“Digital capabilities significantly promote the consumption of certified agricultural products by farmers, and play a role in improving awareness and health literacy through two paths. The effect is more obvious for farmers in the central and western regions, low-income and young age groups, providing a new direction for solving the problem of upgrading agricultural product consumption.”