With the influence of economic development, intensified market competition and increasingly complex business activities under the trend of globalization, bank loans play an irreplaceable role in supporting small and medium-sized enterprises to obtain funds, promoting innovation and expanding employment. In the process of technological progress and digital revolution promoting the transformation of traditional industries, banks, as financial institutions, have an advantageous position and can provide diversified products and professional services to meet customer needs.