Common resources that should be avoided for reliable UPSC preparation include unverified online materials and outdated books. Many generic study guides may lack the depth or current relevance required for the exam. Instead, aspirants should rely on trusted sources such as standard textbooks, UPSC-specific publications, and material curated by successful candidates. Authentic guidance from experienced mentors and participation in credible coaching programs can significantly enhance the quality of preparation.