Particle accelerators are standard tools of high energy physics. The large accelerator infrastructures provide particle beams to the experiments as a kind of service, and details of the technologies, devices, and the physics of the beam manipulation often times remain hidden even to the experimental physicists. I will overview the CERN SPS slow extraction system towards the fixed target experiments, discuss its difficulties and present our efforts to improve its efficiency.