A semiconductor device structure is provided. The semiconductor device structure includes a bonding structure formed between a first substrate and a second substrate. The bonding structure includes a first polymer bonded to a second polymer, and a first conductive material bonded to a second conductive material. The semiconductor device includes a first TSV formed in the first substrate and an interconnect structure formed over the first TSV. The first TSV is between the interconnect structure and the bonding structure.