This study investigates the structure and operation of financial crime networks in Nigeria between 2010 and 2025 using Social Network Analysis and Critical Discourse Analysis. The research reveals that corruption operates through interconnected networks of political elites, bureaucratic actors, and transnational facilitators. The findings highlight the structural and discursive mechanisms that sustain illicit financial flows and recommend stronger institutional autonomy, international collaboration, and governance reforms.