Furthermore, the integration of advanced characterization techniques provided valuable insights into the structural, optical, and surface properties of the synthesized photocatalysts. For instance, SEM revealed the uniform distribution of dopants and the nanostructured morphology, while BET analysis confirmed an increase in surface area, which is crucial for catalytic activity. DRS analysis highlighted the improved light absorption capabilities, crucial for efficient ROS generation under UV-A irradiation.