Common resources that UPSC aspirants refer to during their preparation include standard textbooks, current affairs magazines, online courses, and coaching materials. Key publications like NCERT textbooks and books by reputed authors serve as foundational sources. Aspirants often utilize online platforms and forums for doubt clarification, peer discussions, and additional practice, gathering a holistic understanding of the syllabus.