uncovered that while many Java packages in the Maven Central repository include Log4j as a dependency, a significant number include the vulnerable code directly, which traditional tools may overlook. This underscores the necessity of in-depth scanning beyond mere dependency checks to ensure comprehensive detection and mitigation. JFrog recommends employing automated deep scanning tools to address the Log4j vulnerabilities effectively, emphasizing the importance of scrutinizing both first-party and third-party code for unpatched versions of Log4j2.