के एल यूनिवर्सिटी के छात्रों का स्मार्ट हनीपॉट, साइबर अटैकर की हर चाल पकड़ ली

What started as a simple class assignment on computer networks gradually evolved into a real cybersecurity experience. KLU second-year CSE students P. Shashindra Reddy, M. Yashaswini, G. Anshika, and Sushil, along with their mentor, Mr. Shaik Asif, created a smart honeypot. The goal was to understand the true nature of network security.

This honeypot gave students the opportunity for the first time to see for themselves how an attacker tests the system, how he tries to penetrate and how every small activity leaves behind digital evidence,  Top universities in Vijayawada .

Real attacks on simulated systems

The team created a controlled setup on two virtual machines. One machine was simulated as a vulnerable Linux system, while the other acted as an attacker. The Cowrie-based honeypot silently recorded every scan, every command, and every suspicious activity.

On the other hand, the attacker running Kali Linux tried to exploit the system in every way possible – scanned, probed, tried to login and even ran commands over a fake SSH session.

Every click, every keystroke, every packet left a trail. Fortunately, the entire setup was contained within a closed virtual network, so there was no real-world threat.

The real power of honeypots lies not just in collecting logs, but in understanding patterns from them. The students converted JSON logs to CSV and then created clear graphs showing which IP addresses were most active and how attacks changed over time.

Detecting attacks isn't a guessing game. It's about piecing together small clues. This platform helped students do just that.

They understood the context of each attack using methods such as IP analysis, session tracking, command patterns, timing information, packet signatures, and Nmap fingerprinting.

All these elements together reveal how the attacker thinks, what his intentions are, and how his strategy proceeds.

Learning goes beyond assignments

In the end, this project wasn't just a technical exercise. It was a real-world experience that showed students how a cyber-attacker works and how a security team understands their activities.

For the students, this project went beyond installing software. It was an opportunity to observe an attack in progress, understand it, and learn how to build defenses in the world of cybersecurity.

This experiment proves that when learning is connected to reality, even an ordinary classroom can become a real cybersecurity laboratory.