Heavy metal ion pollution problems have had a terrible influence on human health and the environment. Therefore, the monitoring of heavy metal ions is of great practical significance. In this paper, an electrochemical three-electrode system was fabricated and integrated on nitrocellulose membrane (NC) by the use of magnetron sputtering technology, which exhibited a uniform arrangement of porous structure without further film modification. This paper-based sensor chip was used for Cu 2+ detection by square-wave stripping voltammetry (SWSV). Within the ranges of 5–200 μg·L −1 and 200–1000 μg·L −1, it showed good linearity of 99.58% and 98.87%, respectively. The limit of detection was 2 μg·L −1. On the basis of satisfying the detection requirements (10 μg·L −1), the integrated sensor was small in size and inexpensive in cost. Zn 2+, Cd 2+, Pb 2+ and Bi 3+ were also detected by this paper-based sensor chip with good linearity.