A semiconductor device structure is provided. The semiconductor device structure includes a semiconductor substrate and a first magnetic element and a second magnetic element over the semiconductor substrate. The semiconductor device structure also includes a first conductive line extending exceeding an edge of the first magnetic element. The semiconductor device structure further includes a second conductive line extending exceeding an edge of the second magnetic element. The second conductive line is electrically connected to the first conductive line.