Proactive digital departments are increasingly utilizing dark web monitoring solutions to detect nascent threats. This vital practice involves scrutinizing illicit online forums, marketplaces, and communication platforms where criminals orchestrate attacks, exchange stolen data, and distribute malicious tools . By observing this obscure environment