Researched and developed a proof-of-concept monitoring tool to evaluate authentication-attack patterns across SAP Customer Data Cloud.

• Prototyped anomaly-detection pipelines with machine-learning models that flag suspicious login behaviour and credential-stuffing attempts.
• Demonstrated enterprise viability by replay-testing millions of authentication events from large-tenant log data, delivering sub-second alerts and actionable dashboards.