Implementing the theory of automata learning on practical systems comes with many challenges, more so when learning legacy systems. In this talk, I will present some of the challenges I faced while learning a legacy component in an industrial setting at Philips Healthcare, how I managed to overcome some of those challenges, and how I plan to solve the rest. Such challenges range from initially setting up the learning environment to dealing with asynchronous calls and parallelism to scalability and efficiency.