Built LE-Trap, a multi-service honeypot platform designed to capture, analyze, and classify malicious traffic across SSH, HTTP, and FTP. Integrated AbuseIPDB enrichment for real-time threat intelligence and implemented an ML-based bot detection module to distinguish automated scanners from human attackers. The project involved identifying attack patterns aligned with OWASP principles, analyzing common exploitation attempts, and hardening service configurations based on findings.