Conventional micro-turning of metal materials with low rigidity and hardness is highly challenging. Electrochemical Discharge Machining (ECDM) offers an alternative approach for fabricating micro shafts. However, micro-turning by ECDM often leads to severe flaring at the shaft shoulder due to stray corrosion. To mitigate this issue, we propose two novel methods for insulating the sidewalls of the cathode tool: applying insulating tape to the sides of a rectangular cathode tool or attaching aluminum foil along the bottom edge of a rectangular acrylic plate. We evaluated the machining performance of these cathode tools on the 3 mm diameter copper rods. Experimental results demonstrate that using an acrylic plate with attached aluminum foil as the cathode tool significantly enhances machining accuracy in the transition area of the shaft shoulder. Additionally, the simplicity and reliability of this method highlight its advantages.