The digital age has brought unparalleled convenience, but it has also opened the door to sophisticated cyber threats. Among these, malicious login attempts have emerged as a significant challenge for web application administrators. These unauthorized efforts to access user accounts can lead to data breaches, identity theft, and even the compromise of entire systems.