The surface of 316 stainless steel was treated by laser texturing with a nanosecond pulse laser to study the effect of surface morphology on the adhesive properties of electronic labels. The adhesion force was measured by microcomputer controlled universal testing machine. The influence of laser texturing on the surface morphology and adhesion properties of materials was studied, and the optimal laser texturing process parameters were determined. Laser texturing can effectively improve the surface roughness and contact area of the material. When the best laser texturing process is 200 W laser power, scanning speed is 4 050 mm/s, repetition frequency is 50 kHz, pulse width is 270 ns, and filling line spacing is 0.081 mm, the surface roughness of the material after laser texturing is 0.024 higher than that before the treatment μm raised to 2.406 μm. After laser texturing, the adhesive strength is 48.5 N, which is 166% higher than that of untreated adhesive strength of 18.2 N.