In the last decades, fuzzing has shown to be an effective software vulnerabilities discovering technique. By subjecting a program to a multitude of diverse inputs, fuzzing primarily serves as a means of security testing. Despite efforts by the Open Source community to enhance usability, fuzzers mainly remain tools in the hands of security experts. Improvements are still needed to make them accessible to a wider audience. In Amadeus IT, security teams currently employ a manual process to deploy a black-box fuzzer over the network for testing critical systems. However, this approach proves to be both inefficient in scaling and ineffective in yielding high-quality results.