A session goal is to give a self-motivated beginner a “simpler” learning path to becoming a data engineer. I have worked a lot of information to prepare a concrete list of low-cost online courses and freely available resources which are important for at least a junior role. I would encourage any beginner to occasionally test themselves against the knowledge expected in the job market.